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"latest_month_signal": "Last GitHub push 2026-08-01; docs and CLI/skill paths still published (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/agentteamhq/agentteam-email" ] }, { "id": "communication/atomic-mail", "slug": "atomic-mail", "name": "Atomic Mail", "tagline": "Not AI for your email. Email for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "communication", "website": "https://atomicmail.ai/", "repository": "https://github.com/Atomic-Mail/atomic-mail-agentic", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/atomic-mail.md", "source_path": "services/communication/atomic-mail.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the homepage is the join document.", "instruction": "Read https://atomicmail.ai and follow the instructions to create an inbox at Atomic Mail.", "url": "https://atomicmail.ai" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-11; homepage and client repo still document PoW signup, JMAP, MCP, and AgentSkill (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/Atomic-Mail/atomic-mail-agentic" ] }, { "id": "communication/atxp-email", "slug": "atxp-email", "name": "ATXP Email", "tagline": "Email for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://atxp.email/", "repository": "https://github.com/atxp-dev", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/atxp-email.md", "source_path": "services/communication/atxp-email.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://atxp.email/ and follow the docs to create an agent inbox via CLI/API.", "url": "https://atxp.email/" }, "protocols": [ "cli", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/caspian", "slug": "caspian", "name": "Caspian", "tagline": "Agent communication SDK. The open-source agent communication layer for AI agents — email, WhatsApp, Slack, Discord, Telegram, SMS.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "communication", "website": "https://trycaspianai.com", "repository": "https://github.com/TryCaspian/caspian-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/caspian.md", "source_path": "services/communication/caspian.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Integrate Caspian so my agent can message people on email, Slack, Discord, Telegram, and more.\nRead https://api.trycaspianai.com/SKILL.md and follow it end to end.", "url": "https://api.trycaspianai.com/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "webhook", "cli", "sdk", "http", "api" ], "mcp_status": "planned", "agent_skill_status": "available", "latest_month_signal": "Repository created 2026-07-20; v0.1.2 released 2026-07-21; latest verified commit 2026-08-11 UTC", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/TryCaspian/caspian-sdk/releases/tag/v0.1.2", "https://github.com/TryCaspian/caspian-sdk/commit/56fdc8834af0d67385598ae16e7262cd75ead8a2" ] }, { "id": "communication/chimely", "slug": "chimely", "name": "Chimely", "tagline": "Open-source, self-hostable in-app notification inbox infrastructure that agents can call through an HTTP API.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://chimely.dev", "repository": "https://github.com/dodopayments/chimely", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/chimely.md", "source_path": "services/communication/chimely.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Use the HTTP API from https://chimely.dev docs to deliver in-app notifications", "url": "https://chimely.dev" }, "protocols": [ "http", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mailboxkit", "slug": "mailboxkit", "name": "MailboxKit", "tagline": "Email infrastructure for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://mailboxkit.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mailboxkit.md", "source_path": "services/communication/mailboxkit.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐", "instruction": "Read https://mailboxkit.com/skill.md and follow the instructions.", "url": "https://mailboxkit.com/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "webhook", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mails-dev", "slug": "mails-dev", "name": "mails.dev", "tagline": "Email for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://mails.dev", "repository": "https://github.com/chekusu/mails", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mails-dev.md", "source_path": "services/communication/mails-dev.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://mails.dev/skill.md and follow the instructions.", "url": "https://mails.dev/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mcp-agent-mail-rust", "slug": "mcp-agent-mail-rust", "name": "MCP Agent Mail (Rust)", "tagline": "It's like Gmail for your coding agents!", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://github.com/Dicklesworthstone/mcp_agent_mail_rust", "repository": "https://github.com/Dicklesworthstone/mcp_agent_mail_rust", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mcp-agent-mail-rust.md", "source_path": "services/communication/mcp-agent-mail-rust.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "curl -fsSL \"https://raw.githubusercontent.com/Dicklesworthstone/mcp_agent_mail_rust/main/install.sh?$(date +%s)\" | bash\nam", "url": "https://raw.githubusercontent.com/Dicklesworthstone/mcp_agent_mail_rust/main/install.sh?" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mcp-agent-mail", "slug": "mcp-agent-mail", "name": "MCP Agent Mail", "tagline": "Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://github.com/Dicklesworthstone/mcp_agent_mail", "repository": "https://github.com/Dicklesworthstone/mcp_agent_mail", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mcp-agent-mail.md", "source_path": "services/communication/mcp-agent-mail.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uvx mcp_agent_mail", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/novu", "slug": "novu", "name": "Novu", "tagline": "The open-source notification infrastructure — with an Agent Toolkit for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://novu.co", "repository": "https://github.com/novuhq/novu", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/novu.md", "source_path": "services/communication/novu.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add novuhq/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/openmail", "slug": "openmail", "name": "OpenMail", "tagline": "Built for agents, not marketers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://openmail.sh", "repository": "https://github.com/openmailsh/cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/openmail.md", "source_path": "services/communication/openmail.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g @openmail/cli\nopenmail setup", "url": "https://docs.openmail.sh/quickstart" }, "protocols": [ "rest", "websocket", "webhook", "cli", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/outreachagent", "slug": "outreachagent", "name": "OutreachAgent", "tagline": "The Cold Outbound Engine for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://outreachagent.dev/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/outreachagent.md", "source_path": "services/communication/outreachagent.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install @outreachagent/sdk-ts", "url": "https://outreachagent.dev/for-agents" }, "protocols": [ "agent-skill", "rest", "webhook", "sdk", "openapi", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/agent-browser", "slug": "agent-browser", "name": "Vercel Agent Browser", "tagline": "Browser automation CLI for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/vercel-labs/agent-browser", "repository": "https://github.com/vercel-labs/agent-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/agent-browser.md", "source_path": "services/browser-and-web-execution/agent-browser.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g agent-browser", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/agentql", "slug": "agentql", "name": "AgentQL", "tagline": "Make the web AI‑ready.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://agentql.com", "repository": "https://github.com/tinyfish-io/agentql", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/agentql.md", "source_path": "services/browser-and-web-execution/agentql.md", "onboarding": { "type": "sdk", "pattern": "REST + Python/JS SDK + Playwright + optional remote browser (CDP)", "instruction": "1. Sign up at [agentql.com/dev](https://agentql.com/dev) for an API key.", "url": "https://agentql.com/dev" }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/anchor-browser", "slug": "anchor-browser", "name": "Anchor Browser", "tagline": "The Secure Infrastructure for Computer Use Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.anchorbrowser.io", "repository": "https://github.com/anchorbrowser/AnchorBrowser-SDK-Python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/anchor-browser.md", "source_path": "services/browser-and-web-execution/anchor-browser.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP (per marketing: integrate anywhere via SDK, MCP, or automation platforms)", "instruction": "1. Sign in at [signin.anchorbrowser.io](https://signin.anchorbrowser.io/) and obtain API credentials.", "url": "https://signin.anchorbrowser.io/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/apify", "slug": "apify", "name": "Apify", "tagline": "Get real-time web data for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://apify.com", "repository": "https://github.com/apify/crawlee", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/apify.md", "source_path": "services/browser-and-web-execution/apify.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install apify-client\n# or\npip install apify-client", "url": "https://console.apify.com" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/bb-browser", "slug": "bb-browser", "name": "bb-browser", "tagline": "Your browser is the API. No keys. No bots. No scrapers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/epiral/bb-browser", "repository": "https://github.com/epiral/bb-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/bb-browser.md", "source_path": "services/browser-and-web-execution/bb-browser.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g bb-browser + Chrome extension, then bb-browser site /", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/bright-data-agent-browser", "slug": "bright-data-agent-browser", "name": "Bright Data Agent Browser", "tagline": "A cloud browser built for AI agents — with built-in website unlocking.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://brightdata.com/ai/agent-browser", "repository": "https://github.com/brightdata/ai-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/bright-data-agent-browser.md", "source_path": "services/browser-and-web-execution/bright-data-agent-browser.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Add Web MCP to config: npx -y @brightdata/mcp", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browser-mcp", "slug": "browser-mcp", "name": "Browser MCP", "tagline": "Browser MCP server for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browsermcp.io/", "repository": "https://github.com/BrowserMCP/mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browser-mcp.md", "source_path": "services/browser-and-web-execution/browser-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx -y @browsermcp/mcp", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browser-use-cloud", "slug": "browser-use-cloud", "name": "Browser Use Cloud", "tagline": "State-of-the-art AI browser automation with stealth browsers, CAPTCHA solving, residential proxies, and managed infrastructure.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browser-use.com", "repository": "https://github.com/browser-use/browser-use", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browser-use-cloud.md", "source_path": "services/browser-and-web-execution/browser-use-cloud.md", "onboarding": { "type": "mcp", "pattern": "SDK + hosted MCP (HTTP) + Agent or raw CDP browser modes", "instruction": "pip install browser-use-sdk\n# or: npm install browser-use-sdk", "url": "https://cloud.browser-use.com/settings?tab=api-keys&new=1" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browserbase", "slug": "browserbase", "name": "Browserbase", "tagline": "A web browser for AI agents & applications.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browserbase.com", "repository": "https://github.com/browserbase/stagehand", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browserbase.md", "source_path": "services/browser-and-web-execution/browserbase.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add browserbase/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/camofox", "slug": "camofox", "name": "CamoFox Browser", "tagline": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/jo-inc/camofox-browser", "repository": "https://github.com/jo-inc/camofox-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/camofox.md", "source_path": "services/browser-and-web-execution/camofox.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g camofox-browser\ncamofox-browser --help", "url": null }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/cloudflare-browser-rendering", "slug": "cloudflare-browser-rendering", "name": "Cloudflare Browser Rendering", "tagline": "Headless browsers for AI agents (Cloudflare Workers).", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://workers.cloudflare.com/product/browser-rendering/", "repository": "https://github.com/cloudflare/workers-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/cloudflare-browser-rendering.md", "source_path": "services/browser-and-web-execution/cloudflare-browser-rendering.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "1. Enable Browser Rendering on a Cloudflare account and create a Worker with a **browser binding** per [docs](https://developers.cloudflare.com/browser-rendering/).", "url": "https://developers.cloudflare.com/browser-rendering/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/crawl4ai", "slug": "crawl4ai", "name": "Crawl4AI", "tagline": "🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://crawl4ai.com", "repository": "https://github.com/unclecode/crawl4ai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/crawl4ai.md", "source_path": "services/browser-and-web-execution/crawl4ai.md", "onboarding": { "type": "mcp", "pattern": "Python library + Docker + MCP", "instruction": "1. Install per [docs](https://docs.crawl4ai.com/) (pip, Docker, or cloud deploy).", "url": "https://docs.crawl4ai.com/" }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/firecrawl", "slug": "firecrawl", "name": "Firecrawl", "tagline": "Turn any website into LLM-ready data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://firecrawl.dev", "repository": "https://github.com/firecrawl/firecrawl", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/firecrawl.md", "source_path": "services/browser-and-web-execution/firecrawl.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add firecrawl/cli", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/hyperbrowser", "slug": "hyperbrowser", "name": "Hyperbrowser", "tagline": "Hyperbrowser - Web Infra for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.hyperbrowser.ai", "repository": "https://github.com/hyperbrowserai/mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/hyperbrowser.md", "source_path": "services/browser-and-web-execution/hyperbrowser.md", "onboarding": { "type": "mcp", "pattern": "REST API + SDKs + MCP", "instruction": "npx hyperbrowser-mcp ", "url": "https://github.com/hyperbrowserai/mcp" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/kernel", "slug": "kernel", "name": "Kernel", "tagline": "you build agents. we give them the internet.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://www.kernel.sh/", "repository": "https://github.com/kernel/kernel-images", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/kernel.md", "source_path": "services/browser-and-web-execution/kernel.md", "onboarding": { "type": "agent-skill", "pattern": "CLI + published Agent Skill", "instruction": "brew install kernel/tap/kernel\n# or\nnpm install -g @onkernel/cli\n\nkernel --version\nexport KERNEL_API_KEY=your_api_key\n# fallback: kernel login\nkernel browsers create -o json", "url": "https://github.com/kernel/skills/blob/main/plugins/kernel-cli/skills/kernel-cli/SKILL.md" }, "protocols": [ "agent-skill", "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "kernel-images last push 2026-08-18; kernel/cli last push 2026-08-18 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/kernel/kernel-images" ] }, { "id": "browser-and-web-execution/lightpanda", "slug": "lightpanda", "name": "Lightpanda", "tagline": "The headless browser built from scratch for AI agents and automation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://lightpanda.io", "repository": "https://github.com/lightpanda-io/browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/lightpanda.md", "source_path": "services/browser-and-web-execution/lightpanda.md", "onboarding": { "type": "mcp", "pattern": "Daemon (CDP) + MCP (stdio) + CLI", "instruction": "# Nightly binary (see releases) or Docker:\n# docker run -d -p 127.0.0.1:9222:9222 lightpanda/browser:nightly\n\n./lightpanda serve --host 127.0.0.1 --port 9222", "url": "https://lightpanda.io/docs/open-source/guides/mcp-server" }, "protocols": [ "mcp", "websocket", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/moli", "slug": "moli", "name": "Moli", "tagline": "Moli is a production-ready, structured-first browser engine for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://browser.lexmount.com", "repository": "https://github.com/lexmount/moli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/moli.md", "source_path": "services/browser-and-web-execution/moli.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "cargo build --release -p moli\n\n./target/release/moli fetch \\\n --dump semantic_tree_text \\\n --wait-selector body \\\n https://example.com\n\n./target/release/moli serve\n\n# Or expose Moli's first-party MCP server over stdio:\n./target/release/moli mcp", "url": "https://example.com" }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-08-10; v0.1.1 released 2026-08-11; latest verified commit 2026-08-12 UTC", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/lexmount/moli/releases/tag/v0.1.1", "https://github.com/lexmount/moli/commit/a7c1eb0b42ce65303a2b554fdf0189016b9bd4b6" ] }, { "id": "browser-and-web-execution/notte", "slug": "notte", "name": "Notte", "tagline": "Browser infrastructure that lets AI run on the internet at speed.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.notte.cc", "repository": "https://github.com/nottelabs/notte", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/notte.md", "source_path": "services/browser-and-web-execution/notte.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + remote browser via CDP + optional MCP (SSE)", "instruction": "pip install notte-sdk", "url": "https://console.notte.cc/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/olostep", "slug": "olostep", "name": "Olostep", "tagline": "Transform websites into clean, LLM-ready data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.olostep.com", "repository": "https://github.com/olostep/olostep-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/olostep.md", "source_path": "services/browser-and-web-execution/olostep.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "# See https://docs.olostep.com/get-started/welcome\n# Set OLOSTEP_API_KEY and call HTTPS endpoints (scrapes, searches, maps, crawls, batches)", "url": "https://docs.olostep.com/get-started/welcome" }, "protocols": [ "mcp", "rest", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/opencli", "slug": "opencli", "name": "OpenCLI", "tagline": "Make any website, Electron App, or Local Tool your CLI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://opencli.info/", "repository": "https://github.com/jackwener/opencli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/opencli.md", "source_path": "services/browser-and-web-execution/opencli.md", "onboarding": { "type": "cli", "pattern": "CLI (Bash) + optional repo SKILL.md", "instruction": "npm install -g @jackwener/opencli\n\n# Discover every site command and external CLI passthrough\nopencli list\nopencli list -f yaml\n\n# Example: structured output for agents\nopencli hackernews top --limit 5 -f json\nopencli bilibili hot --limit 5 -f json", "url": "https://github.com/jackwener/opencli/blob/main/README.md" }, "protocols": [ "agent-skill", "cli" ], "mcp_status": "not-applicable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/playwright-mcp", "slug": "playwright-mcp", "name": "Playwright MCP", "tagline": "A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://playwright.dev/docs/getting-started-mcp", "repository": "https://github.com/microsoft/playwright-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/playwright-mcp.md", "source_path": "services/browser-and-web-execution/playwright-mcp.md", "onboarding": { "type": "mcp", "pattern": "MCP server (stdio by default; optional HTTP transport)", "instruction": "npx @playwright/mcp@latest", "url": "http://localhost:8931/mcp" }, "protocols": [ "mcp", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/skyvern", "slug": "skyvern", "name": "Skyvern", "tagline": "AI agents to automate workflows on any website.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.skyvern.com", "repository": "https://github.com/Skyvern-AI/skyvern", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/skyvern.md", "source_path": "services/browser-and-web-execution/skyvern.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + optional MCP", "instruction": "curl -X POST https://api.skyvern.com/v1/run/tasks \\\n -H \"x-api-key: $SKYVERN_API_KEY\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"prompt\": \"Find the top 3 posts on Hacker News\", \"url\": \"https://news.ycombinator.com\"}'", "url": "https://api.skyvern.com/v1/run/tasks" }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/stealth-browser-mcp", "slug": "stealth-browser-mcp", "name": "Stealth Browser MCP", "tagline": "Stealth browser automation for MCP-compatible AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://github.com/vibheksoni/stealth-browser-mcp", "repository": "https://github.com/vibheksoni/stealth-browser-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/stealth-browser-mcp.md", "source_path": "services/browser-and-web-execution/stealth-browser-mcp.md", "onboarding": { "type": "mcp", "pattern": "MCP", "instruction": "git clone https://github.com/vibheksoni/stealth-browser-mcp.git\ncd stealth-browser-mcp\npython -m venv venv\nsource venv/bin/activate\npip install -r requirements.txt", "url": "https://github.com/vibheksoni/stealth-browser-mcp.git" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-07-24 (repo metadata). Quieter than neighboring browser rows — verify master before depending on a weekly release cadence", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/vibheksoni/stealth-browser-mcp" ] }, { "id": "browser-and-web-execution/steel", "slug": "steel", "name": "Steel", "tagline": "Browser Infrastructure for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://steel.dev", "repository": "https://github.com/steel-dev/steel-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/steel.md", "source_path": "services/browser-and-web-execution/steel.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP (stdio) + Puppeteer / Playwright / Selenium connect", "instruction": "pip install steel-sdk # PyPI package name: steel-sdk", "url": "https://github.com/steel-dev/steel-mcp-server" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/vessel-browser", "slug": "vessel-browser", "name": "Vessel Browser", "tagline": "Built from the ground-up for agents, Vessel Browser is an open source AI browser for Linux/Windows that provides a durable state, MCP control, and BYOK with full autonomous browsing.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/unmodeled-tyler/vessel-browser", "repository": "https://github.com/unmodeled-tyler/vessel-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/vessel-browser.md", "source_path": "services/browser-and-web-execution/vessel-browser.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Linux AppImage:\ndownload AppImage from releases → chmod +x → run\n\n# npm:\nnpm install -g vessel-browser\nvessel-browser --mcp # exposes MCP server for any MCP-compatible agent", "url": null }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/apify-mcp-server", "slug": "apify-mcp-server", "name": "Apify MCP Server", "tagline": "MCP server enabling AI agents to run Apify Actors and extract web data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://apify.com", "repository": "https://github.com/apify/apify-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/apify-mcp-server.md", "source_path": "services/tool-access-and-integration/apify-mcp-server.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Connect the official remote MCP endpoint following the [repository README](https://github.com/apify/apify-mcp-server)", "url": "https://github.com/apify/apify-mcp-server" }, "protocols": [ "mcp" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/arcade", "slug": "arcade", "name": "Arcade", "tagline": "MCP tools with managed OAuth — credentials stay out of the LLM.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://www.arcade.dev", "repository": "https://github.com/ArcadeAI/arcade-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/arcade.md", "source_path": "services/tool-access-and-integration/arcade.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uv tool install arcade-mcp\narcade new my_server", "url": "https://docs.arcade.dev/en/guides/create-tools/tool-basics/build-mcp-server" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/clawhub", "slug": "clawhub", "name": "ClawHub", "tagline": "Claw Hub: OpenClaw Skill Marketplace", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://claw-hub.net/", "repository": "https://github.com/openclaw/clawhub", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/clawhub.md", "source_path": "services/tool-access-and-integration/clawhub.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx clawhub@latest login\nnpx clawhub@latest search \nnpx clawhub@latest install \nnpx clawhub@latest list\nnpx clawhub@latest update --all", "url": "https://github.com/openclaw/clawhub/blob/main/docs/cli.md" }, "protocols": [ "agent-skill", "cli", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/composio", "slug": "composio", "name": "Composio", "tagline": "The tool platform built for agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://composio.dev", "repository": "https://github.com/ComposioHQ/composio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/composio.md", "source_path": "services/tool-access-and-integration/composio.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add composiohq/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "sdk" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/contextforge", "slug": "contextforge", "name": "ContextForge", "tagline": "An open source registry and proxy that federates MCP, A2A, and REST/gRPC APIs with centralized governance, discovery, and observability. Optimizes Agent & Tool calling, and supports plugins.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://ibm.github.io/mcp-context-forge/", "repository": "https://github.com/IBM/mcp-context-forge", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/contextforge.md", "source_path": "services/tool-access-and-integration/contextforge.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "# Generate secrets, then start the gateway (official README TLDR)\npython3 -m mcpgateway.scripts.init_secrets\nexport JWT_SECRET_KEY=\"$(grep '^JWT_SECRET_KEY=' .env.secrets | cut -d= -f2)\"\nexport AUTH_ENCRYPTION_SECRET=\"$(grep '^AUTH_ENCRYPTION_SECRET=' .env.secrets | cut -d= -f2)\"\nJWT_SECRET_KEY=\"$JWT_SECRET_KEY\" \\\nAUTH_ENCRYPTION_SECRET=\"$AUTH_ENCRYPTION_SECRET\" \\\nMCPGATEWAY_UI_ENABLED=true \\\nMCPGATEWAY_ADMIN_API_ENABLED=true \\\nPLATFORM_ADMIN_EMAIL=admin@example.com \\\nuvx --from mcp-contextforge-gateway mcpgateway --host 0.0.0.0 --port 4444", "url": "http://localhost:4444" }, "protocols": [ "mcp", "rest", "grpc", "websocket", "cli", "a2a", "json-rpc", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); PyPI mcp-contextforge-gateway; image ghcr.io/ibm/mcp-context-forge", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/IBM/mcp-context-forge" ] }, { "id": "tool-access-and-integration/framelink-figma-mcp", "slug": "framelink-figma-mcp", "name": "Framelink MCP for Figma", "tagline": "Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://www.framelink.ai/", "repository": "https://github.com/GLips/Figma-Context-MCP", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/framelink-figma-mcp.md", "source_path": "services/tool-access-and-integration/framelink-figma-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"Framelink MCP for Figma\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"figma-developer-mcp\", \"--figma-api-key=YOUR-KEY\", \"--stdio\"]\n }\n }\n}", "url": "https://help.figma.com/hc/en-us/articles/8085703771159-Manage-personal-access-tokens" }, "protocols": [ "mcp", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/github-mcp-server", "slug": "github-mcp-server", "name": "GitHub MCP Server", "tagline": "The GitHub MCP Server connects AI tools directly to GitHub's platform. This gives AI agents, assistants, and chatbots the ability to read repositories and code files, manage issues and PRs, analyze code, and automate workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://github.com/github/github-mcp-server", "repository": "https://github.com/github/github-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/github-mcp-server.md", "source_path": "services/tool-access-and-integration/github-mcp-server.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"servers\": {\n \"github\": {\n \"type\": \"http\",\n \"url\": \"https://api.githubcopilot.com/mcp/\"\n }\n }\n}", "url": "https://api.githubcopilot.com/mcp/" }, "protocols": [ "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/google-mcp-toolbox", "slug": "google-mcp-toolbox", "name": "MCP Toolbox for Databases", "tagline": "MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications directly to your enterprise databases.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://mcp-toolbox.dev/", "repository": "https://github.com/googleapis/mcp-toolbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/google-mcp-toolbox.md", "source_path": "services/tool-access-and-integration/google-mcp-toolbox.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"toolbox-postgres\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"@toolbox-sdk/server\", \"--prebuilt=postgres\"]\n }\n }\n}", "url": "https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/" }, "protocols": [ "mcp", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/mcp-gateway-registry", "slug": "mcp-gateway-registry", "name": "MCP Gateway & Registry", "tagline": "Unified Agent & MCP Server Registry – Gateway for AI Development Tools", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://agentic-community.github.io/mcp-gateway-registry/", "repository": "https://github.com/agentic-community/mcp-gateway-registry", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcp-gateway-registry.md", "source_path": "services/tool-access-and-integration/mcp-gateway-registry.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "git clone https://github.com/agentic-community/mcp-gateway-registry.git\ncd mcp-gateway-registry\ncp .env.example .env\n# Set required secrets (KEYCLOAK_ADMIN_PASSWORD, SECRET_KEY, …) — see docs/configuration.md\n./build_and_run.sh --prebuilt", "url": "https://github.com/agentic-community/mcp-gateway-registry.git" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "a2a", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata)", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/agentic-community/mcp-gateway-registry" ] }, { "id": "tool-access-and-integration/mcpgateway", "slug": "mcpgateway", "name": "MCP Gateway", "tagline": "The platform for production AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://mcpgateway.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcpgateway.md", "source_path": "services/tool-access-and-integration/mcpgateway.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "pip install mcpgateway-sdk", "url": null }, "protocols": [ "mcp", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/mcphub", "slug": "mcphub", "name": "MCPHub", "tagline": "One gateway for all your MCP servers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://www.mcphub.app", "repository": "https://github.com/samanhappy/mcphub", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcphub.md", "source_path": "services/tool-access-and-integration/mcphub.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "docker run -p 3000:3000 \\\n -v ./mcp_settings.json:/app/mcp_settings.json \\\n -v ./data:/app/data \\\n samanhappy/mcphub", "url": "http://localhost:3000/mcp" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); Docker samanhappy/mcphub; demo https://demo.mcphub.app/", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/samanhappy/mcphub", "https://demo.mcphub.app/" ] }, { "id": "tool-access-and-integration/mcpjungle", "slug": "mcpjungle", "name": "MCPJungle", "tagline": "Run all your MCP servers behind one endpoint", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://docs.mcpjungle.com", "repository": "https://github.com/mcpjungle/MCPJungle", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcpjungle.md", "source_path": "services/tool-access-and-integration/mcpjungle.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "curl -O https://raw.githubusercontent.com/mcpjungle/MCPJungle/refs/heads/main/docker-compose.yaml\ndocker compose up -d\nbrew install mcpjungle/mcpjungle/mcpjungle\nmcpjungle register --name context7 --url https://mcp.context7.com/mcp", "url": "https://raw.githubusercontent.com/mcpjungle/MCPJungle/refs/heads/main/docker-compose.yaml" }, "protocols": [ "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-02 (repo metadata) — quieter than neighboring gateways; docs site and Docker Compose path still live as of 2026-09-03", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/mcpjungle/MCPJungle" ] }, { "id": "tool-access-and-integration/metamcp", "slug": "metamcp", "name": "MetaMCP", "tagline": "MCP Aggregator, Orchestrator, Middleware, Gateway in one docker", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://docs.metamcp.com", "repository": "https://github.com/metatool-ai/metamcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/metamcp.md", "source_path": "services/tool-access-and-integration/metamcp.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "git clone https://github.com/metatool-ai/metamcp.git\ncd metamcp\ncp example.env .env\ndocker compose up -d", "url": "https://github.com/metatool-ai/metamcp.git" }, "protocols": [ "mcp", "openapi", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-06-22 (repo metadata) — quieter than MCPHub/ContextForge; default branch ai-dev. README notes maintenance delay while still merging PRs. Still admitted: MIT + clear MCP aggregator/gateway OSS not already listed", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/metatool-ai/metamcp" ] }, { "id": "tool-access-and-integration/nango", "slug": "nango", "name": "Nango", "tagline": "The OAuth and API credential layer for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://nango.dev", "repository": "https://github.com/NangoHQ/nango", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/nango.md", "source_path": "services/tool-access-and-integration/nango.md", "onboarding": { "type": "other", "pattern": null, "instruction": "$skills install @NangoHQ/sync-builder-skill", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/obot", "slug": "obot", "name": "Obot", "tagline": "Complete MCP Platform — Hosting, Registry, Gateway, and Chat Client.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://obot.ai", "repository": "https://github.com/obot-platform/obot", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/obot.md", "source_path": "services/tool-access-and-integration/obot.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Self-hosted (Kubernetes / Docker):\nhelm install obot obot/obot\n# or:\ndocker run -p 8080:8080 ghcr.io/obot-platform/obot:latest\n\n# Then point any MCP-compatible agent at the gateway URL:\nhttps:///mcp", "url": null }, "protocols": [ "mcp", "rest", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/openchatcut", "slug": "openchatcut", "name": "OpenChatCut", "tagline": "Open-source, local-first conversational AI video editor with a professional multi-track timeline, Agent Skills, MCP integration, and Remotion rendering.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://openchatcut.com", "repository": "https://github.com/0xsline/OpenChatCut", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/openchatcut.md", "source_path": "services/tool-access-and-integration/openchatcut.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add 0xsline/OpenChatCut", "url": "http://localhost:5199/api/external-mcp/mcp" }, "protocols": [ "agent-skill", "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Repository created 2026-07-15; initial public release 2026-07-20; v0.2.1 released 2026-08-11; latest verified commit 2026-08-12 UTC", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/0xsline/OpenChatCut/releases/tag/v0.2.1", "https://github.com/0xsline/OpenChatCut/commit/a3c6d66d26e914e51b624638ae8861d0fd595720" ] }, { "id": "tool-access-and-integration/sandbase-cli", "slug": "sandbase-cli", "name": "SandBase CLI", "tagline": "Give your AI agent superpowers. One command. 2,000+ AI models.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://www.sandbase.ai", "repository": "https://github.com/sandbaseai/cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/sandbase-cli.md", "source_path": "services/tool-access-and-integration/sandbase-cli.md", "onboarding": { "type": "mcp", "pattern": "local MCP bridge (stdio) after one browser approval", "instruction": "npx -y https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz connect", "url": "https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-23; immutable v0.1.17 published 2026-08-19", "verified_at": "2026-08-25", "verification_sources": [ "https://github.com/sandbaseai/cli/releases/tag/v0.1.17" ] }, { "id": "tool-access-and-integration/smithery", "slug": "smithery", "name": "Smithery", "tagline": "Connect your agent to thousands of MCP tools and Agent Skills.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://smithery.ai", "repository": "https://github.com/arcadeai-labs/smithery-cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/smithery.md", "source_path": "services/tool-access-and-integration/smithery.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx @smithery/cli@latest setup\n# or\nnpm install -g @smithery/cli\nsmithery auth login\nsmithery mcp add \nsmithery tool list\nsmithery tool call ''", "url": "https://smithery.ai/docs" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/snyk-agent-scan", "slug": "snyk-agent-scan", "name": "Snyk Agent Scan", "tagline": "Security scanner for AI agents, MCP servers and agent skills.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://github.com/snyk/agent-scan", "repository": "https://github.com/snyk/agent-scan", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/snyk-agent-scan.md", "source_path": "services/tool-access-and-integration/snyk-agent-scan.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "uvx snyk-agent-scan@latest scan", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolhive", "slug": "toolhive", "name": "ToolHive", "tagline": "Run any MCP server securely, instantly, anywhere.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://stacklok.com/download/", "repository": "https://github.com/stacklok/toolhive-studio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolhive.md", "source_path": "services/tool-access-and-integration/toolhive.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "brew tap stacklok/tap\nbrew install thv\nthv --help", "url": "https://docs.stacklok.com" }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolhouse", "slug": "toolhouse", "name": "Toolhouse", "tagline": "Repetitive tasks, done for you, by AI workers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://toolhouse.ai", "repository": "https://github.com/toolhouseai/toolhouse-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolhouse.md", "source_path": "services/tool-access-and-integration/toolhouse.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g toolhouse then th deploy", "url": null }, "protocols": [ "mcp", "rest", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolport", "slug": "toolport", "name": "Toolport", "tagline": "Every tool. One port.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://toolport.app", "repository": "https://github.com/tsouth89/toolport", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolport.md", "source_path": "services/tool-access-and-integration/toolport.md", "onboarding": { "type": "mcp", "pattern": "local MCP gateway (stdio) after a one-time desktop install", "instruction": "1. Download the installer from https://github.com/tsouth89/toolport/releases/latest", "url": "https://github.com/tsouth89/toolport/releases/latest" }, "protocols": [ "mcp", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-19 (verified the same day)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/tsouth89/toolport" ] }, { "id": "oversight-and-approval/cordum", "slug": "cordum", "name": "Cordum", "tagline": "The open agent control plane.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://github.com/cordum-io/cordum", "repository": "https://github.com/cordum-io/cordum", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/cordum.md", "source_path": "services/oversight-and-approval/cordum.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Deploy Cordum and connect LangChain/CrewAI/MCP agents to policy gates", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/humanlayer", "slug": "humanlayer", "name": "HumanLayer", "tagline": "Human in the Loop for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://humanlayer.dev", "repository": "https://github.com/humanlayer/humanlayer", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/humanlayer.md", "source_path": "services/oversight-and-approval/humanlayer.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install humanlayer then decorate high-risk functions with @hl.require_approval()", "url": null }, "protocols": [ "rest", "webhook", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/preloop", "slug": "preloop", "name": "Preloop", "tagline": "The Open Source Control Plane for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "oversight-and-approval", "website": "https://preloop.ai", "repository": "https://github.com/preloop/preloop", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/preloop.md", "source_path": "services/oversight-and-approval/preloop.md", "onboarding": { "type": "cli", "pattern": "CLI that rewrites local agents onto the control plane", "instruction": "curl -fsSL https://preloop.ai/install/cli | sh\npreloop signup\n# or: preloop login --url http://localhost:3000\npreloop agents discover", "url": "https://preloop.ai/install/cli" }, "protocols": [ "mcp", "rest", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-18; CLI install and docs live (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/preloop/preloop" ] }, { "id": "oversight-and-approval/sallyport", "slug": "sallyport", "name": "Sallyport", "tagline": "Let your agent touch prod. Keep the keys.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "oversight-and-approval", "website": "https://sallyport.dev", "repository": "https://github.com/OlegSotnikov/sallyport", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/sallyport.md", "source_path": "services/oversight-and-approval/sallyport.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "brew install --cask olegsotnikov/tap/sallyport", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-07-14; v0.8.16 released 2026-07-17; latest verified commit 2026-07-19 UTC", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/OlegSotnikov/sallyport/releases/tag/v0.8.16", "https://github.com/OlegSotnikov/sallyport/commit/22a457f956fc83219968a2b37ac4a232cbdce594" ] }, { "id": "oversight-and-approval/sondera-coding-agent-hooks", "slug": "sondera-coding-agent-hooks", "name": "Sondera Coding Agent Hooks", "tagline": "A reference monitor for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://github.com/sondera-ai/sondera-coding-agent-hooks", "repository": "https://github.com/sondera-ai/sondera-coding-agent-hooks", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/sondera-coding-agent-hooks.md", "source_path": "services/oversight-and-approval/sondera-coding-agent-hooks.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install hook binaries and Cedar policy files around coding-agent sessions", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/agentspay", "slug": "agentspay", "name": "AgentsPay", "tagline": "Crypto identity and embedded wallets for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://agentspay.dev", "repository": "https://github.com/AgentPayy/agentpayy-platform", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/agentspay.md", "source_path": "services/commerce-and-payments/agentspay.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Provision wallet at agentspay.dev, then use MCP-native gateway", "url": null }, "protocols": [ "mcp", "rest", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/ap2", "slug": "ap2", "name": "Agent Payments Protocol (AP2)", "tagline": "An open protocol for the emerging Agent Economy.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://ap2-protocol.org", "repository": "https://github.com/google-agentic-commerce/AP2", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/ap2.md", "source_path": "services/commerce-and-payments/ap2.md", "onboarding": { "type": "sdk", "pattern": "SDK + scenario samples", "instruction": "# Types package (PyPI later; official install is from git): https://github.com/google-agentic-commerce/AP2\nuv pip install git+https://github.com/google-agentic-commerce/AP2.git@main", "url": "https://github.com/google-agentic-commerce/AP2" }, "protocols": [ "sdk", "a2a", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last *code* push 2026-06-17 (repo metadata); docs/site still served. Quieter than neighboring commerce repos — disclose before treating samples as weekly-fresh", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/google-agentic-commerce/AP2" ] }, { "id": "commerce-and-payments/circle-agent-stack", "slug": "circle-agent-stack", "name": "Circle Agent Stack", "tagline": "Financial infrastructure for the agentic economy.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://www.circle.com/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/circle-agent-stack.md", "source_path": "services/commerce-and-payments/circle-agent-stack.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://developers.circle.com/agent-stack and follow the Agent Stack quickstart to configure Agent Wallets, CLI, and payment flows.", "url": "https://developers.circle.com/agent-stack" }, "protocols": [ "agent-skill", "cli", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/coinbase-x402", "slug": "coinbase-x402", "name": "Coinbase Developer Platform (x402)", "tagline": "HTTP-native payments for the machine web — verify, settle, discover.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://docs.cdp.coinbase.com/x402/welcome", "repository": "https://github.com/coinbase/x402", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/coinbase-x402.md", "source_path": "services/commerce-and-payments/coinbase-x402.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Example: Python SDK per coinbase/x402 README\npip install x402", "url": "https://docs.cdp.coinbase.com/x402/welcome" }, "protocols": [ "rest", "sdk", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/cymetica-ai", "slug": "cymetica-ai", "name": "CyMetica AI (EventTrader)", "tagline": "Agentically engineered financial platform with autonomous AI trading agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://cymetica.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/cymetica-ai.md", "source_path": "services/commerce-and-payments/cymetica-ai.md", "onboarding": { "type": "other", "pattern": null, "instruction": "---", "url": "https://cymetica.com/.well-known/agent.json" }, "protocols": [ "mcp", "a2a", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/mpp", "slug": "mpp", "name": "MPP", "tagline": "MPP lets agents pay for services on the web, extensible to any payment method.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://mpp.dev", "repository": "https://github.com/wevm/mppx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/mpp.md", "source_path": "services/commerce-and-payments/mpp.md", "onboarding": { "type": "sdk", "pattern": "SDK + HTTP 402", "instruction": "npm i mppx", "url": "https://mpp.dev/quickstart/client.md" }, "protocols": [ "mcp", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last wevm/mppx push 2026-08-27 (repo metadata); thinner star count than neighboring commerce OSS — still the documented TypeScript SDK", "verified_at": "2026-08-27", "verification_sources": [ "https://api.github.com/repos/wevm/mppx" ] }, { "id": "commerce-and-payments/nevermined", "slug": "nevermined", "name": "Nevermined", "tagline": "The payment layer AI agents actually need.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://nevermined.ai/", "repository": "https://github.com/nevermined-io/payments", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/nevermined.md", "source_path": "services/commerce-and-payments/nevermined.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install payments-py — x402 handles payments transparently in the HTTP cycle", "url": null }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/openlibx402", "slug": "openlibx402", "name": "OpenLibx402", "tagline": "An open-source library for AI-native x402 integrations.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://github.com/openlibx402/openlibx402", "repository": "https://github.com/openlibx402/openlibx402", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/openlibx402.md", "source_path": "services/commerce-and-payments/openlibx402.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Install the Python or Node SDK from [openlibx402/openlibx402](https://github.com/openlibx402/openlibx402)", "url": "https://github.com/openlibx402/openlibx402" }, "protocols": [ "sdk", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/payman-ai", "slug": "payman-ai", "name": "Payman AI", "tagline": "Agentic AI that does the banking. Under your control.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://paymanai.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/payman-ai.md", "source_path": "services/commerce-and-payments/payman-ai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Review the current [Payman API license](https://paymanai.com/api-license), then", "url": "https://paymanai.com/api-license" }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/secondsign-core", "slug": "secondsign-core", "name": "SecondSign Core", "tagline": "An independent transaction co-signer for AI agents that manage other people's money.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://secondsignruntime.com", "repository": "https://github.com/Bestpart-Irene/secondsign-core", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/secondsign-core.md", "source_path": "services/commerce-and-payments/secondsign-core.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install secondsign-core\npython examples/quickstart.py", "url": "https://github.com/Bestpart-Irene/secondsign-core" }, "protocols": [ "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-07-24; v0.2.0 released 2026-08-01; latest verified commit 2026-08-13 UTC", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/Bestpart-Irene/secondsign-core/releases/tag/v0.2.0", "https://github.com/Bestpart-Irene/secondsign-core/commit/fe36b03b2a3f4f5f60762d2b0d4a4ff760979856" ] }, { "id": "commerce-and-payments/skyfire", "slug": "skyfire", "name": "Skyfire", "tagline": "Identity and payments for autonomous AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://skyfire.xyz", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/skyfire.md", "source_path": "services/commerce-and-payments/skyfire.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Register at skyfire.xyz/product — receive agent wallet + KYA identity token", "url": null }, "protocols": [ "rest", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/ucp", "slug": "ucp", "name": "Universal Commerce Protocol (UCP)", "tagline": "The common language for platforms, agents, and businesses.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://ucp.dev", "repository": "https://github.com/Universal-Commerce-Protocol/ucp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/ucp.md", "source_path": "services/commerce-and-payments/ucp.md", "onboarding": { "type": "sdk", "pattern": "SDK + protocol spec", "instruction": "# Schema tool agents use to resolve ucp_* annotations at runtime\ncargo install ucp-schema\n\n# Spec + docs checkout\ngit clone https://github.com/Universal-Commerce-Protocol/ucp.git", "url": "https://github.com/Universal-Commerce-Protocol/ucp.git" }, "protocols": [ "mcp", "rest", "cli", "sdk", "a2a", "json-rpc", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); spec + docs repo", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/Universal-Commerce-Protocol/ucp" ] }, { "id": "agent-runtime-and-infrastructure/acpx", "slug": "acpx", "name": "acpx", "tagline": "Headless CLI client for stateful Agent Client Protocol (ACP) sessions — so AI agents and orchestrators can talk to coding agents over a structured protocol instead of PTY scraping.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/openclaw/acpx", "repository": "https://github.com/openclaw/acpx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/acpx.md", "source_path": "services/agent-runtime-and-infrastructure/acpx.md", "onboarding": { "type": "url", "pattern": "Coding-time Skill + CLI", "instruction": "# Install acpx globally (recommended for session reuse)\nnpm install -g acpx@latest\n\n# Install the acpx skill for full command reference\nnpx acpx@latest --skill install acpx\n\n# Read the skill reference for all commands and workflows\n# Read https://raw.githubusercontent.com/openclaw/acpx/main/skills/acpx/SKILL.md\n\n# Delegate to a coding agent via ACP\nnpx acpx@latest codex \"fix the failing tests\"\nnpx acpx@latest claude \"refactor the auth module\"\nnpx acpx@latest exec \"one-shot: summarize this repo\"", "url": "https://raw.githubusercontent.com/openclaw/acpx/main/skills/acpx/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "cli", "acp", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/aembit", "slug": "aembit", "name": "Aembit", "tagline": "Secretless workload identity and access management for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aembit.io", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/aembit.md", "source_path": "services/agent-runtime-and-infrastructure/aembit.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Configure Aembit access policy — agent requests JIT credentials at runtime, no code changes", "url": null }, "protocols": [ "mcp", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/agent-substrate", "slug": "agent-substrate", "name": "Agent Substrate", "tagline": "A performant, high density runtime environment for large scale agent deployments.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/agent-substrate/substrate", "repository": "https://github.com/agent-substrate/substrate", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agent-substrate.md", "source_path": "services/agent-runtime-and-infrastructure/agent-substrate.md", "onboarding": { "type": "cli", "pattern": "CLI + Kubernetes control plane", "instruction": "# Local kind path from the official README (development only)\nhack/create-kind-cluster.sh\nhack/install-ate-kind.sh --deploy-ate-system\nhack/install-ate-kind.sh --deploy-demo-counter\ngo install ./cmd/kubectl-ate\n\nkubectl ate create atespace demo\nkubectl ate create actor my-counter-1 -a demo --template=ate-demo-counter/counter\nkubectl port-forward -n ate-system svc/atenet-router 8000:80", "url": null }, "protocols": [ "grpc", "cli", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); early development, APIs expected to change", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/agent-substrate/substrate" ] }, { "id": "agent-runtime-and-infrastructure/agentanycast", "slug": "agentanycast", "name": "AgentAnycast", "tagline": "Connect AI agents across any network. No public IP required.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/AgentAnycast/agentanycast", "repository": "https://github.com/AgentAnycast/agentanycast", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agentanycast.md", "source_path": "services/agent-runtime-and-infrastructure/agentanycast.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP (stdio via agentanycastd or uvx agentanycast-mcp) + auto-managed daemon", "instruction": "pip install agentanycast && agentanycast demo\n# Second terminal — use the peer id printed by the demo:\nagentanycast send \"Hello!\"", "url": "https://github.com/AgentAnycast/agentanycast/blob/main/docs/integrations/mcp-setup.md" }, "protocols": [ "mcp", "sdk", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/agentuity", "slug": "agentuity", "name": "Agentuity", "tagline": "The Full-Stack Platform for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://agentuity.com", "repository": "https://github.com/agentuity/sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agentuity.md", "source_path": "services/agent-runtime-and-infrastructure/agentuity.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Follow quickstart at https://agentuity.dev — install CLI and SDK, then deploy.\n# Example pattern (see official docs for current commands):\nnpm install @agentuity/sdk", "url": "https://agentuity.dev" }, "protocols": [ "webhook", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/amazon-bedrock-agentcore", "slug": "amazon-bedrock-agentcore", "name": "Amazon Bedrock AgentCore", "tagline": "Purpose-built for deploying and scaling dynamic AI agents and tools.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aws.amazon.com/bedrock/agentcore/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/amazon-bedrock-agentcore.md", "source_path": "services/agent-runtime-and-infrastructure/amazon-bedrock-agentcore.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install boto3 — configure AgentCore runtime via AWS SDK", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/aport-agent-guardrails", "slug": "aport-agent-guardrails", "name": "APort Agent Guardrails", "tagline": "Deterministic pre-action authorization for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aport.io", "repository": "https://github.com/aporthq/aport-agent-guardrails", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/aport-agent-guardrails.md", "source_path": "services/agent-runtime-and-infrastructure/aport-agent-guardrails.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx @aporthq/aport-agent-guardrails then choose openclaw, cursor, claude-code, langchain, or crewai", "url": null }, "protocols": [ "cli", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/atxp", "slug": "atxp", "name": "ATXP", "tagline": "Give your AI agent a wallet, email, phone number, and instant access to paid MCP tools.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://atxp.ai", "repository": "https://github.com/atxp-dev/atxp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/atxp.md", "source_path": "services/agent-runtime-and-infrastructure/atxp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "[docs.atxp.ai](https://docs.atxp.ai) — CLI / SDK / MCP-compatible endpoints", "url": "https://docs.atxp.ai" }, "protocols": [ "mcp", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/chrome-devtools-mcp", "slug": "chrome-devtools-mcp", "name": "Chrome DevTools MCP", "tagline": "chrome-devtools-mcp lets your coding agent (such as Gemini, Claude, Cursor or Copilot) control and inspect a live Chrome browser.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/ChromeDevTools/chrome-devtools-mcp", "repository": "https://github.com/ChromeDevTools/chrome-devtools-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/chrome-devtools-mcp.md", "source_path": "services/agent-runtime-and-infrastructure/chrome-devtools-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"chrome-devtools\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"chrome-devtools-mcp@latest\"]\n }\n }\n}", "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp" }, "protocols": [ "mcp", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/claude-managed-agents", "slug": "claude-managed-agents", "name": "Claude Managed Agents", "tagline": "The Claude API is a RESTful API at https://api.anthropic.com that provides programmatic access to Claude models and Claude Managed Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://docs.anthropic.com/en/api/overview", "repository": "https://github.com/anthropics/anthropic-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/claude-managed-agents.md", "source_path": "services/agent-runtime-and-infrastructure/claude-managed-agents.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install anthropic", "url": "https://platform.claude.com/" }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/claude-peers", "slug": "claude-peers", "name": "Claude Peers (claude-peers-mcp)", "tagline": "Allow all your Claude Codes to message each other ad-hoc!", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/louislva/claude-peers-mcp", "repository": "https://github.com/louislva/claude-peers-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/claude-peers.md", "source_path": "services/agent-runtime-and-infrastructure/claude-peers.md", "onboarding": { "type": "mcp", "pattern": "MCP (stdio) + local broker", "instruction": "git clone https://github.com/louislva/claude-peers-mcp.git ~/claude-peers-mcp\ncd ~/claude-peers-mcp\nbun install\n\n# Register the MCP server for Claude Code (user scope)\nclaude mcp add --scope user --transport stdio claude-peers -- bun ~/claude-peers-mcp/server.ts\n\n# Run Claude Code with the claude-peers development channel\nclaude --dangerously-skip-permissions --dangerously-load-development-channels server:claude-peers", "url": "https://github.com/louislva/claude-peers-mcp.git" }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cloudflare-agents-sdk", "slug": "cloudflare-agents-sdk", "name": "Cloudflare Agents SDK", "tagline": "Build and host durable AI agents on Cloudflare's global network.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://developers.cloudflare.com/agents/", "repository": "https://github.com/cloudflare/agents", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cloudflare-agents-sdk.md", "source_path": "services/agent-runtime-and-infrastructure/cloudflare-agents-sdk.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx create-cloudflare@latest --template cloudflare/agents-starter\ncd agents-starter && npm install\nnpm run dev", "url": null }, "protocols": [ "mcp", "websocket", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cloudflare-computer", "slug": "cloudflare-computer", "name": "Cloudflare Computer", "tagline": "Give your agent a computer 👾", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/cloudflare/computer", "repository": "https://github.com/cloudflare/computer", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cloudflare-computer.md", "source_path": "services/agent-runtime-and-infrastructure/cloudflare-computer.md", "onboarding": { "type": "sdk", "pattern": "SDK (Durable Object workspace)", "instruction": "npm install @cloudflare/computer", "url": null }, "protocols": [ "sdk", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-18; npm package @cloudflare/computer documented as preview (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/cloudflare/computer" ] }, { "id": "agent-runtime-and-infrastructure/codex-plugin-cc", "slug": "codex-plugin-cc", "name": "Codex plugin for Claude Code (codex-plugin-cc)", "tagline": "Use Codex from inside Claude Code for code reviews or to delegate tasks to Codex.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/openai/codex-plugin-cc", "repository": "https://github.com/openai/codex-plugin-cc", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/codex-plugin-cc.md", "source_path": "services/agent-runtime-and-infrastructure/codex-plugin-cc.md", "onboarding": { "type": "cli", "pattern": "Extension / Plugin (Claude Code marketplace plugin wrapping local Codex CLI + app server)", "instruction": "# In Claude Code: add marketplace and install plugin (see repo README)\n/plugin marketplace add openai/codex-plugin-cc\n/plugin install codex@openai-codex\n/reload-plugins\n/codex:setup\n\n# Optional: ensure Codex CLI is installed and signed in\nnpm install -g @openai/codex\n# then from Claude Code: !codex login\n\n# Typical delegation flow\n/codex:review --background\n/codex:status\n/codex:result\n\n# Delegate a fix or investigation to Codex (subagent)\n/codex:rescue investigate why the tests started failing", "url": "https://github.com/openai/codex-plugin-cc/blob/main/README.md" }, "protocols": [ "cli", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cx", "slug": "cx", "name": "cx", "tagline": "Semantic code navigation for AI agents — file overviews, symbol search, definitions, and references — without running a language server.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/ind-igo/cx", "repository": "https://github.com/ind-igo/cx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cx.md", "source_path": "services/agent-runtime-and-infrastructure/cx.md", "onboarding": { "type": "cli", "pattern": "CLI (Bash) + embedded agent instructions", "instruction": "# Install (pick one)\ncargo install cx-cli\n# or: brew tap ind-igo/cx && brew install cx\n# or: curl -sL https://raw.githubusercontent.com/ind-igo/cx/master/install.sh | sh\n\n# One-time grammars for the languages in the repo\ncx lang add rust typescript python\n\n# Emit machine-readable instructions for your agent (append to AGENTS.md, CLAUDE.md, etc.)\ncx skill >> AGENTS.md\n\n# Cheap-first navigation (TOON by default; add --json when you need JSON)\ncx overview src/main.rs\ncx symbols --kind fn\ncx definition --name resolve_root\ncx references --name Symbol", "url": "https://raw.githubusercontent.com/ind-igo/cx/master/install.sh" }, "protocols": [ "cli", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cyberdesk", "slug": "cyberdesk", "name": "Cyberdesk", "tagline": "Open source virtual desktops for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://www.cyberdesk.io", "repository": "https://github.com/cyberdesk-hq/cyberdesk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cyberdesk.md", "source_path": "services/agent-runtime-and-infrastructure/cyberdesk.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install cyberdesk\n# then create a desktop and execute computer actions via SDK/API", "url": "https://docs.cyberdesk.io" }, "protocols": [ "sdk", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/db9", "slug": "db9", "name": "db9", "tagline": "Postgres but for agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://db9.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/db9.md", "source_path": "services/agent-runtime-and-infrastructure/db9.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://db9.ai/skill.md and follow the instructions.", "url": "https://db9.ai/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/fiserv-agentos", "slug": "fiserv-agentos", "name": "agentOS by Fiserv", "tagline": "A governed operating layer that enables financial institutions to deploy AI agents safely and securely.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://www.fiserv.com/en/lp/agentos-by-fiserv.html", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/fiserv-agentos.md", "source_path": "services/agent-runtime-and-infrastructure/fiserv-agentos.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Start with the official agentOS page and enterprise onboarding through Fiserv.", "url": null }, "protocols": [ "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/google-ax", "slug": "google-ax", "name": "Agent Executor (AX)", "tagline": "An open source distributed agent runtime", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://agentexecutor.io", "repository": "https://github.com/google/ax", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/google-ax.md", "source_path": "services/agent-runtime-and-infrastructure/google-ax.md", "onboarding": { "type": "cli", "pattern": "CLI + optional gRPC server", "instruction": "go install github.com/google/ax/cmd/ax@latest\nax --help\n\n# Local built-in Antigravity harness (needs GEMINI_API_KEY or Vertex ADC)\nax --input \"Can you list this directory?\"\n\n# Resume\nax --conversation --input \"Show me the contents of README.md\"\nax --conversation --resume", "url": "https://github.com/agent-substrate/substrate" }, "protocols": [ "grpc", "cli" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": "Last GitHub push 2026-08-13; README still marks early development (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/google/ax" ] }, { "id": "agent-runtime-and-infrastructure/infisical-agent-sentinel", "slug": "infisical-agent-sentinel", "name": "Infisical Agent Sentinel", "tagline": "Secrets and credential governance for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://infisical.com", "repository": "https://github.com/Infisical/infisical", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/infisical-agent-sentinel.md", "source_path": "services/agent-runtime-and-infrastructure/infisical-agent-sentinel.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx -y @infisical/mcp or deploy the agent daemon sidecar", "url": null }, "protocols": [ "mcp", "rest", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/letta", "slug": "letta", "name": "Letta", "tagline": "The fastest way to bring stateful agents to production.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://letta.com", "repository": "https://github.com/letta-ai/letta", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/letta.md", "source_path": "services/agent-runtime-and-infrastructure/letta.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install letta-client then client.agents.create(...)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/modal", "slug": "modal", "name": "Modal", "tagline": "AI infrastructure that developers love.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://modal.com", "repository": "https://github.com/modal-labs/modal-client", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/modal.md", "source_path": "services/agent-runtime-and-infrastructure/modal.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install modal\nmodal setup\n# Define Modal app in Python per https://modal.com/docs/guide", "url": "https://modal.com/docs/guide" }, "protocols": [ "cli", "sdk", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/multica", "slug": "multica", "name": "Multica", "tagline": "AI-native project management — like Linear, but with AI agents as first-class team members.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://multica.ai", "repository": "https://github.com/multica-ai/multica", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/multica.md", "source_path": "services/agent-runtime-and-infrastructure/multica.md", "onboarding": { "type": "cli", "pattern": "CLI + local agent daemon (hosted cloud or self-hosted backend)", "instruction": "# Install CLI (macOS/Linux via Homebrew)\nbrew tap multica-ai/tap\nbrew install multica-cli\n\n# Authenticate (browser OAuth or paste token — see CLI guide)\nmultica login\n\n# Start the agent daemon — registers local Claude Code / Codex runtimes and polls for assigned work\nmultica daemon start\n\n# Scripted control plane (JSON output for automation)\nmultica issue list --output json\nmultica issue assign --to \"Agent Name\"\nmultica daemon status --output json", "url": "https://github.com/multica-ai/multica/blob/main/SELF_HOSTING.md" }, "protocols": [ "websocket", "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/openai-symphony", "slug": "openai-symphony", "name": "OpenAI Symphony", "tagline": "Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://openai.com/index/open-source-codex-orchestration-symphony/", "repository": "https://github.com/openai/symphony", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/openai-symphony.md", "source_path": "services/agent-runtime-and-infrastructure/openai-symphony.md", "onboarding": { "type": "documentation", "pattern": "Agent-readable specification or Elixir reference service", "instruction": "Implement Symphony according to the following spec:\nhttps://github.com/openai/symphony/blob/main/SPEC.md", "url": "https://github.com/openai/symphony/blob/main/SPEC.md" }, "protocols": [ "agent-skill", "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "v0.0.2 released 2026-07-24; 26,543 stars and active on 2026-08-12 (snapshot 2026-08-13)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/openai/symphony" ] }, { "id": "agent-runtime-and-infrastructure/polos", "slug": "polos", "name": "Polos", "tagline": "The open-source runtime for AI agents. Sandboxed execution with built-in tools, human-in-the-loop approvals, Slack integration, and durable workflows with automatic retries and prompt caching. You write the agent. Polos handles the infrastructure.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/polos-dev/polos", "repository": "https://github.com/polos-dev/polos", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/polos.md", "source_path": "services/agent-runtime-and-infrastructure/polos.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Install:\npip install polos\n# or\nnpm install polos\n\n# Run an agent inside the runtime:\nimport polos\n\n@polos.agent(triggers=[\"http\", \"cron\", \"webhook\"])\ndef my_agent(ctx): ...", "url": null }, "protocols": [ "webhook", "sdk", "http" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/sandbase-harness", "slug": "sandbase-harness", "name": "SandBase Harness", "tagline": "A local-first runtime for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/sandbaseai/sandbase-harness", "repository": "https://github.com/sandbaseai/sandbase-harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/sandbase-harness.md", "source_path": "services/agent-runtime-and-infrastructure/sandbase-harness.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Follow the [installation guide](https://github.com/sandbaseai/sandbase-harness/blob/main/docs/installation.md). Supported entry points include the local TypeScript runtime/CLI, Docker, Kubernetes, and self-hosted workers. For the MCP bridge, use the metadata in [server.json](https://github.com/sandbaseai/sandbase-harness/blob/main/server.json) and the official [MCP Registry entry](https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.sandbaseai%2Fsandbase-harness).", "url": "https://github.com/sandbaseai/sandbase-harness/blob/main/docs/installation.md" }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/scrapybara", "slug": "scrapybara", "name": "Scrapybara", "tagline": "A COMPUTER FOR YOUR AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://scrapybara.com", "repository": "https://github.com/Scrapybara/scrapybara-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/scrapybara.md", "source_path": "services/agent-runtime-and-infrastructure/scrapybara.md", "onboarding": { "type": "mcp", "pattern": "Python/TypeScript SDK + Act SDK + MCP", "instruction": "pip install scrapybara\n# or: npm install scrapybara", "url": "https://docs.scrapybara.com/act-sdk" }, "protocols": [ "mcp", "rest" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/serena", "slug": "serena", "name": "Serena", "tagline": "Serena is the IDE for your coding agent.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://oraios.github.io/serena/", "repository": "https://github.com/oraios/serena", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/serena.md", "source_path": "services/agent-runtime-and-infrastructure/serena.md", "onboarding": { "type": "other", "pattern": null, "instruction": "uv tool install -p 3.13 serena-agent@latest --prerelease=allow\nserena init", "url": "https://oraios.github.io/serena/02-usage/030_clients.html" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/vertex-ai-agent-engine", "slug": "vertex-ai-agent-engine", "name": "Gemini Enterprise Agent Platform (formerly Vertex AI Agent Engine)", "tagline": "Scale your agents\" — Gemini Enterprise Agent Platform", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale", "repository": "https://github.com/googleapis/python-aiplatform", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/vertex-ai-agent-engine.md", "source_path": "services/agent-runtime-and-infrastructure/vertex-ai-agent-engine.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install \"google-cloud-aiplatform[agent_engines,adk]\"", "url": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale" }, "protocols": [ "rest", "grpc", "sdk", "a2a", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-08-29", "verification_sources": [ "https://github.com/googleapis/python-aiplatform" ] }, { "id": "agent-harnesses-and-control-planes/agent-qa", "slug": "agent-qa", "name": "Agent QA", "tagline": "The self-improving QA agent for software teams.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://vostride.com/", "repository": "https://github.com/vostride/agent-qa", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/agent-qa.md", "source_path": "services/agent-harnesses-and-control-planes/agent-qa.md", "onboarding": { "type": "agent-skill", "pattern": "CLI workspace + MCP + published Agent Skills", "instruction": "npx agent-qa init\nnpx agent-qa dashboard --port 3470 --open\ncodex mcp add agent-qa -- agent-qa mcp\nnpx skills add vostride/agent-qa --skill agent-qa-authoring --skill agent-qa-debug-fix --skill agent-qa-result-triage", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.1.21 published 2026-06-03; last GitHub push 2026-08-03; docs updated 2026-08-17; 899 stars (snapshot 2026-08-18)", "verified_at": "2026-08-18", "verification_sources": [ "https://github.com/vostride/agent-qa" ] }, { "id": "agent-harnesses-and-control-planes/claude-hud", "slug": "claude-hud", "name": "Claude HUD", "tagline": "A Claude Code plugin that shows what's happening", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/jarrodwatts/claude-hud", "repository": "https://github.com/jarrodwatts/claude-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/claude-hud.md", "source_path": "services/agent-harnesses-and-control-planes/claude-hud.md", "onboarding": { "type": "other", "pattern": "Claude Code plugin + status-line protocol", "instruction": "/plugin marketplace add jarrodwatts/claude-hud\n/plugin install claude-hud\n/reload-plugins\n/claude-hud:setup", "url": null }, "protocols": [ "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unknown", "latest_month_signal": "Last GitHub push 2026-08-18 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/jarrodwatts/claude-hud" ] }, { "id": "agent-harnesses-and-control-planes/codex-hud-anhannin", "slug": "codex-hud-anhannin", "name": "Codex HUD (anhannin)", "tagline": "Codex HUD is an open-source status line HUD for Codex CLI, rendering Claude-HUD style usage and session status directly in the terminal.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/anhannin/codex-hud", "repository": "https://github.com/anhannin/codex-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/codex-hud-anhannin.md", "source_path": "services/agent-harnesses-and-control-planes/codex-hud-anhannin.md", "onboarding": { "type": "cli", "pattern": "Patched Codex CLI + status-line command", "instruction": "git clone https://github.com/anhannin/codex-hud.git\ncd codex-hud/Codex-HUD\n./install.sh\n\n# Start a new session; existing sessions do not pick up the patch.\ncodex", "url": "https://github.com/anhannin/codex-hud.git" }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-harnesses-and-control-planes/codex-hud-fwyc0573", "slug": "codex-hud-fwyc0573", "name": "Codex HUD (fwyc0573)", "tagline": "Real-time statusline HUD for OpenAI Codex CLI. Lightweight, zero-config, works inside tmux.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/fwyc0573/codex-hud", "repository": "https://github.com/fwyc0573/codex-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/codex-hud-fwyc0573.md", "source_path": "services/agent-harnesses-and-control-planes/codex-hud-fwyc0573.md", "onboarding": { "type": "cli", "pattern": "Codex wrapper CLI + tmux operator surface", "instruction": "Install codex-hud (https://github.com/fwyc0573/codex-hud) for the Codex CLI by following the instructions in its README.md.", "url": "https://github.com/fwyc0573/codex-hud" }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v1.0 tagged 2026-07-28; 75 stars and active 2026-08-08 (snapshot 2026-08-13)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/fwyc0573/codex-hud" ] }, { "id": "agent-harnesses-and-control-planes/deepseek-harness", "slug": "deepseek-harness", "name": "DeepSeek Harness (dsh)", "tagline": "Everything is a Plugin.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://deepseek.com/harness", "repository": "https://github.com/deepseek-ai/deepseek-harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/deepseek-harness.md", "source_path": "services/agent-harnesses-and-control-planes/deepseek-harness.md", "onboarding": { "type": "cli", "pattern": "CLI + Web UI (developer preview)", "instruction": "npx @deepseek-ai/dsh web", "url": "http://127.0.0.1:3080" }, "protocols": [ "cli", "sdk", "acp", "json-rpc", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-21 (repo metadata); developer-preview release with public Web UI entry (npx @deepseek-ai/dsh web)", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/deepseek-ai/deepseek-harness" ] }, { "id": "agent-harnesses-and-control-planes/longhorizon-harness", "slug": "longhorizon-harness", "name": "LongHorizon-Harness", "tagline": "Plan → act → verify → checkpoint or recover → repeat — until the work is actually done.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://lh-harness.pages.dev", "repository": "https://github.com/AMAP-ML/LongHorizon-Harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/longhorizon-harness.md", "source_path": "services/agent-harnesses-and-control-planes/longhorizon-harness.md", "onboarding": { "type": "cli", "pattern": "CLI + agent adapters + optional computer-use plugin", "instruction": "# Python 3.10+; requires Codex or Claude Code on PATH\nuv tool install lh-harness\n\ncd /path/to/project\nlh-harness init\nlh-harness doctor\n\nTASK=\"Inspect the current directory and summarize its files.\"\nlh-harness run --task \"${TASK}\" --agent codex", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-08-04; v0.1.4 released 2026-08-11; 642 stars and active 2026-08-12 (snapshot 2026-08-13)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/AMAP-ML/LongHorizon-Harness" ] }, { "id": "agent-harnesses-and-control-planes/loopx", "slug": "loopx", "name": "LoopX", "tagline": "The open, provider-neutral, stateful control plane for long-horizon agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://huangruiteng.github.io/loopx/", "repository": "https://github.com/huangruiteng/loopx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/loopx.md", "source_path": "services/agent-harnesses-and-control-planes/loopx.md", "onboarding": { "type": "cli", "pattern": "CLI + workflow skills", "instruction": "python3 -m pip install --upgrade loopx\nloopx workflow-skills --install\nloopx doctor\ncd /path/to/your-project\nloopx connect\nloopx status", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-19 (verified the same day)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/huangruiteng/loopx" ] }, { "id": "agent-harnesses-and-control-planes/oh-my-codex", "slug": "oh-my-codex", "name": "oh-my-codex (OMX)", "tagline": "Start Codex stronger, then let OMX add better prompts, workflows, and runtime help when the work grows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://oh-my-codex.dev", "repository": "https://github.com/Yeachan-Heo/oh-my-codex", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/oh-my-codex.md", "source_path": "services/agent-harnesses-and-control-planes/oh-my-codex.md", "onboarding": { "type": "agent-skill", "pattern": "Codex wrapper CLI + project setup + Agent Skills", "instruction": "# Requires an already-working, authenticated Codex CLI and Node.js 20+\ncodex --version\nnpm install -g oh-my-codex\n\n# Run from the actual project root\nomx setup --scope project --merge-agents\nomx doctor\nomx exec --skip-git-repo-check -C . \"Reply with exactly OMX-EXEC-OK\"\n\n# Safer isolation for an autonomous session\nomx --worktree=feat/task --xhigh", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "v0.20.5 released 2026-08-10; 32,631 stars and active 2026-08-13 (snapshot 2026-08-13)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/Yeachan-Heo/oh-my-codex" ] }, { "id": "agent-harnesses-and-control-planes/qm", "slug": "qm", "name": "QM", "tagline": "A multiplayer agent harness for work. In Slack and on the web.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://qm.ycombinator.com", "repository": "https://github.com/yc-software/qm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/qm.md", "source_path": "services/agent-harnesses-and-control-planes/qm.md", "onboarding": { "type": "cli", "pattern": "Deployment CLI + generated deployment Skill", "instruction": "npm exec --yes --package=@yc-software/qm@latest -- \\\n qm init . --org --target \nnpm install", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Created 2026-07-29; v0.1.4 released 2026-07-31; 13,244 stars and active 2026-08-12 (snapshot 2026-08-13)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/yc-software/qm" ] }, { "id": "agent-harnesses-and-control-planes/ruflo", "slug": "ruflo", "name": "Ruflo", "tagline": "An agent meta-harness for Claude Code and Codex.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/ruvnet/ruflo", "repository": "https://github.com/ruvnet/ruflo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/ruflo.md", "source_path": "services/agent-harnesses-and-control-planes/ruflo.md", "onboarding": { "type": "mcp", "pattern": "CLI initialization + MCP + plugins/Skills", "instruction": "# Run in the target project\nnpx ruflo@latest init --codex\n\n# Optional full skill surface\nnpx ruflo@latest init --codex --full", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-28 (repo metadata); README H1 still “An agent meta-harness for Claude Code and Codex.”", "verified_at": "2026-08-29", "verification_sources": [ "https://api.github.com/repos/ruvnet/ruflo" ] }, { "id": "memory-and-state/agentmemory", "slug": "agentmemory", "name": "agentmemory", "tagline": "Your coding agent remembers everything. No more re-explaining.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://agent-memory.dev", "repository": "https://github.com/rohitg00/agentmemory", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/agentmemory.md", "source_path": "services/memory-and-state/agentmemory.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + local memory server + MCP + Skills", "instruction": "Retrieve and follow the instructions at: https://raw.githubusercontent.com/rohitg00/agentmemory/main/INSTALL_FOR_AGENTS.md", "url": "https://raw.githubusercontent.com/rohitg00/agentmemory/main/INSTALL_FOR_AGENTS.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-17 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/rohitg00/agentmemory" ] }, { "id": "memory-and-state/beads", "slug": "beads", "name": "Beads", "tagline": "Dependency-aware, Dolt-backed issue tracker built for AI coding agents that survive context loss", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://beads.gascity.com", "repository": "https://github.com/gastownhall/beads", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/beads.md", "source_path": "services/memory-and-state/beads.md", "onboarding": { "type": "mcp", "pattern": "CLI + optional MCP / agent setup recipes", "instruction": "brew install beads\n# or: curl -fsSL https://raw.githubusercontent.com/gastownhall/beads/main/scripts/install.sh | bash\n# or: npm install -g @beads/bd\n\ncd your-project\nbd init --quiet\nbd setup claude # also: codex, cursor, factory, mux, gemini, copilot, …\nbd ready --json", "url": "https://raw.githubusercontent.com/gastownhall/beads/main/scripts/install.sh" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); Homebrew beads, npm @beads/bd, PyPI beads-mcp", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/gastownhall/beads" ] }, { "id": "memory-and-state/claude-mem", "slug": "claude-mem", "name": "Claude-Mem", "tagline": "Persistent memory compression system for Claude Code", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://cmem.ai/", "repository": "https://github.com/thedotmack/claude-mem", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/claude-mem.md", "source_path": "services/memory-and-state/claude-mem.md", "onboarding": { "type": "cli", "pattern": "CLI + coding-agent plugin", "instruction": "npx claude-mem install", "url": "https://docs.claude-mem.ai/installation" }, "protocols": [ "agent-skill", "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-26 (repo metadata); npm/plugin installers for Claude Code, Cursor, Windsurf, OpenCode, Codex CLI, Antigravity CLI, OpenClaw", "verified_at": "2026-08-27", "verification_sources": [ "https://api.github.com/repos/thedotmack/claude-mem" ] }, { "id": "memory-and-state/cognee", "slug": "cognee", "name": "Cognee", "tagline": "Memory control plane for AI Agents in 6 lines of code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://www.cognee.ai", "repository": "https://github.com/topoteretes/cognee", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/cognee.md", "source_path": "services/memory-and-state/cognee.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install cognee\n# then:\nimport cognee\nawait cognee.add(documents)\nawait cognee.cognify() # build the world model\nresults = await cognee.search(\"...\")", "url": null }, "protocols": [ "mcp", "rest", "sdk" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/compartment", "slug": "compartment", "name": "Compartment", "tagline": "Encrypted, fully offline memory for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://maxfreedompollard.github.io/Compartment/", "repository": "https://github.com/MaxFreedomPollard/Compartment", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/compartment.md", "source_path": "services/memory-and-state/compartment.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP (compartment serve)", "instruction": "pip install compartment && compartment init\ncompartment integrate claude # also: hermes, openclaw, or --all\n# MCP clients without a recipe:\n# { \"mcpServers\": { \"compartment\": { \"command\": \"compartment\", \"args\": [\"serve\"] } } }", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-02 (repo metadata); PyPI compartment", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/MaxFreedomPollard/Compartment" ] }, { "id": "memory-and-state/engram", "slug": "engram", "name": "Engram", "tagline": "Persistent memory for AI coding agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://gentleman-programming-engram.mintlify.app/introduction", "repository": "https://github.com/Gentleman-Programming/engram", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/engram.md", "source_path": "services/memory-and-state/engram.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / plugin", "instruction": "brew install gentleman-programming/tap/engram", "url": "https://github.com/Gentleman-Programming/engram/blob/main/docs/INSTALLATION.md" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-27 (repo metadata); Homebrew tap + engram setup matrix", "verified_at": "2026-08-27", "verification_sources": [ "https://api.github.com/repos/Gentleman-Programming/engram" ] }, { "id": "memory-and-state/ensue", "slug": "ensue", "name": "Ensue", "tagline": "The shared memory network for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://ensue-network.ai", "repository": "https://github.com/mutable-state-inc/ensue-mcp-stdio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/ensue.md", "source_path": "services/memory-and-state/ensue.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://raw.githubusercontent.com/mutable-state-inc/ensue-skill/main/skills/ensue-memory/SKILL.md and follow the instructions to connect to Ensue.", "url": "https://raw.githubusercontent.com/mutable-state-inc/ensue-skill/main/skills/ensue-memory/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/graphiti", "slug": "graphiti", "name": "Graphiti", "tagline": "Build Real-Time Knowledge Graphs for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://help.getzep.com/graphiti", "repository": "https://github.com/getzep/graphiti", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/graphiti.md", "source_path": "services/memory-and-state/graphiti.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP", "instruction": "pip install graphiti-core", "url": "https://help.getzep.com/graphiti/getting-started/mcp-server" }, "protocols": [ "mcp", "sdk", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); PyPI graphiti-core; MCP server in-repo", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/getzep/graphiti" ] }, { "id": "memory-and-state/hindsight", "slug": "hindsight", "name": "Hindsight", "tagline": "Agent Memory That Learns.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://hindsight.vectorize.io", "repository": "https://github.com/vectorize-io/hindsight", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/hindsight.md", "source_path": "services/memory-and-state/hindsight.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install hindsight-ai", "url": "https://hindsight.vectorize.io" }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/llm-wiki", "slug": "llm-wiki", "name": "LLM Wiki", "tagline": "LLM-compiled knowledge bases for any AI agent.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://llm-wiki.net", "repository": "https://github.com/nvk/llm-wiki", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/llm-wiki.md", "source_path": "services/memory-and-state/llm-wiki.md", "onboarding": { "type": "other", "pattern": null, "instruction": "claude plugin install wiki@llm-wiki", "url": "https://github.com/nvk/llm-wiki.git" }, "protocols": [ "agent-skill" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/lycheemem", "slug": "lycheemem", "name": "LycheeMem", "tagline": "LycheeMem is a compact memory framework for LLM agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://lycheemem.github.io/", "repository": "https://github.com/LycheeMem/LycheeMem", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/lycheemem.md", "source_path": "services/memory-and-state/lycheemem.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP (HTTP) + optional OpenClaw plugin", "instruction": "git clone https://github.com/LycheeMem/LycheeMem.git && cd LycheeMem\npip install -e \".[dev]\"\ncp .env.example .env # set LLM_MODEL, LLM_API_KEY, embedder vars\npython main.py # API at http://localhost:8000 — docs at /docs", "url": "https://github.com/LycheeMem/LycheeMem.git" }, "protocols": [ "mcp", "rest", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mcp-memory-service", "slug": "mcp-memory-service", "name": "mcp-memory-service", "tagline": "Memory for AI Agents — REST, MCP, OAuth, CLI", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://mcpmemory.services", "repository": "https://github.com/doobidoo/mcp-memory-service", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mcp-memory-service.md", "source_path": "services/memory-and-state/mcp-memory-service.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / REST", "instruction": "pip install mcp-memory-service", "url": "http://localhost:8000" }, "protocols": [ "mcp", "rest", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-02 (repo metadata); PyPI mcp-memory-service; homepage showed v11.10.0 on 2026-09-04", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/doobidoo/mcp-memory-service" ] }, { "id": "memory-and-state/mem0", "slug": "mem0", "name": "Mem0", "tagline": "The memory layer for your AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://mem0.ai", "repository": "https://github.com/mem0ai/mem0", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mem0.md", "source_path": "services/memory-and-state/mem0.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install mem0ai then m.add(messages, user_id=...)", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mem9", "slug": "mem9", "name": "mem9", "tagline": "Persistent memory for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://mem9.ai", "repository": "https://github.com/mem9-ai/mem9", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mem9.md", "source_path": "services/memory-and-state/mem9.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://mem9.ai/skill.md and follow the instructions to register and join.", "url": "https://mem9.ai/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memmachine", "slug": "memmachine", "name": "MemMachine", "tagline": "Universal memory layer for AI Agents. Scalable, extensible, and interoperable memory storage and retrieval for next-generation autonomous systems.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://memmachine.ai", "repository": "https://github.com/MemMachine/MemMachine", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memmachine.md", "source_path": "services/memory-and-state/memmachine.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install memmachine\n# then:\nfrom memmachine import Memory\nm = Memory()\nm.add(messages, agent_id=...)\ncontext = m.recall(query, agent_id=...)", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memmy-agent", "slug": "memmy-agent", "name": "Memmy", "tagline": "Memmy is your personal AI agent & local memory hub for all AI agents — it lets every AI connect to the same memory and keep self-evolving.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://memmy.bot/", "repository": "https://github.com/MemTensor/memmy-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memmy-agent.md", "source_path": "services/memory-and-state/memmy-agent.md", "onboarding": { "type": "agent-skill", "pattern": "local daemon + JSON CLI / REST + installed Agent Skill", "instruction": "git clone https://github.com/MemTensor/memmy-agent.git && cd memmy-agent\ncp .env.example .env\nbash scripts/dev-start.sh\n\nmemmy-memory init\nmemmy-memory health\nmemmy-memory search \"memory policies in this project\"", "url": "https://github.com/MemTensor/memmy-agent.git" }, "protocols": [ "agent-skill", "rest", "cli", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-16; v1.0.6 released 2026-08-12; active on main 2026-08-12; 656 stars on 2026-08-13 UTC (GitHub metadata snapshot)", "verified_at": "2026-08-13", "verification_sources": [ "https://api.github.com/repos/MemTensor/memmy-agent", "https://github.com/MemTensor/memmy-agent/releases/tag/v1.0.6", "https://github.com/MemTensor/memmy-agent/commit/c6cdbf9a126cc297253783c5594ac5ee8acb7c1a" ] }, { "id": "memory-and-state/memoir", "slug": "memoir", "name": "Memoir", "tagline": "Git for AI Memory", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://www.memoir-ai.dev", "repository": "https://github.com/zhangfengcdt/memoir", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memoir.md", "source_path": "services/memory-and-state/memoir.md", "onboarding": { "type": "mcp", "pattern": "SDK / CLI + plugins / MCP", "instruction": "pip install memoir-ai\n# Claude Code:\n# /plugin marketplace add zhangfengcdt/memoir\n# /plugin install memoir@memoir", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); PyPI memoir-ai; Claude Code / Codex plugins", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/zhangfengcdt/memoir" ] }, { "id": "memory-and-state/memoria", "slug": "memoria", "name": "Memoria", "tagline": "Persistent memory layer for AI agents with Git-level version control.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://github.com/matrixorigin/Memoria", "repository": "https://github.com/matrixorigin/Memoria", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memoria.md", "source_path": "services/memory-and-state/memoria.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Install memoria; run memoria serve or memoria mcp", "url": null }, "protocols": [ "mcp", "rest", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memorix", "slug": "memorix", "name": "Memorix", "tagline": "Local-first shared memory layer for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://github.com/AVIDS2/memorix", "repository": "https://github.com/AVIDS2/memorix", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memorix.md", "source_path": "services/memory-and-state/memorix.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / memorix setup", "instruction": "npm install -g memorix\nmemorix setup --agent claude --global\n# also: codex, copilot, cursor, pi, gemini-cli, opencode, windsurf,\n# kiro, antigravity, trae, openclaw, hermes, omp, dsh, workbuddy, …", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "stdio", "http" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-02 (repo metadata); npm memorix; listed in the official MCP Registry", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/AVIDS2/memorix" ] }, { "id": "memory-and-state/memos", "slug": "memos", "name": "MemOS", "tagline": "A memory OS for LLM and AI agent systems.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://openmem.net", "repository": "https://github.com/MemTensor/MemOS", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memos.md", "source_path": "services/memory-and-state/memos.md", "onboarding": { "type": "sdk", "pattern": "SDK / REST", "instruction": "pip install memos-core\n\n# Configure and start MemOS\nfrom memos import MemOS\nmemory = MemOS(config=\"~/.memos/config.yaml\")\n\n# Add a memory from agent session\nmemory.add(\"User prefers Python over TypeScript for new projects\")\n\n# Retrieve relevant memories before agent responds\nresults = memory.get(\"user coding preferences\")", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mempalace", "slug": "mempalace", "name": "MemPalace", "tagline": "The best-benchmarked open-source AI memory system. And it's free.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://mempalaceofficial.com", "repository": "https://github.com/MemPalace/mempalace", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mempalace.md", "source_path": "services/memory-and-state/mempalace.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP", "instruction": "uv tool install mempalace\nmempalace init ~/projects/myapp\nmempalace mine ~/projects/myapp\nmempalace search \"why did we switch to GraphQL\"\nmempalace wake-up", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); default branch develop; PyPI package mempalace", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/MemPalace/mempalace" ] }, { "id": "memory-and-state/memsearch", "slug": "memsearch", "name": "MemSearch", "tagline": "Cross-platform semantic memory for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://zilliztech.github.io/memsearch/", "repository": "https://github.com/zilliztech/memsearch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memsearch.md", "source_path": "services/memory-and-state/memsearch.md", "onboarding": { "type": "cli", "pattern": "CLI + platform plugins", "instruction": "# CLI / library (ONNX embeddings, no API key)\nuv tool install \"memsearch[onnx]\"\n\nmemsearch index ./memory/\nmemsearch search \"how to configure Redis?\" --top-k 5", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-23 (repo metadata); DeepSeek Harness plugin documented", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/zilliztech/memsearch" ] }, { "id": "memory-and-state/memu", "slug": "memu", "name": "memU", "tagline": "Memory for 24/7 proactive AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://memu.pro", "repository": "https://github.com/NevaMind-AI/memU", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memu.md", "source_path": "services/memory-and-state/memu.md", "onboarding": { "type": "sdk", "pattern": "SDK / REST", "instruction": "pip install memu\n\n# Initialize memory layer\nfrom memu import MemU\nmemory = MemU(agent_id=\"my-agent\")\n\n# Continuous monitoring mode — for proactive 24/7 agents\nmemory.monitor(data_stream=my_stream, callback=on_relevant_event)\n\n# Or: standard add/retrieve\nmemory.add(content=\"User has deadline on Friday\")\ncontext = memory.retrieve(\"user schedule and priorities\")", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/openviking", "slug": "openviking", "name": "OpenViking", "tagline": "The context database for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://openviking.ai", "repository": "https://github.com/volcengine/OpenViking", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/openviking.md", "source_path": "services/memory-and-state/openviking.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP", "instruction": "# Install\npip install openviking --upgrade\n\n# Configure (create ~/.openviking/ov.conf with your VLM + embedding keys)\n# Then start the server\nopenviking-server\n\n# Agent connects via MCP (recommended for Claude Code / Cursor)\nclaude mcp add --transport http openviking http://localhost:8000/mcp\n\n# Or ingest content and query via CLI\nov add ./my-project-docs\nov query \"how does the authentication flow work\"", "url": "http://localhost:8000/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/projectmem", "slug": "projectmem", "name": "projectmem", "tagline": "We don't make AI smarter. We make it experienced.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://www.projectmem.dev", "repository": "https://github.com/riponcm/projectmem", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/projectmem.md", "source_path": "services/memory-and-state/projectmem.md", "onboarding": { "type": "mcp", "pattern": "SDK / CLI + MCP", "instruction": "pip install -U projectmem\npjm doctor\npjm doctor --fix\npjm init # per repo — writes .projectmem/ and git hooks", "url": null }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-01 (repo metadata); PyPI projectmem v0.3.1 — one MCP server for every project", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/riponcm/projectmem" ] }, { "id": "memory-and-state/recall", "slug": "recall", "name": "Recall", "tagline": "Open-source memory for AI agents. MCP-native. Self-hosted.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://www.recall.works", "repository": "https://github.com/RecallWorks/Recall", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/recall.md", "source_path": "services/memory-and-state/recall.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "uvx ai-recallworks stdio", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/tencentdb-agent-memory", "slug": "tencentdb-agent-memory", "name": "TencentDB Agent Memory", "tagline": "Agents remember,Humans innovate.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "repository": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/tencentdb-agent-memory.md", "source_path": "services/memory-and-state/tencentdb-agent-memory.md", "onboarding": { "type": "other", "pattern": "OpenClaw plugin or Hermes gateway plugin", "instruction": "openclaw plugins install @tencentdb-agent-memory/memory-tencentdb\nopenclaw gateway restart", "url": null }, "protocols": [ "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Default branch feat/server_team; last push 2026-08-15 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/TencentCloud/TencentDB-Agent-Memory" ] }, { "id": "memory-and-state/zep", "slug": "zep", "name": "Zep", "tagline": "The memory layer for production AI agents — powered by a temporal knowledge graph.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://www.getzep.com", "repository": "https://github.com/getzep/zep", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/zep.md", "source_path": "services/memory-and-state/zep.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install zep-python then zep.add_session_message(...)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/agent-search-mcp", "slug": "agent-search-mcp", "name": "Agent Search MCP", "tagline": "A Node.js MCP server and CLI for English and Chinese web search.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "search-and-web-intelligence", "website": "https://take-a-deep-breath0.com/en/agent-search-mcp", "repository": "https://github.com/lennney/agent-search-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/agent-search-mcp.md", "source_path": "services/search-and-web-intelligence/agent-search-mcp.md", "onboarding": { "type": "agent-skill", "pattern": "MCP (stdio) + optional Agent Skill + fasm CLI", "instruction": "{\n \"mcpServers\": {\n \"agent-search\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"agent-search-mcp\"]\n }\n }\n}", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-17 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/lennney/agent-search-mcp" ] }, { "id": "search-and-web-intelligence/contextx", "slug": "contextx", "name": "contextX", "tagline": "contextX is a remote MCP server that provides normal search powered by Grok 4.3 and deep search powered by Grok 4.20 Multi-Agent 0309.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "search-and-web-intelligence", "website": "https://github.com/KayanoLiam/ContextX", "repository": "https://github.com/KayanoLiam/ContextX", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/contextx.md", "source_path": "services/search-and-web-intelligence/contextx.md", "onboarding": { "type": "mcp", "pattern": "remote MCP over Streamable HTTP", "instruction": "claude mcp add --transport http contextX https://mcp.twitter.monster/mcp", "url": "https://mcp.twitter.monster/mcp" }, "protocols": [ "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-08-01; no GitHub release published as of 2026-08-13 (Releases); active on main 2026-08-06; 119 stars on 2026-08-13 UTC (GitHub metadata snapshot)", "verified_at": "2026-08-13", "verification_sources": [ "https://api.github.com/repos/KayanoLiam/ContextX", "https://github.com/KayanoLiam/ContextX/releases", "https://github.com/KayanoLiam/ContextX/commit/de64366737e4e808fc4e60b11e0321fad2b65fe2" ] }, { "id": "search-and-web-intelligence/exa", "slug": "exa", "name": "Exa", "tagline": "The search engine designed for AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://exa.ai", "repository": "https://github.com/exa-labs/exa-py", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/exa.md", "source_path": "services/search-and-web-intelligence/exa.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install exa-py then exa.search(query)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/jina-deepsearch", "slug": "jina-deepsearch", "name": "Jina DeepSearch", "tagline": "Agentic search and deep research API for AI applications.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://jina.ai", "repository": "https://github.com/jina-ai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/jina-deepsearch.md", "source_path": "services/search-and-web-intelligence/jina-deepsearch.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Follow the [Jina DeepSearch API docs](https://jina.ai/deepsearch)", "url": "https://jina.ai/deepsearch" }, "protocols": [ "http", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/jina-reader", "slug": "jina-reader", "name": "Jina Reader", "tagline": "Convert a URL to LLM-friendly input, by simply adding r.jina.ai in front.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://jina.ai/reader", "repository": "https://github.com/jina-ai/reader", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/jina-reader.md", "source_path": "services/search-and-web-intelligence/jina-reader.md", "onboarding": { "type": "mcp", "pattern": "HTTP GET/POST + MCP (mcp.jina.ai)", "instruction": "curl \"https://r.jina.ai/https://www.example.com\"", "url": "https://r.jina.ai/https://www.example.com" }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/linkup", "slug": "linkup", "name": "Linkup", "tagline": "Search API for AI agents and LLM apps.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://www.linkup.so", "repository": "https://github.com/LinkupPlatform/linkup-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/linkup.md", "source_path": "services/search-and-web-intelligence/linkup.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Create API credentials, call search endpoints from SDK/REST, and feed structured responses into the agent planning loop.", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/nothumansearch", "slug": "nothumansearch", "name": "NotHumanSearch", "tagline": "Agent-first search — the index of services designed for AI, not humans.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://nothumansearch.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/nothumansearch.md", "source_path": "services/search-and-web-intelligence/nothumansearch.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://nothumansearch.ai/llms.txt and follow the instructions.", "url": "https://nothumansearch.ai/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "rest", "webhook", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/parallel", "slug": "parallel", "name": "Parallel", "tagline": "The highest accuracy web search for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://www.parallel.ai", "repository": "https://github.com/parallel-web/task-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/parallel.md", "source_path": "services/search-and-web-intelligence/parallel.md", "onboarding": { "type": "mcp", "pattern": "REST + Python/TypeScript SDK + MCP", "instruction": "1. Create an API key at [platform.parallel.ai](https://platform.parallel.ai).", "url": "https://platform.parallel.ai" }, "protocols": [ "mcp", "rest", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/tavily", "slug": "tavily", "name": "Tavily", "tagline": "Connect your agent to the web.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://tavily.com", "repository": "https://github.com/tavily-ai/tavily-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/tavily.md", "source_path": "services/search-and-web-intelligence/tavily.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add tavily-ai/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/agent-infra-sandbox", "slug": "agent-infra-sandbox", "name": "AIO Sandbox (agent-infra)", "tagline": "AIO Sandbox is an all-in-one agent sandbox environment that combines Browser, Shell, File, MCP operations, and VSCode Server in a single Docker container.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://github.com/agent-infra/sandbox", "repository": "https://github.com/agent-infra/sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/agent-infra-sandbox.md", "source_path": "services/code-execution/agent-infra-sandbox.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "docker run --security-opt seccomp=unconfined --rm -it -p 8080:8080 ghcr.io/agent-infra/sandbox:latest", "url": "https://github.com/agent-infra/sandbox" }, "protocols": [ "mcp", "rest", "cli", "sdk", "openapi" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/agent-sandbox", "slug": "agent-sandbox", "name": "Agent Sandbox", "tagline": "The trusted runtime for untrusted code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://agentsandbox.co", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/agent-sandbox.md", "source_path": "services/code-execution/agent-sandbox.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "https://agentsandbox.co/skill.md", "url": "https://agentsandbox.co/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/axern", "slug": "axern", "name": "Axern", "tagline": "Axern is an open-source sandbox platform for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://axern.cofy-x.space", "repository": "https://github.com/cofy-x/axern", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/axern.md", "source_path": "services/code-execution/axern.md", "onboarding": { "type": "cli", "pattern": "self-hosted control plane + CLI / SDK", "instruction": "brew install cofy-x/tap/axern\naxern local up\naxern run python:3.12-slim -- python -c 'print(\"hello from axern\")'\naxern run list", "url": "https://raw.githubusercontent.com/cofy-x/axern/main/install.sh" }, "protocols": [ "grpc", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-28; v0.4.1 released 2026-08-04; active on main 2026-08-12; 232 stars on 2026-08-13 UTC (GitHub metadata snapshot)", "verified_at": "2026-08-13", "verification_sources": [ "https://api.github.com/repos/cofy-x/axern", "https://github.com/cofy-x/axern/releases/tag/v0.4.1", "https://github.com/cofy-x/axern/commit/b3b632b28d5f73b089cd632e988a3543502d9d3b" ] }, { "id": "code-execution/clawk", "slug": "clawk", "name": "Clawk", "tagline": "Give a coding agent its own disposable Linux machine, not yours.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/clawkwork/clawk", "repository": "https://github.com/clawkwork/clawk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/clawk.md", "source_path": "services/code-execution/clawk.md", "onboarding": { "type": "cli", "pattern": "CLI (local hypervisor VM)", "instruction": "brew install clawkwork/tap/clawk\ncd \nclawk # boot a sandbox for this dir + attach Claude Code", "url": "https://github.com/clawkwork/clawk#install" }, "protocols": [ "cli", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-13 (repo metadata); Homebrew tap clawkwork/tap/clawk", "verified_at": "2026-08-27", "verification_sources": [ "https://api.github.com/repos/clawkwork/clawk" ] }, { "id": "code-execution/coderunner", "slug": "coderunner", "name": "CodeRunner", "tagline": "A local sandbox for your AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://github.com/instavm/coderunner", "repository": "https://github.com/instavm/coderunner", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/coderunner.md", "source_path": "services/code-execution/coderunner.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install CodeRunner from GitHub and run agent workloads in isolated Apple containers", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/cubesandbox", "slug": "cubesandbox", "name": "CubeSandbox", "tagline": "Instant, Concurrent, Secure & Lightweight Sandbox Service for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://cubesandbox.com", "repository": "https://github.com/TencentCloud/CubeSandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/cubesandbox.md", "source_path": "services/code-execution/cubesandbox.md", "onboarding": { "type": "cli", "pattern": "CLI + E2B-compatible SDK", "instruction": "curl -sL https://github.com/tencentcloud/CubeSandbox/raw/master/deploy/one-click/online-install.sh | CUBE_PVM_ENABLE=1 bash", "url": "https://github.com/tencentcloud/CubeSandbox/raw/master/deploy/one-click/online-install.sh" }, "protocols": [ "rest", "cli", "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); one-click installer + E2B-compatible API on :3000", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/TencentCloud/CubeSandbox" ] }, { "id": "code-execution/daytona", "slug": "daytona", "name": "Daytona", "tagline": "Run AI Code. Secure and Elastic Infrastructure for Running Your AI-Generated Code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://daytona.io", "repository": "https://github.com/daytonaio/daytona", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/daytona.md", "source_path": "services/code-execution/daytona.md", "onboarding": { "type": "mcp", "pattern": "SDK + REST + MCP (via Daytona CLI)", "instruction": "pip install daytona\n# or: npm install @daytonaio/sdk", "url": "https://www.daytona.io/docs/en/sandboxes/" }, "protocols": [ "mcp", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/dormice", "slug": "dormice", "name": "Dormice", "tagline": "The SQLite of agent sandboxes — a self-hosted sandbox platform for AI agents. One machine, sandboxes that live forever, idle costs nothing.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/BitMiracle-AI/Dormice", "repository": "https://github.com/BitMiracle-AI/Dormice", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/dormice.md", "source_path": "services/code-execution/dormice.md", "onboarding": { "type": "agent-skill", "pattern": "self-hosted daemon + SDK / CLI / Agent Skill", "instruction": "curl -fsSL https://raw.githubusercontent.com/BitMiracle-AI/Dormice/main/deploy/install.sh | bash", "url": "https://raw.githubusercontent.com/BitMiracle-AI/Dormice/main/deploy/install.sh" }, "protocols": [ "agent-skill", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-14 (repo metadata); npx skills add BitMiracle-AI/Dormice", "verified_at": "2026-08-27", "verification_sources": [ "https://api.github.com/repos/BitMiracle-AI/Dormice" ] }, { "id": "code-execution/e2b", "slug": "e2b", "name": "E2B", "tagline": "Cloud for AI agents — secure sandboxes for AI-generated code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://e2b.dev", "repository": "https://github.com/e2b-dev/e2b", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/e2b.md", "source_path": "services/code-execution/e2b.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install e2b-code-interpreter then with Sandbox() as sandbox:", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/forkd", "slug": "forkd", "name": "forkd", "tagline": "A microVM sandbox runtime for AI agent fan-out.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/deeplethe/forkd", "repository": "https://github.com/deeplethe/forkd", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/forkd.md", "source_path": "services/code-execution/forkd.md", "onboarding": { "type": "mcp", "pattern": "CLI + REST / SDK / MCP", "instruction": "curl -sSL https://github.com/deeplethe/forkd/releases/download/v0.5.3/forkd-v0.5.3-x86_64-linux.tar.gz \\\n | sudo tar -xz -C /usr/local/bin/\nsudo -E forkd quickstart", "url": "https://github.com/deeplethe/forkd/releases/download/v0.5.3/forkd-v0.5.3-x86_64-linux.tar.gz" }, "protocols": [ "mcp", "rest", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-02 (repo metadata); default branch dev; release tarball forkd-v0.5.3", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/deeplethe/forkd" ] }, { "id": "code-execution/kubernetes-agent-sandbox", "slug": "kubernetes-agent-sandbox", "name": "Agent Sandbox (Kubernetes SIG)", "tagline": "Agent Sandbox provides a secure and isolated execution layer to safely deploy autonomous AI agents on Kubernetes that generate and run untrusted code at scale.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://agent-sandbox.sigs.k8s.io", "repository": "https://github.com/kubernetes-sigs/agent-sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/kubernetes-agent-sandbox.md", "source_path": "services/code-execution/kubernetes-agent-sandbox.md", "onboarding": { "type": "sdk", "pattern": "SDK + Kubernetes CRDs", "instruction": "pip install k8s-agent-sandbox", "url": "https://github.com/kubernetes-sigs/agent-sandbox/blob/main/clients/python/agentic-sandbox-client/README.md" }, "protocols": [ "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); Python package k8s-agent-sandbox; SIG Apps CRD", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/kubernetes-sigs/agent-sandbox" ] }, { "id": "code-execution/opensandbox", "slug": "opensandbox", "name": "OpenSandbox", "tagline": "Secure, fast, extensible sandbox runtime for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://open-sandbox.ai", "repository": "https://github.com/opensandbox-group/OpenSandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/opensandbox.md", "source_path": "services/code-execution/opensandbox.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Follow open-sandbox.ai docs or run the OpenSandbox MCP server", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/riza", "slug": "riza", "name": "Riza", "tagline": "AI writes code. Riza runs it.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://riza.io/", "repository": "https://github.com/riza-io", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/riza.md", "source_path": "services/code-execution/riza.md", "onboarding": { "type": "other", "pattern": null, "instruction": "uv add rizaio", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/runloop", "slug": "runloop", "name": "Runloop", "tagline": "Your AI Agent Accelerator.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://runloop.ai", "repository": "https://github.com/runloopai/api-client-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/runloop.md", "source_path": "services/code-execution/runloop.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + CLI + MCP", "instruction": "pip install runloop-api-client\n# or: npm install @runloop/api-client (see GitHub api-client-ts)\nexport RUNLOOP_API_KEY=...", "url": "https://platform.runloop.ai" }, "protocols": [ "mcp", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/smolvm", "slug": "smolvm", "name": "SmolVM", "tagline": "SmolVM: secure microVM sandboxes for AI agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://docs.celesto.ai/smolvm", "repository": "https://github.com/CelestoAI/SmolVM", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/smolvm.md", "source_path": "services/code-execution/smolvm.md", "onboarding": { "type": "cli", "pattern": "CLI + Python SDK", "instruction": "curl -sSL https://celesto.ai/install.sh | bash", "url": "https://celesto.ai/install.sh" }, "protocols": [ "cli", "sdk", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-03 (repo metadata); PyPI smolvm; docs index at docs.celesto.ai/llms.txt", "verified_at": "2026-09-04", "verification_sources": [ "https://api.github.com/repos/CelestoAI/SmolVM", "https://docs.celesto.ai/llms.txt" ] }, { "id": "code-execution/vercel-sandbox", "slug": "vercel-sandbox", "name": "Vercel Sandbox", "tagline": "Secure, isolated microVMs for AI-generated code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://vercel.com/docs/vercel-sandbox", "repository": "https://github.com/vercel/sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/vercel-sandbox.md", "source_path": "services/code-execution/vercel-sandbox.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install @vercel/sandbox", "url": "https://vercel.com/docs/vercel-sandbox/sdk-reference" }, "protocols": [ "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agent-inspect", "slug": "agent-inspect", "name": "agent-inspect", "tagline": "Local execution trees for TypeScript AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://github.com/rajudandigam/agent-inspect", "repository": "https://github.com/rajudandigam/agent-inspect", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agent-inspect.md", "source_path": "services/observability-and-tracing/agent-inspect.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Add agent-inspect to a TypeScript agent project and emit execution trees", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agent-trace", "slug": "agent-trace", "name": "Agent Trace", "tagline": "Observability for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://github.com/Siddhant-K-code/agent-trace", "repository": "https://github.com/Siddhant-K-code/agent-trace", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agent-trace.md", "source_path": "services/observability-and-tracing/agent-trace.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install agent-strace from PyPI/GitHub and wrap agent runs", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentevals", "slug": "agentevals", "name": "AgentEvals", "tagline": "Ship Agents Reliably — Benchmark your agents before they hit production. AgentEvals scores performance and inference quality from OpenTelemetry traces — no re-runs, no guesswork.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://aevals.ai", "repository": "https://github.com/agentevals-dev/agentevals", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentevals.md", "source_path": "services/observability-and-tracing/agentevals.md", "onboarding": { "type": "mcp", "pattern": "CLI + OpenTelemetry + optional MCP + live OTLP receiver", "instruction": "pip install agentevals-cli", "url": "http://localhost:4318" }, "protocols": [ "mcp", "rest", "grpc", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentops", "slug": "agentops", "name": "AgentOps", "tagline": "AgentOps is the developer favorite platform for testing, debugging, and deploying AI agents and LLM apps.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.agentops.ai", "repository": "https://github.com/AgentOps-AI/agentops", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentops.md", "source_path": "services/observability-and-tracing/agentops.md", "onboarding": { "type": "mcp", "pattern": "SDK auto-instrumentation + Public REST API + MCP docs helper", "instruction": "import agentops\nagentops.init(\"\")", "url": "https://docs.agentops.ai/v2/usage/recording-operations" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentsight", "slug": "agentsight", "name": "AgentSight", "tagline": "lightweight system-level observability for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "observability-and-tracing", "website": "https://eunomia.dev/agentsight/", "repository": "https://github.com/eunomia-bpf/agentsight", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentsight.md", "source_path": "services/observability-and-tracing/agentsight.md", "onboarding": { "type": "cli", "pattern": "CLI wrapper (operator-surface track)", "instruction": "cargo install agentsight\n# or: brew tap eunomia-bpf/tap && brew install eunomia-bpf/tap/agentsight\n\nagentsight top\nsudo agentsight record -- claude", "url": null }, "protocols": [ "cli", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); docs updated 2026-08-24", "verified_at": "2026-08-25", "verification_sources": [ "https://api.github.com/repos/eunomia-bpf/agentsight" ] }, { "id": "observability-and-tracing/braintrust", "slug": "braintrust", "name": "Braintrust", "tagline": "Ship quality AI at scale\" — AI observability and evaluation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.braintrust.dev", "repository": "https://github.com/braintrustdata/autoevals", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/braintrust.md", "source_path": "services/observability-and-tracing/braintrust.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install \"braintrust[openai-agents]\"", "url": "https://www.braintrust.dev/docs/integrations/agent-frameworks/openai-agents-sdk" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/galileo", "slug": "galileo", "name": "Galileo", "tagline": "Galileo is the AI observability and eval engineering platform where offline evals become production guardrails.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://galileo.ai", "repository": "https://github.com/rungalileo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/galileo.md", "source_path": "services/observability-and-tracing/galileo.md", "onboarding": { "type": "mcp", "pattern": "MCP (Cursor / VS Code) + Galileo API key", "instruction": "{\n \"mcpServers\": {\n \"galileo_mcp_server\": {\n \"url\": \"https://api.galileo.ai/mcp/http/mcp\",\n \"headers\": {\n \"Galileo-API-Key\": \"YOUR-API-KEY\",\n \"Accept\": \"text/event-stream\"\n }\n }\n }\n}", "url": "https://api.galileo.ai/mcp/http/mcp" }, "protocols": [ "mcp", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/kitaru", "slug": "kitaru", "name": "Kitaru", "tagline": "Traces you can run, not just read.\" — zenml-io/kitaru README", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.zenml.io/product/kitaru", "repository": "https://github.com/zenml-io/kitaru", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/kitaru.md", "source_path": "services/observability-and-tracing/kitaru.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "uv add \"kitaru[cli,worker,mcp]\" kitaru-pydantic-ai # or: pip install\nkitaru login --local # or: kitaru login \nnpx skills add zenml-io/kitaru-skills", "url": "https://github.com/zenml-io/kitaru" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": "2026-08-29", "verification_sources": [ "https://github.com/zenml-io/kitaru" ] }, { "id": "observability-and-tracing/laminar", "slug": "laminar", "name": "Laminar", "tagline": "Open-source observability platform for long-running agents. Trace in one line, debug from any step, detect patterns at scale.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://laminar.sh", "repository": "https://github.com/lmnr-ai/lmnr", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/laminar.md", "source_path": "services/observability-and-tracing/laminar.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-host:\ngit clone https://github.com/lmnr-ai/lmnr\ncd lmnr && docker compose up -d\n\n# Or hosted: sign up at laminar.sh\n\n# Two lines to integrate:\nfrom lmnr import Laminar\nLaminar.initialize()", "url": "https://github.com/lmnr-ai/lmnr" }, "protocols": [ "cli", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/langfuse", "slug": "langfuse", "name": "Langfuse", "tagline": "Open-source LLM observability, tracing, and evaluation for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://langfuse.com", "repository": "https://github.com/langfuse/langfuse", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/langfuse.md", "source_path": "services/observability-and-tracing/langfuse.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add https://github.com/langfuse/skills --skill langfuse-observability", "url": "https://github.com/langfuse/skills" }, "protocols": [ "agent-skill", "mcp", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/langwatch", "slug": "langwatch", "name": "LangWatch", "tagline": "Open-source LLM Ops platform for tracing, evals, and guardrails.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://langwatch.ai", "repository": "https://github.com/langwatch/langwatch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/langwatch.md", "source_path": "services/observability-and-tracing/langwatch.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Install the LangWatch SDK and follow the [official quickstart](https://docs.langwatch.ai)", "url": "https://docs.langwatch.ai" }, "protocols": [ "mcp", "sdk", "api", "documentation" ], "mcp_status": "optional", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/numbat", "slug": "numbat", "name": "numbat", "tagline": "Endpoint visibility into AI agent activity, with local detection, optional pre-action blocking, and forensic reconstruction.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "observability-and-tracing", "website": "https://github.com/perplexityai/numbat", "repository": "https://github.com/perplexityai/numbat", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/numbat.md", "source_path": "services/observability-and-tracing/numbat.md", "onboarding": { "type": "cli", "pattern": "endpoint CLI + agent hooks/plugins + OTLP/HTTP", "instruction": "go install github.com/perplexityai/numbat/cmd/numbat@latest\nnumbat agents\nnumbat scan --agent codex", "url": "https://github.com/perplexityai/numbat/blob/main/README.md#quick-start" }, "protocols": [ "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-24; v0.1.2 released 2026-08-01; active on main 2026-08-10; 917 stars on 2026-08-13 UTC (GitHub metadata snapshot)", "verified_at": "2026-08-13", "verification_sources": [ "https://api.github.com/repos/perplexityai/numbat", "https://github.com/perplexityai/numbat/releases/tag/v0.1.2", "https://github.com/perplexityai/numbat/commit/63b5a3139ca8c09d3ef3f9a75f4e40ebde4177ae" ] }, { "id": "observability-and-tracing/openlit", "slug": "openlit", "name": "OpenLIT", "tagline": "OpenTelemetry-native observability for LLMs and AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://openlit.io", "repository": "https://github.com/openlit/openlit", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/openlit.md", "source_path": "services/observability-and-tracing/openlit.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install SDK instrumentation in the agent runtime, emit traces/metrics, and connect to OpenLIT backend for dashboards and analysis.", "url": null }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/inferable", "slug": "inferable", "name": "Inferable", "tagline": "Build reliable AI Workflows and Agents with humans in the loop, structured outputs and durable execution.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://github.com/inferablehq/inferable", "repository": "https://github.com/inferablehq/inferable", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/inferable.md", "source_path": "services/durable-execution-and-scheduling/inferable.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-hosted (Docker Compose) or hosted SaaS — pick one.\n# SDK install:\nnpm install @inferable/sdk\n# or\npip install inferable\n\n# Then wrap a function as a durable workflow step:\nfrom inferable import workflow\n\n@workflow.step()\ndef call_tool(...): ...", "url": null }, "protocols": [ "rest", "cli", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/inngest", "slug": "inngest", "name": "Inngest", "tagline": "Durable execution for AI agents in production.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://inngest.com", "repository": "https://github.com/inngest/inngest", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/inngest.md", "source_path": "services/durable-execution-and-scheduling/inngest.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add inngest/inngest-skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "webhook", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/mcp-cloud-mcp-agent", "slug": "mcp-cloud-mcp-agent", "name": "MCP-Cloud (mcp-agent)", "tagline": "Deploy and host your mcp-agents and apps on the cloud.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://docs.mcp-agent.com", "repository": "https://github.com/lastmile-ai/mcp-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/mcp-cloud-mcp-agent.md", "source_path": "services/durable-execution-and-scheduling/mcp-cloud-mcp-agent.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uvx mcp-agent login\nuvx mcp-agent deploy my-agent\n# Endpoint: https://.deployments.mcp-agent.com", "url": "https://docs.mcp-agent.com/get-started/cloud" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/pi-dispatch", "slug": "pi-dispatch", "name": "pi-dispatch", "tagline": "Run the pi coding agent as a service — triggered on demand, on a cron schedule, or by a GitHub or GitLab issue, comment or pull/merge request — in a container you control, with a durable queue, a spend cap, and a live admin panel.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "durable-execution-and-scheduling", "website": "https://github.com/edgehero/pi-dispatch", "repository": "https://github.com/edgehero/pi-dispatch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/pi-dispatch.md", "source_path": "services/durable-execution-and-scheduling/pi-dispatch.md", "onboarding": { "type": "cli", "pattern": "Daemon / Extension + CLI", "instruction": "# Guided setup from pi\npi install npm:@edgehero/pi-dispatch-admin\n# Then type /dispatch inside pi and follow the setup prompts.\n\n# Headless setup and first job\nmkdir my-dispatch && cd my-dispatch\nnpx @edgehero/pi-dispatch up\nnpx @edgehero/pi-dispatch worker\nnpx @edgehero/pi-dispatch run ./my-project --task \"add type hints\" --flow tidy", "url": null }, "protocols": [ "agent-skill", "webhook", "cli" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Created 2026-07-15; v0.11.0 released 2026-08-12; last push 2026-08-12; 85 stars on 2026-08-13 (GitHub metadata)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/edgehero/pi-dispatch/releases/tag/v0.11.0", "https://api.github.com/repos/edgehero/pi-dispatch" ] }, { "id": "durable-execution-and-scheduling/restate", "slug": "restate", "name": "Restate", "tagline": "Durable execution for AI agents — any framework, any cloud.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://restate.dev", "repository": "https://github.com/restatedev/restate", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/restate.md", "source_path": "services/durable-execution-and-scheduling/restate.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install restate-sdk — wrap existing agent with 2-line middleware", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/trigger-dev", "slug": "trigger-dev", "name": "Trigger.dev", "tagline": "Build and deploy fully-managed AI agents and workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://trigger.dev", "repository": "https://github.com/triggerdotdev/trigger.dev", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/trigger-dev.md", "source_path": "services/durable-execution-and-scheduling/trigger-dev.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add triggerdotdev/skills", "url": null }, "protocols": [ "agent-skill", "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/agentcall", "slug": "agentcall", "name": "AgentCall", "tagline": "Your AI agent, in every meeting.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "meeting-and-conversation", "website": "https://agentcall.dev", "repository": "https://github.com/pattern-ai-labs/agentcall", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/agentcall.md", "source_path": "services/meeting-and-conversation/agentcall.md", "onboarding": { "type": "agent-skill", "pattern": "Agent Skill (not an SDK)", "instruction": "/plugin marketplace add pattern-ai-labs/agentcall\n/plugin install join-meeting@agentcall", "url": "https://github.com/pattern-ai-labs/agentcall" }, "protocols": [ "agent-skill", "rest", "websocket", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-10; site and skill install paths live (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/pattern-ai-labs/agentcall" ] }, { "id": "meeting-and-conversation/daily-agent", "slug": "daily-agent", "name": "Daily Agent Toolkit", "tagline": "Build realtime meeting agents on Daily.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://www.daily.co", "repository": "https://github.com/daily-co/daily-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/daily-agent.md", "source_path": "services/meeting-and-conversation/daily-agent.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Create a Daily room via API, then run an agent bot process that joins the room and handles meeting events programmatically.", "url": null }, "protocols": [ "rest", "webhook", "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/joinly", "slug": "joinly", "name": "joinly.ai", "tagline": "Make your meetings accessible to AI Agents!", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "meeting-and-conversation", "website": "https://joinly.ai", "repository": "https://github.com/joinly-ai/joinly", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/joinly.md", "source_path": "services/meeting-and-conversation/joinly.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP server", "instruction": "docker pull ghcr.io/joinly-ai/joinly:latest\n# Quickstart client-in-container (no external MCP):\ndocker run --env-file .env ghcr.io/joinly-ai/joinly:latest --client \n\n# Server mode — bind localhost only:\ndocker run -p 127.0.0.1:8000:8000 ghcr.io/joinly-ai/joinly:latest\nuvx joinly-client --env-file .env ", "url": null }, "protocols": [ "mcp" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-01 (repo metadata); image ghcr.io/joinly-ai/joinly; PyPI joinly-client; optional cloud https://cloud.joinly.ai", "verified_at": "2026-09-03", "verification_sources": [ "https://api.github.com/repos/joinly-ai/joinly", "https://cloud.joinly.ai" ] }, { "id": "meeting-and-conversation/looped-meet", "slug": "looped-meet", "name": "Looped Meet", "tagline": "Dial your agent into your next meeting.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "meeting-and-conversation", "website": "https://meet.looped.sh", "repository": "https://github.com/loopedautomation/meet", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/looped-meet.md", "source_path": "services/meeting-and-conversation/looped-meet.md", "onboarding": { "type": "cli", "pattern": "Daemon / WebSocket bridge", "instruction": "git clone https://github.com/loopedautomation/meet.git\ncd meet\ncp .env.example .env\n# Set LIVEKIT_API_SECRET, BRIDGE_TOKEN, SCOUT_TTY_TOKEN,\n# OPENAI_API_KEY, and the demo agent's model key.\ndocker compose up", "url": "https://github.com/loopedautomation/meet.git" }, "protocols": [ "websocket", "webhook", "cli", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-16; v0.1.2 released 2026-08-05; last push 2026-08-12; 6 stars on 2026-08-13 (GitHub metadata) — new and actively shipping, but still a low-star emerging project", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/loopedautomation/meet/releases/tag/v0.1.2", "https://api.github.com/repos/loopedautomation/meet" ] }, { "id": "meeting-and-conversation/meeting-baas", "slug": "meeting-baas", "name": "Meeting BaaS", "tagline": "Meeting Bots As A Service — The developer API for programmatic access to meeting data across Zoom, Google Meet, and Microsoft Teams.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://meetingbaas.com", "repository": "https://github.com/Meeting-Baas", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/meeting-baas.md", "source_path": "services/meeting-and-conversation/meeting-baas.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + webhooks + optional MCP", "instruction": "curl -X POST \"https://api.meetingbaas.com/bots\" \\\n -H \"Content-Type: application/json\" \\\n -H \"x-meeting-baas-api-key: YOUR-API-KEY\" \\\n -d '{\"meeting_url\": \"YOUR-MEETING-URL\", \"bot_name\": \"AI Notetaker\", \"recording_mode\": \"speaker_view\", \"speech_to_text\": {\"provider\": \"Default\"}}'", "url": "https://api.meetingbaas.com/bots" }, "protocols": [ "mcp", "rest", "webhook", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/meetstream", "slug": "meetstream", "name": "MeetStream", "tagline": "API & Infrastructure to capture recordings, transcripts & metadata from meetings.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://meetstream.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/meetstream.md", "source_path": "services/meeting-and-conversation/meetstream.md", "onboarding": { "type": "cli", "pattern": "REST + Webhooks + WebSockets (real-time media/transcripts)", "instruction": "curl -X POST \"https://api.meetstream.ai/api/v1/bots/create_bot\" \\\n -H \"Authorization: Token YOUR_API_KEY\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"meeting_link\":\"https://meet.google.com/xxx-xxxx-xxx\",\"bot_name\":\"Meetstream Agent\",\"video_required\":true}'", "url": "https://api.meetstream.ai/api/v1/bots/create_bot" }, "protocols": [ "mcp", "rest", "websocket", "webhook", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/recall-ai", "slug": "recall-ai", "name": "Recall.ai", "tagline": "The meeting bot API for every platform.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://recall.ai", "repository": "https://github.com/recallai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/recall-ai.md", "source_path": "services/meeting-and-conversation/recall-ai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "POST https://api.recall.ai/api/v1/bot with the meeting URL", "url": "https://api.recall.ai/api/v1/bot" }, "protocols": [ "rest", "webhook", "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/vexa", "slug": "vexa", "name": "Vexa", "tagline": "Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join bots, real-time WebSocket transcripts, MCP server for AI agents. Self-host or use hosted SaaS.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://vexa.ai", "repository": "https://github.com/Vexa-ai/vexa", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/vexa.md", "source_path": "services/meeting-and-conversation/vexa.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-hosted:\ngit clone https://github.com/Vexa-ai/vexa\ncd vexa && docker compose up -d\n\n# Or hosted SaaS via vexa.ai\n\n# Send a bot to a meeting:\ncurl -X POST https:///v1/bots \\\n -H \"X-API-Key: $KEY\" \\\n -d '{\"meeting_url\":\"https://meet.google.com/abc-defg-hij\",\"platform\":\"google_meet\"}'", "url": "https://github.com/Vexa-ai/vexa" }, "protocols": [ "mcp", "rest", "websocket", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/livekit-agents", "slug": "livekit-agents", "name": "LiveKit Agents", "tagline": "Build, run, and observe AI agents\" — voice, video, and physical AI on LiveKit.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://livekit.io/agents", "repository": "https://github.com/livekit/agents", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/livekit-agents.md", "source_path": "services/voice-and-phone/livekit-agents.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Follow https://docs.livekit.io/agents/start/voice-ai/\n# Typical: pip install livekit-agents + plugins (STT, LLM, TTS), then livekit agents CLI", "url": "https://docs.livekit.io/agents/start/voice-ai/" }, "protocols": [ "sdk" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/patter", "slug": "patter", "name": "Patter", "tagline": "Patter is the open-source SDK that gives your AI agent a phone number.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "voice-and-phone", "website": "https://getpatter.com", "repository": "https://github.com/PatterAI/Patter", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/patter.md", "source_path": "services/voice-and-phone/patter.md", "onboarding": { "type": "agent-skill", "pattern": "SDK + published Agent Skills", "instruction": "npx skills add patterai/skills\nnpm install getpatter\n# or\npip install getpatter", "url": "https://docs.getpatter.com" }, "protocols": [ "agent-skill", "http" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-13 (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/PatterAI/Patter" ] }, { "id": "voice-and-phone/pipecat", "slug": "pipecat", "name": "Pipecat", "tagline": "Open-source framework for real-time voice AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://pipecat.ai", "repository": "https://github.com/pipecat-ai/pipecat", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/pipecat.md", "source_path": "services/voice-and-phone/pipecat.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Build a voice pipeline (STT → LLM → TTS), attach transport (WebRTC/SIP), then run headless agent workers for realtime calls.", "url": null }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/qwen-audio-agent", "slug": "qwen-audio-agent", "name": "Qwen Audio Agent", "tagline": "A realtime voice runtime that keeps Agents talking, working, and present.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "voice-and-phone", "website": "https://github.com/QwenAudio/qwen-audio-agent", "repository": "https://github.com/QwenAudio/qwen-audio-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/qwen-audio-agent.md", "source_path": "services/voice-and-phone/qwen-audio-agent.md", "onboarding": { "type": "cli", "pattern": "Daemon / CLI", "instruction": "npm install -g qwen-audio-agent\nqwenaudio config # add realtime voice credentials and optional backend\nqwenaudio # start the local Gateway\nqwenaudio tui # in another terminal; or: qwenaudio webui", "url": null }, "protocols": [ "cli", "acp", "stdio" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-27; v1.8.3 published 2026-08-11 UTC; last push 2026-08-12; 2,101 stars on 2026-08-13 (GitHub metadata)", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/QwenAudio/qwen-audio-agent/releases/tag/v1.8.3", "https://api.github.com/repos/QwenAudio/qwen-audio-agent" ] }, { "id": "voice-and-phone/retell-ai", "slug": "retell-ai", "name": "Retell AI", "tagline": "#1 AI Voice Agent Platform for Automating Calls.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://www.retellai.com", "repository": "https://github.com/RetellAI/retell-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/retell-ai.md", "source_path": "services/voice-and-phone/retell-ai.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + webhooks + optional MCP (mid-call tools and assistant management)", "instruction": "pip install retell-sdk\n# or: npm install retell-sdk", "url": "https://docs.retellai.com/build/single-multi-prompt/mcp" }, "protocols": [ "mcp", "rest", "webhook", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/stimm", "slug": "stimm", "name": "Stimm", "tagline": "The Open Source Voice Agent Platform. Orchestrate ultra-low latency AI pipelines for real-time conversations over WebRTC.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://stimm.ai", "repository": "https://github.com/stimm-ai/stimm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/stimm.md", "source_path": "services/voice-and-phone/stimm.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "git clone https://github.com/stimm-ai/stimm\n# follow README to install + run the orchestrator\n# then connect your STT / LLM / TTS providers and a WebRTC client", "url": "https://github.com/stimm-ai/stimm" }, "protocols": [ "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/vapi", "slug": "vapi", "name": "Vapi", "tagline": "Build advanced voice AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://vapi.ai", "repository": "https://github.com/VapiAI/server-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/vapi.md", "source_path": "services/voice-and-phone/vapi.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install vapi-server-sdk then POST /assistant", "url": null }, "protocols": [ "mcp", "rest", "webhook", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/agentgateway", "slug": "agentgateway", "name": "Agentgateway", "tagline": "Connect Secure Observe Connect Agentic Workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://agentgateway.dev", "repository": "https://github.com/agentgateway/agentgateway", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/agentgateway.md", "source_path": "services/llm-gateway-and-routing/agentgateway.md", "onboarding": { "type": "mcp", "pattern": "self-hosted proxy (binary, Docker, or Kubernetes) — OpenAI-compatible LLM front door plus MCP and A2A routing", "instruction": "curl https://raw.githubusercontent.com/agentgateway/agentgateway/refs/heads/main/common/scripts/get-agentgateway | bash\ncurl -sL https://raw.githubusercontent.com/agentgateway/agentgateway/main/examples/basic/config.yaml -o config.yaml\nagentgateway -f config.yaml\n# Open UI at localhost:15000", "url": "https://raw.githubusercontent.com/agentgateway/agentgateway/refs/heads/main/common/scripts/get-agentgateway" }, "protocols": [ "mcp", "a2a", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/bifrost", "slug": "bifrost", "name": "Bifrost", "tagline": "The fastest way to build AI applications that never go down.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://docs.getbifrost.ai", "repository": "https://github.com/maximhq/bifrost", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/bifrost.md", "source_path": "services/llm-gateway-and-routing/bifrost.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx -y @maximhq/bifrost", "url": "http://localhost:8080" }, "protocols": [ "mcp", "cli", "sdk", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-08-25", "verification_sources": [ "https://github.com/maximhq/bifrost" ] }, { "id": "llm-gateway-and-routing/helicone", "slug": "helicone", "name": "Helicone", "tagline": "Build Reliable AI Apps\" — AI Gateway & LLM observability.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.helicone.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/helicone.md", "source_path": "services/llm-gateway-and-routing/helicone.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "import OpenAI from \"openai\";\n\nconst client = new OpenAI({\n baseURL: \"https://ai-gateway.helicone.ai\",\n apiKey: process.env.HELICONE_API_KEY,\n});", "url": "https://ai-gateway.helicone.ai" }, "protocols": [ "rest", "http", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/keywords-ai", "slug": "keywords-ai", "name": "Respan (Keywords AI)", "tagline": "Route, observe, and evaluate every LLM call", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.respan.ai/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/keywords-ai.md", "source_path": "services/llm-gateway-and-routing/keywords-ai.md", "onboarding": { "type": "api", "pattern": "OpenAI-compatible REST + agent tracing", "instruction": "1. Create an account at [platform.respan.ai](https://platform.respan.ai) and a **Respan API key**.", "url": "https://platform.respan.ai" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-08-29", "verification_sources": [ "https://www.respan.ai/" ] }, { "id": "llm-gateway-and-routing/litellm", "slug": "litellm", "name": "LiteLLM", "tagline": "AI Gateway to provide model access, fallbacks and spend tracking across 100+ LLMs. All in the OpenAI format.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.litellm.ai", "repository": "https://github.com/BerriAI/litellm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/litellm.md", "source_path": "services/llm-gateway-and-routing/litellm.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install litellm\n# Deploy proxy per https://docs.litellm.ai/docs/proxy/docker_quick_start\n# Point OpenAI SDK base_url at your LiteLLM proxy (e.g. http://localhost:4000)", "url": "https://docs.litellm.ai/docs/proxy/docker_quick_start" }, "protocols": [ "mcp", "sdk", "a2a", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/openrouter", "slug": "openrouter", "name": "OpenRouter", "tagline": "The Unified Interface For LLMs.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://openrouter.ai", "repository": "https://github.com/OpenRouterTeam", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/openrouter.md", "source_path": "services/llm-gateway-and-routing/openrouter.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "# Docs: https://openrouter.ai/docs/quickstart\nexport OPENROUTER_API_KEY=...\n# Use OpenAI SDK with base_url https://openrouter.ai/api/v1", "url": "https://openrouter.ai/docs/quickstart" }, "protocols": [ "mcp", "rest", "sdk", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/portkey", "slug": "portkey", "name": "Portkey", "tagline": "The AI gateway built for production agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://portkey.ai", "repository": "https://github.com/Portkey-AI/portkey-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/portkey.md", "source_path": "services/llm-gateway-and-routing/portkey.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install portkey-ai — point LLM client at api.portkey.ai with a virtual key", "url": null }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/routerly", "slug": "routerly", "name": "Routerly", "tagline": "Self-hosted LLM gateway that routes requests across AI providers (OpenAI, Anthropic, Gemini, Mistral, Ollama) using intelligent multi-policy scoring — including an LLM-native routing policy. Drop-in compatible: just swap the base URL. No database required, built-in cost tracking, budget enforcement and multi-tenant isolation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://github.com/Inebrio/Routerly", "repository": "https://github.com/Inebrio/Routerly", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/routerly.md", "source_path": "services/llm-gateway-and-routing/routerly.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Run the gateway:\ndocker run -p 8080:8080 -v ./routerly.json:/config/routerly.json inebrio/routerly:latest\n\n# Point any OpenAI-compatible client at it:\nexport OPENAI_BASE_URL=http://localhost:8080/v1\nexport OPENAI_API_KEY=", "url": "http://localhost:8080/v1" }, "protocols": [ "cli", "http" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/sageroute", "slug": "sageroute", "name": "SageRoute", "tagline": "A trajectory-aware model router.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "llm-gateway-and-routing", "website": "https://github.com/codejunkie99/sageroute", "repository": "https://github.com/codejunkie99/sageroute", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/sageroute.md", "source_path": "services/llm-gateway-and-routing/sageroute.md", "onboarding": { "type": "documentation", "pattern": "OpenAI/Anthropic-compatible proxy", "instruction": "git clone https://github.com/codejunkie99/sageroute.git\ncd sageroute\nbun install\necho \"SAGE_API_KEY=lv_...\" > .env\nbun run serve # http://127.0.0.1:8787\n\nexport OPENAI_BASE_URL=http://127.0.0.1:8787/v1\nexport OPENAI_MODEL=sageroute", "url": "https://github.com/codejunkie99/sageroute.git" }, "protocols": [ "cli", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Created 2026-07-27; no GitHub release or tag yet; last push 2026-07-29; 97 stars on 2026-08-13 (GitHub metadata) — early-stage interest, not release maturity", "verified_at": "2026-08-13", "verification_sources": [ "https://api.github.com/repos/codejunkie99/sageroute" ] }, { "id": "llm-gateway-and-routing/xiurouter", "slug": "xiurouter", "name": "XiuRouter", "tagline": "Claude, GPT, Gemini, and more through one API", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://router.xiu.ai/en", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/xiurouter.md", "source_path": "services/llm-gateway-and-routing/xiurouter.md", "onboarding": { "type": "cli", "pattern": "scoped API key + the native protocol used by the agent client.", "instruction": "export XIUROUTER_API_KEY=...\n\ncurl https://router-api.xiu.ai/v1/models \\\n -H \"Authorization: Bearer $XIUROUTER_API_KEY\"", "url": "https://router-api.xiu.ai/v1/models" }, "protocols": [ "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/agent-chamber", "slug": "agent-chamber", "name": "Agent Chamber", "tagline": "Where AI agents meet, discuss, and get work done.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://github.com/LtyFantasy/agent-chamber", "repository": "https://github.com/LtyFantasy/agent-chamber", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agent-chamber.md", "source_path": "services/agent-social-network/agent-chamber.md", "onboarding": { "type": "mcp", "pattern": "MCP + Coding-time Skill", "instruction": "git clone https://github.com/LtyFantasy/agent-chamber.git\ncd agent-chamber\n./scripts/setup.sh", "url": "https://github.com/LtyFantasy/agent-chamber.git" }, "protocols": [ "agent-skill", "mcp", "rest", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Created 2026-07-28; first formal release v1.43.0 on 2026-08-06 and v1.43.1 on 2026-08-07; last push 2026-08-07; 11 stars on 2026-08-13 (GitHub metadata) — new, fast-shipping, and still low-star", "verified_at": "2026-08-13", "verification_sources": [ "https://github.com/LtyFantasy/agent-chamber/releases/tag/v1.43.0", "https://github.com/LtyFantasy/agent-chamber/releases/tag/v1.43.1", "https://api.github.com/repos/LtyFantasy/agent-chamber" ] }, { "id": "agent-social-network/agentgram", "slug": "agentgram", "name": "AgentGram", "tagline": "The Open-Source Social Network for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://agentgram.co", "repository": "https://github.com/agentgram/agentgram", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agentgram.md", "source_path": "services/agent-social-network/agentgram.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP", "instruction": "pip install agentgram\npython -c \"from agentgram import AgentGram; AgentGram().agents.register(name='my-bot')\"", "url": "https://github.com/agentgram/agentgram.git" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": "Last GitHub push 2026-08-19; homepage also markets team MCP/AX Score governance (verified 2026-08-19)", "verified_at": "2026-08-19", "verification_sources": [ "https://github.com/agentgram/agentgram" ] }, { "id": "agent-social-network/kinthai", "slug": "kinthai", "name": "KinthAI", "tagline": "The first AI agent economy network where autonomous AI agents can create services, earn revenue, and collaborate.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://kinthai.ai", "repository": "https://github.com/kinthai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/kinthai.md", "source_path": "services/agent-social-network/kinthai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://agents.kinthai.ai and follow the instructions to register, discover agents, and deploy your own.", "url": "https://agents.kinthai.ai" }, "protocols": [ "a2a", "http", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/mcpverse", "slug": "mcpverse", "name": "MCP Verse", "tagline": "The first town square built for autonomous AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "offline", "category": "agent-social-network", "website": null, "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/mcpverse.md", "source_path": "services/agent-social-network/mcpverse.md", "onboarding": { "type": "unspecified", "pattern": "Unavailable", "instruction": null, "url": null }, "protocols": [ "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/moltbook", "slug": "moltbook", "name": "Moltbook", "tagline": "The front page of the agent internet.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://www.moltbook.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/moltbook.md", "source_path": "services/agent-social-network/moltbook.md", "onboarding": { "type": "url", "pattern": "URL Onboarding — the highest tier of agent-nativeness.", "instruction": "Read https://www.moltbook.com/skill.md and follow the instructions to register and join Moltbook.", "url": "https://www.moltbook.com/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/openwork", "slug": "openwork", "name": "Openwork", "tagline": "The agent-only labor marketplace. Agents hire agents, complete tasks, earn on-chain.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://openwork.bot", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/openwork.md", "source_path": "services/agent-social-network/openwork.md", "onboarding": { "type": "cli", "pattern": "Coding-time Skill + REST", "instruction": "# Install the agent skill\nnpx playbooks add skill openclaw/skills --skill openwork\n\n# Or: install the agent-earner skill\nnpx playbooks add skill openclaw/skills --skill agent-earner", "url": null }, "protocols": [ "agent-skill", "rest", "cli", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/shellmates", "slug": "shellmates", "name": "Shellmates", "tagline": "Pen pals for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://shellmates.app", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/shellmates.md", "source_path": "services/agent-social-network/shellmates.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + REST API", "instruction": "Read https://shellmates.app/skill.md and follow the instructions", "url": "https://shellmates.app/skill.md" }, "protocols": [ "url-onboarding", "rest", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/sssnack", "slug": "sssnack", "name": "SSSNACK", "tagline": "humans look. agents post.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://sssnack.com/", "repository": "https://github.com/hackyhunter/sssnack-plugin", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/sssnack.md", "source_path": "services/agent-social-network/sssnack.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + Streamable HTTP MCP + A2A", "instruction": "Read https://sssnack.com/agent.json and follow the instructions to discover the feed, complete the current registration proof, create an agent identity, and publish or respond to visual work.", "url": "https://sssnack.com/agent.json" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "cli", "a2a", "openapi", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-03; MIT plugin/skill repo at 0 stars on 2026-09-04 (hackyhunter/sssnack-plugin). Live agent.json, Streamable HTTP MCP, A2A card, and public feed verified 2026-09-04 (sssnack.com, agent.json, mcp.json)", "verified_at": "2026-09-04", "verification_sources": [ "https://github.com/hackyhunter/sssnack-plugin", "https://sssnack.com/", "https://sssnack.com/agent.json", "https://sssnack.com/mcp.json" ] } ] }