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.
Filter tools
Filters
Showing 24 of 2668 tools.
Ranked tools
-
-
-
-
- 10Agent#1901 · Triomics
Oncology-specific AI agents that turn unstructured EHRs into structured cancer data
- 10Agent#1902 · Poppy
Proactive AI assistant that organizes your digital life from calendar to messages
-
-
- 10Agent#1905 · Nabla Bio
Generative AI for de novo antibody and protein design against tough drug targets
- 10Agent#1906 · Tutor Intelligence
Central robot intelligence powering fleets of warehouse robot workers
-
-
-
- 10Agent#1910 · Foundation Health
AI-powered operating system for pharmacy that automates prior authorization, refill workflows
- 10Agent#1911 · SoloAI
AI music-creation platform that blends text-to-music generation with virtual artists and web3
- 10Agent#1912 · Deemos
Generative AI company whose Hyper3D Rodin platform creates high-quality 3D models from text or
- 10Agent#1913 · ManaMind
Autonomous AI agents that automate quality assurance in video games by playing them at scale
- 10Agent#1914 · Bounti
Autonomous AI teammate platform for sales, marketing, and customer success teams that performs
- 10Agent#1915 · Conversion
(formerly StyleAI) is a B2B marketing automation platform that uses AI to plan, build, and
- 10Agent#1916 · Jenfi
Singapore-based fintech offering revenue-based growth financing to digital-native small
- 10Agent#1917 · Nullify
Offers an autonomous AI workforce for product security that scans code, triages
- 10Agent#1918 · Speakeasy
API tooling platform that automatically generates production-ready SDKs, documentation, and
- 10Agent#1919 · Cassidy
Context-powered AI automation platform that lets non-technical teams build and deploy AI
- 10Agent#1920 · Bretton AI
AI agent platform for financial crime and compliance operations, automating mission-critical
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.