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.

Scored

2668

With MCP

101

Public API

642

OAuth2

133

Avg score

22.9

✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filters

Showing 24 of 2668 tools.

#649 · Fluency

The digital advertising operating system with agentic AI for scaling paid media

40Agent

API
#650 · Grain

AI notetaker for accurate meeting summaries, insights, and coaching

40Agent

API
#651 · Just

AI-powered real-time personalization for user-facing content

40Agent

API
#652 · Dubverse

AI video dubbing, subtitling, and voiceovers in 60+ languages

40Agent

API
#653 · AptEdge

AI answer engine that speeds up technical customer support resolution

40Agent

API
#654 · Concentric AI

Semantic AI data security governance for cloud and GenAI

40Agent

API
#655 · Aidoc

Clinical AI foundation model for medical imaging and triage

40Agent

API
#656 · Tractable

Computer-vision AI for insurance damage appraisal

40Agent

API
#657 · Kits AI

Ethical AI voice platform for musicians — cloning, mastering and stems, now part of Splice

40Agent

API
#658 · Filum AI

AI customer experience management platform for Southeast Asia

40Agent

API
#659 · Qantev

AI claims management for health and life insurers

40Agent

API
#660 · HyperWrite

Personal AI writing assistant and agents for everyday tasks

40Agent

API
#661 · Gecko Robotics

AI and robotics for inspecting critical infrastructure

40Agent

API
#662 · Civitai

The largest open community for sharing AI art models, images, and LoRAs

40Agent

API
#663 · Claap

AI sales intelligence that records calls and auto-fills your CRM

40Agent

API
#664 · Alcatraz AI

AI facial authentication that replaces the access badge with your face

40Agent

API
#665 · Instrumental

Manufacturing AI and data platform for electronics quality

40Agent

API
#666 · Sleep.ai

Sonar-based AI sleep coaching app with science-backed insights

40Agent

API
#667 · Tolemi

Data integration and analytics platform for state and local government housing

40Agent

API
#668 · Gan.ai

Personalized human video generation at scale

40Agent

API
#669 · Pudu Robotics

Commercial service robots for delivery, cleaning, and beyond

40Agent

API
#670 · Proscia

AI-powered digital pathology for precision medicine

40Agent

API
#671 · Citibot

AI resident engagement for cities via chat, text, voice and WhatsApp

40Agent

API
#672 · DataHawk

Unified ecommerce and marketplace analytics for Amazon and Walmart

40Agent

API

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.

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