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NeuronFeed

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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #2017 · Agency

    Agentic AI for customer success and customer experience

    10Agent
  2. #2018 · Noon

    AI-native product design tool that closes the gap between design and code

    10Agent
  3. #2019 · Onton

    Neuro-symbolic AI shopping site for product discovery

    10Agent
  4. #2020 · Spur

    AI QA engineer that tests your website like a real user

    10Agent
  5. #2021 · OnSite

    AI communication platform for the construction industry

    10Agent
  6. #2022 · VERO

    AI risk and screening OS for multifamily leasing

    10Agent
  7. #2023 · Morphle Labs

    Automated digital pathology hardware and AI for cancer diagnostics

    10Agent
  8. #2024 · Tusk

    AI agent that generates unit and integration tests on every pull request

    10Agent
  9. #2025 · Flock AI

    AI-native visual commerce platform generating brand-accurate product imagery for fashion and retail

    10Agent
  10. #2026 · Anima AI

    AI girlfriend, boyfriend and friend companion app

    10Agent
  11. #2027 · PolyBuzz

    Chat with 20M+ AI characters for free

    10Agent
  12. #2028 · Linky AI

    AI chatbot for virtual characters with custom companion creation and voice calls

    10Agent
  13. #2029 · Kaaj

    Agentic AI credit intelligence that automates small-business loan underwriting

    10Agent
  14. #2030 · Reveal HealthTech

    Healthcare AI specialist building clinical trial and workflow automation products

    10Agent
  15. #2031 · Visily

    AI UI design tool that turns text, sketches, and screenshots into editable mockups

    10Agent
  16. #2032 · Yodayo

    AI creative platform for anime fandom: art plus character chat

    10Agent
  17. #2033 · Homa

    AI homebuying platform that replaces the buyer's agent and rebates commission

    10Agent
  18. #2034 · MarkeTeam.ai

    AI-native autonomous agents that work as a full marketing team

    10Agent
  19. #2035 · Foundational

    Code-aware data quality and lineage for AI-ready data

    10Agent
  20. #2036 · Soulkyn

    Create and chat with uncensored AI companions for roleplay and romance

    10Agent
  21. #2037 · Botify AI

    Create and chat with AI companions and characters from Ex-Human

    10Agent
  22. #2038 · Wexler

    AI fact intelligence and real-time fact-checking for complex litigation.

    10Agent
  23. #2039 · TripSuite

    AI-powered business management software for travel agencies

    10Agent
  24. #2040 · Avallon

    AI agents that automate insurance claims operations

    10Agent

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.