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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2680 tools.

Ranked tools

  1. #121 · Vespa.ai

    Big-data serving engine for vector and lexical search

    65Agent
    API Webhooks OAuth2 pythonjava +1
  2. #122 · Chroma

    Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.

    65Agent
    PythonTypeScript +1
  3. #123 · Definite

    One AI-native data platform that replaces the entire modern data stack.

    65Agent
  4. #124 · Artemis Security

    AI-native protection platform for modern security operations

    65Agent
    API Webhooks OAuth2
  5. #125 · AI21 Labs

    Advanced language AI for enterprise applications

    65Agent
    API PythonTypeScript
  6. #126 · Ideogram

    AI image generation with perfect text rendering

    65Agent
    API
  7. #127 · Human Behavior

    AI agents that watch session replays to explain user behavior

    65Agent
    API Webhooks OAuth2
  8. #128 · Pigment

    The agentic AI business planning platform

    65Agent
    MCP API
  9. #129 · fal

    Fastest generative-media inference for developers

    65Agent
    API Webhooks OAuth2 pythontypescript +2
  10. #130 · Oura

    The smart ring that turns sleep, stress, and heart data into AI health guidance

    65Agent
    API Webhooks OAuth2
  11. #131 · Sourcegraph

    AI-powered code intelligence platform

    65Agent
    API
  12. #132 · Deel

    Global payroll, EOR, and HR platform with AI-powered compliance and workforce tools

    65Agent
    API Webhooks OAuth2
  13. #133 · Unbabel

    Finally, AI translations your business can trust

    65Agent
    API Webhooks OAuth2
  14. #134 · Elicit

    AI research assistant for scientists

    65Agent
    API
  15. #135 · Clawvisor

    Purpose-based authorization gateway that keeps AI agents from going rogue.

    65Agent
  16. #136 · Scope

    The infra layer for AI agent experience

    65Agent
  17. #137 · Sarvam AI

    India's full-stack sovereign AI platform, built on sovereign compute and powered by frontier-class models for population-scale impact.

    65Agent
    PythonJavaScript
  18. #138 · Vectara

    The Unified Context Layer for building AI agents across SaaS, VPC, and On-Prem environments.

    65Agent
    PythonJavaScript
  19. #139 · Soria

    AI Bloomberg Terminal built for Healthcare (and beyond)

    65Agent
  20. #140 · Keyframe Labs

    Turn agents into lifelike video calls. $0.06 a minute

    65Agent
    JavaScript
  21. #141 · BlinkOps

    Agentic security automation platform built on no-code micro-agents

    65Agent
    API Webhooks OAuth2
  22. #142 · Mews

    The hospitality cloud for modern hotels

    65Agent
    API Webhooks OAuth2
  23. #143 · Runtime

    Sandboxed coding agents for everyone on your team — with guardrails and observability.

    65Agent
  24. #144 · Notch

    Production-ready AI agents for regulated industries

    65Agent
    API Webhooks OAuth2

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.