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 2668 tools.
Ranked tools
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- 10Agent#1923 · Raspberry AI
Generative AI platform for fashion creatives that accelerates apparel design from concept to
- 10Agent#1924 · Beeble
AI visual effects company whose SwitchLight technology relights people and scenes in photos
- 10Agent#1925 · Sigma Computing
Cloud-native business intelligence and analytics platform that lets anyone explore live data
- 10Agent#1926 · Bauplan
Serverless, Python-first data platform that brings Git-style versioning and transactional
- 10Agent#1927 · dltHub
Company behind dlt, a popular open-source Python library for building data pipelines and
- 10Agent#1928 · Pensive
AI-assisted grading and personalized learning platform for higher education that automates
- 10Agent#1929 · Edexia
AI teaching assistant that grades essays and written assignments and can be trained and
- 10Agent#1930 · Mitiga
Cloud and SaaS threat detection, investigation, and response (TDIR) platform that helps SecOps
- 10Agent#1931 · RobCo
Munich-based industrial robotics company that makes modular, easy-to-configure robots for
- 10Agent#1932 · AgriPass Robotics
Israeli agritech startup building AI-driven robotic weeding technology for farmers
- 10Agent#1933 · Ringg AI
Bengaluru-based voice AI platform that lets companies run operations as natural, multilingual
- 10Agent#1934 · Seezo
Bengaluru-based cybersecurity startup offering GenAI-powered automated security design reviews
- 10Agent#1935 · Vibrium
Gurugram-based enterprise agentic AI startup building an outcome-driven, goal-oriented AI
- 10Agent#1936 · Eleos Health
Behavioral health AI company that automates clinical documentation and surfaces care insights
- 10Agent#1937 · Candid Health
Revenue cycle automation platform that simplifies and streamlines medical billing for
- 10Agent#1938 · Rilla
Voice AI platform that records, transcribes, and analyzes in-person sales and service
- 10Agent#1939 · Athina AI
Evaluation and monitoring platform that helps developers prototype, experiment with, evaluate
- 10Agent#1940 · LiteLLM
Open-source LLM gateway and Python SDK that lets developers call 100+ model providers using a
- 10Agent#1941 · Kobalt Labs
AI copilot for risk and compliance teams at banks, fintechs and financial institutions
- 10Agent#1942 · Doubleword
Doubleword, formerly TitanML, is a London-based company building a unified self-hosted
- 10Agent#1943 · MetalBear
Company behind mirrord, an open-source tool that lets developers connect local code directly
- 10Agent#1944 · kapa.ai
AI assistants that answer technical product and developer questions using a company's own
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.