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
- NetsPresso SDK
- 10Agent#2234 · Autonolas
Deploy and co-own autonomous AI agent services across multiple blockchains.
- 10Agent#2235 · Asendia AI
AI recruiters that clone your top performers for staffing agencies and enterprise.
- 10Agent#2236 · Callab AI
AI voice agents that plug into legacy on-premises PBX telephony systems without infrastructure migration.
- 10Agent#2237 · Elyra
AI voice and email agents that handle restaurant reservations and optimize table allocation in real time.
- 10Agent#2238 · Openroll
AI workforce that automates compensation, headcount, and budgeting for People and Finance teams.
- 10Agent#2239 · Primer
AI agents that deliver personalized interactive product demos to every prospect on demand.
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- 10Agent#2241 · TytoCare
Provides FDA-cleared remote physical examination technology that lets clinicians conduct
- 10Agent#2242 · LegalMation
AI-powered platform that automates high-volume litigation and claims work for law firms
- 10Agent#2243 · NatureMetrics
Nature intelligence company that helps businesses measure, monitor, and report on biodiversity
- 10Agent#2244 · modl.ai
AI engine for game development that provides automated playtesting and QA bots which adapt to
- 10Agent#2245 · Toloka
Amsterdam-based AI data partner that supplies high-quality, human-generated data to train and
- 10Agent#2246 · Counsel Health
Physician-supervised AI care platform designed to be a responsible front door to healthcare
- 10Agent#2247 · FINNY
AI-powered prospecting and marketing platform built for financial advisors and RIAs
- 10Agent#2248 · Avoma
AI meeting assistant and revenue intelligence platform that records, transcribes, and analyzes
- 10Agent#2249 · Medical Microinstruments (MMI)
Italian surgical-robotics company behind the Symani Surgical System, the first robot
- 10Agent#2250 · Diligent Robotics
Moxi, a socially-intelligent autonomous service robot deployed in hospitals to handle
- 10Agent#2251 · Genie AI
London-based legal AI platform that helps business and legal teams draft, review, edit, and
- 10Agent#2252 · Prenosis
Precision medicine company building AI-based diagnostics for acute and critical care
- 10Agent#2253 · Tracksuit
Always-on brand tracking and analytics platform that measures brand health metrics like
- 10Agent#2254 · Activeloop
Deep Lake, a database and data infrastructure purpose-built for AI that stores and streams
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- 10Agent#2256 · Functionize
AI-powered software test automation platform that uses agentic AI to create, execute, and
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.