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
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- 10Agent#2450 · AI Rinna
AI Rinna is a Chief AI Communicator and AITuber, engaging millions through advanced conversational AI and creative content.
- 10Agent#2451 · Agility Robotics
Agility Robotics develops and deploys humanoid robots for industrial automation, delivering proven results in warehouses and factories.
- 10Agent#2452 · VinAI
Bringing tomorrow's AI solutions to today's challenges, enhancing safety and intelligence in automotive and beyond.
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- 10Agent#2455 · DarLink AI
Scenario-driven AI girlfriend with Living Memory, images, video and voice
- 10Agent#2456 · Aide
Aide is a developer tools lab exploring how inference-time scaling and agentic systems can reshape software development.
- 10Agent#2457 · Snorkel AI
Snorkel AI helps frontier labs and AI teams develop specialized training data and environments to differentiate their models and agents.
- 10Agent#2458 · Trax
Trax revolutionizes retail through AI-driven data, delivering real-time insights for enhanced retail execution and consumer engagement.
- 10Agent#2459 · ML6
Europe's AI Engineering Powerhouse, partnering with bold leaders to turn cutting-edge AI into lasting business impact.
- 10Agent#2460 · SandboxAQ
Transforming the world with AI and advanced computing, applying quantitative AI to solve complex challenges in various industries.
- 10Agent#2461 · Spring Health
Easy and affordable mental health care that meets you in the middle of the mess.
- 10Agent#2462 · K Health
K Health's AI Physician Mode integrates with top health systems to provide superior primary care with 24/7 access.
- 10Agent#2463 · Lattice
Lattice is the HR platform that combines people and AI tools to help employees grow, managers lead, and companies succeed.
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- 10Agent#2466 · Vahan.ai
Vahan.ai helps businesses hire blue and grey collar workers lightning fast using cutting-edge AI-based chatbot technology.
- 10Agent#2467 · Tabby
An open-source, self-hosted AI coding assistant for secure and efficient development.
- 10Agent#2468 · Anara
An AI workspace for scientists, students, and research teams to search, organize, write, and cite with academic rigor.
- 10Agent#2469 · Surge AI
Surge AI provides human intelligence to transform raw data into advanced artificial general intelligence (AGI).
- 10Agent#2470 · DatologyAI
Curate and optimize the best possible data for training high-performing AI models at lower costs.
- 10Agent#2471 · Reducto
AI document parsing & extraction software that unlocks data from complex documents with high accuracy.
- 10Agent#2472 · Heidi AI
Your AI Care Partner for Modern Clinical Practice, supporting clinicians from documentation to decisions and follow-up.
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.