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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #313 · Jungle Scout

    All-in-one Amazon product research and seller intelligence platform

    50Agent
    API OAuth2
  2. #314 · Chainguard

    Secure, minimal container images for software and AI supply chains

    50Agent
    API OAuth2
  3. #315 · Taktile

    Blending AI speed with human oversight for financial decisions

    50Agent
    API Python
  4. #316 · Wandelbots

    Software-defined automation for industrial robots

    50Agent
    API PythonTypeScript
  5. #317 · Soul Machines

    Autonomously animated digital people for interactive customer experiences

    50Agent
    API JavaScript
  6. #318 · RocketReach

    B2B contact and company data for sales and recruiting

    50Agent
    API OAuth2
  7. #319 · Blink

    The mobile-first employee experience app for frontline workforces

    50Agent
    API OAuth2
  8. #320 · Superblocks

    Enterprise AI app platform with Clark, an agent that builds governed internal apps

    50Agent
    API OAuth2
  9. #321 · SiliconFlow

    One platform for all your AI inference, with 200+ models via one API

    50Agent
    API PythonJavaScript +1
  10. #322 · Gynger

    Embedded financing and flexible payments for technology purchases

    50Agent
    API OAuth2
  11. #323 · Quantinuum

    World's largest integrated quantum computing company

    50Agent
    API
  12. #324 · Vijil

    Trust infrastructure to make AI agents reliable, secure, and safe

    50Agent
    API Python
  13. #325 · Arcee AI

    Domain-adapted small language models and open-weight model platform

    50Agent
    API PythonREST API
  14. #326 · Oumi

    The unconditionally open platform to build, train and deploy custom AI models

    50Agent
    API Python
  15. #327 · Fish Audio

    Open-source-rooted TTS and voice cloning with emotional control, by Hanabi AI

    50Agent
    API PythonJavaScript
  16. #328 · Anam

    Real-time interactive AI avatars with sub-200ms latency, founded by Synthesia alumni

    50Agent
    API JavaScriptPython
  17. #329 · Anyscale

    Production-scale AI infrastructure powered by Ray for distributed training, data curation, and batch inference.

    50Agent
    Python
  18. #330 · Giskard

    Secure AI agents with continuous AI red teaming

    50Agent
    API Python
  19. #331 · Moondream

    Tiny open vision-language models that run anywhere, from M87 Labs

    50Agent
    API PythonJavaScript
  20. #332 · Bito

    AI code review agent and codebase knowledge graph for autonomous development

    50Agent
    MCP Webhooks OAuth2
  21. #333 · Semrush

    AI-powered online visibility and marketing platform for SEO, content, and ads

    50Agent
    API OAuth2
  22. #334 · Seamless.AI

    AI-powered sales leads and B2B contact data in real time

    50Agent
    API OAuth2
  23. #335 · TestDriver.ai

    AI QA agent that builds and runs end-to-end UI tests

    50Agent
    API CLIJavaScript/Node
  24. #336 · Unitree Robotics

    Affordable quadruped and humanoid robots powered by embodied AI

    50Agent
    API PythonC++

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.