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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. #625 · Hello Patient

    Conversational AI for healthcare's front door across voice, text and chat

    40Agent
    API
  2. #626 · Phonely

    AI receptionist that answers FAQs, routes calls and books appointments

    40Agent
    API
  3. #627 · TraqCheck

    AI agents for recruitment, from sourcing to background verification

    40Agent
    API
  4. #628 · TurboHire

    Agentic AI platform automating enterprise recruitment

    40Agent
    API
  5. #629 · Ribbon

    AI voice interviewer for high-turnover, high-volume hiring

    40Agent
    API
  6. #630 · spektr

    AI agents that automate KYC and KYB compliance work across financial services.

    40Agent
    API
  7. #631 · Federato

    Agentic AI platform for the full insurance policy lifecycle

    40Agent
    API
  8. #632 · Akur8

    Transparent machine-learning insurance pricing and reserving

    40Agent
    API
  9. #633 · Gleen AI

    Hallucination-resistant generative AI customer support agent

    40Agent
    API
  10. #634 · OX Security

    Active ASPM platform securing apps from AI-assisted code to runtime

    40Agent
    API
  11. #635 · UptimeAI

    AI Expert system for asset and plant performance management

    40Agent
    API
  12. #636 · Informed.IQ

    Agentic AI that verifies loans and stops fraud

    40Agent
    API
  13. #637 · PeakMetrics

    Narrative intelligence for the manipulated internet

    40Agent
    API
  14. #638 · VEED

    Browser-based AI video editing for everyone

    40Agent
    API
  15. #639 · CodeIntegrity

    Runtime security guardrails for agentic AI

    40Agent
    API
  16. #640 · TruthScan

    Enterprise AI detection for deepfakes, text, images, and voice

    40Agent
    API
  17. #641 · Higgsfield AI

    Cinematic AI video + image — one chat, 30+ models, zero tool-hopping.

    40Agent
  18. #642 · WideBot

    Arabic-first AI-as-a-Service platform with conversational AI and the AQL LLM

    40Agent
    API
  19. #643 · Nuvo

    AI-powered B2B trade credit and customer onboarding network

    40Agent
    API
  20. #644 · Kotoba Technologies

    Real-time AI simultaneous speech translation and interpretation

    40Agent
    API
  21. #645 · Nanovate

    End-to-end Arabic AI voice and chat agents for MENA businesses

    40Agent
    API
  22. #646 · Deftpower

    AI-powered smart EV charging platform for Europe's energy transition

    40Agent
    API
  23. #647 · Sortium

    Generate textured, optimized, game-ready 3D assets from text

    40Agent
    API
  24. #648 · Newton Research

    Agentic AI analytics for marketing and advertising teams

    40Agent
    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: 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.