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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. #193 · Nillion

    Decentralized 'blind computer' for private data storage and computation

    55Agent
    API
  2. #194 · Unit21

    AI risk infrastructure for fraud and AML

    55Agent
    API
  3. #195 · Lamini

    Enterprise platform for tuning and running custom LLMs

    55Agent
    API
  4. #196 · Synthesia

    AI video creation platform with realistic avatars.

    55Agent
    PythonNode.js
  5. #197 · CopilotKit

    Open-source framework for building in-app AI copilots and agentic UIs

    55Agent
    API
  6. #198 · Casap

    AI automation for payment disputes and first-party fraud

    55Agent
    API
  7. #199 · Synthflow AI

    No-code platform for building human-sounding AI voice agents

    55Agent
    API
  8. #200 · Parasail

    Pay-per-token AI inference supercloud that puts developers in control

    55Agent
    API
  9. #201 · Chalk

    AI data platform delivering real-time context for models and agents

    55Agent
    API
  10. #202 · Bolna

    Voice AI orchestration for Indian-language calling agents

    55Agent
    API
  11. #203 · Cube

    The universal semantic layer for data and AI

    55Agent
    API
  12. #204 · Vana

    Decentralized network for user-owned data to train AI models

    55Agent
    API
  13. #205 · Camb.ai

    Instant AI dubbing and localization in 100+ languages

    55Agent
    API
  14. #206 · OatFi

    API-first embedded credit network for B2B payments

    55Agent
    API
  15. #207 · Guardrails AI

    The AI reliability platform for production GenAI

    55Agent
    API
  16. #208 · Keycard

    Identity and access management built for AI agents

    55Agent
    API
  17. #209 · GPTZero

    AI detection and writing authenticity for educators and organizations

    55Agent
    API
  18. #210 · Synthesized

    AI that automates software testing and test-data generation for the AI era

    55Agent
    API
  19. #211 · Paid

    Results-based billing and monetization infrastructure for AI agents

    55Agent
    API
  20. #212 · Superfiliate

    Affiliate, influencer, and referral marketing platform for DTC brands

    55Agent
    API Webhooks
  21. #213 · TensorZero

    Open-source stack for building industrial-grade LLM applications

    55Agent
    API
  22. #214 · Smallest.ai

    Fast, efficient real-time voice AI models and an agentic platform

    55Agent
    API
  23. #215 · Aiera

    AI platform that unlocks financial research

    55Agent
    API
  24. #216 · Sync Labs

    AI lipsync and visual dubbing for any video

    55Agent
    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: 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.