AI Agent Readiness Leaderboard
Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.
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Showing 24 of 2662 tools.
Ranked tools
- 10Agent#2353 · Welltory
The one app for your health — AI-powered insights to reduce stress, boost energy, and sleep better
- 10Agent#2354 · Sakana AI
An AI R&D company based in Tokyo, Japan, focused on developing AI solutions tailored for Japan's needs and democratizing AI.
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- 10Agent#2357 · Serra
AI sourcing agent that finds, scores and ranks candidates from plain-English roles
- 10Agent#2358 · OpenCode
Open-source terminal AI coding agent — Aider alternative with multi-model support
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- 10Agent#2361 · Helsing
Helsing is a new type of defence company providing AI-enabled precision mass and autonomous systems across all domains.
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- 10Agent#2364 · OurDream AI
Bootstrapped AI companion platform with custom images, video, voice and chat.
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- 10Agent#2366 · Latitude
Latitude is building the next generation of AI-powered, unscripted role-playing games where every choice matters.
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- 10Agent#2369 · Paradot
AI companion with long-term memory for emotional, personalized conversations
- 10Agent#2370 · PepHop AI
AI character chat platform with SFW and NSFW modes and thousands of personas
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- 10Agent#2372 · aiAllure
Customizable AI girlfriend platform with unlimited image and video generation
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- 10Agent#2374 · Linky AI
AI chatbot for virtual characters with custom companion creation and voice calls
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- 10Agent#2376 · Replify
AI sales and customer service suite purpose-built for gyms, health clubs and fitness studios
FAQ
›What is MCP?
Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.
›How is the agent-readiness score calculated?
Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.
›How often are tools rechecked?
Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.
›What counts as agent-ready?
We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.
›Why are some tools missing?
We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.