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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. #577 · Native

    Security-by-design control plane for multi-cloud and AI infrastructure

    40Agent
    API
  2. #578 · imper.ai

    Real-time defense against AI-driven impersonation and deepfake attacks

    40Agent
    API
  3. #579 · Span

    Developer intelligence that tracks engineering time and the ROI of AI code

    40Agent
    API
  4. #580 · Keragon

    No-code, HIPAA-compliant workflow automation built for healthcare

    40Agent
    API
  5. #581 · Knight FinTech

    Banking and lending infrastructure for financial institutions

    40Agent
    API
  6. #582 · Twin

    No-code AI agents that automate complex operational workflows end-to-end

    40Agent
    API
  7. #583 · MIND

    AI-native data loss prevention and insider risk on autopilot

    40Agent
    API
  8. #584 · Clay

    AI-powered sales prospecting and data enrichment.

    40Agent
  9. #585 · Sphere

    AI-native global tax compliance engine for sales tax, VAT and GST

    40Agent
    API
  10. #586 · Variance

    Agentic AI investigators for fraud, risk and compliance

    40Agent
    API
  11. #587 · Fazeshift

    AI agents that automate accounts receivable and finance ops

    40Agent
    API
  12. #588 · 1mind

    AI GTM "Superhumans" with a face and voice that qualify, demo and close deals

    40Agent
    API
  13. #589 · Level3AI

    Enterprise AI agents that automate customer engagement across APAC

    40Agent
    API
  14. #590 · Coverbase

    AI third-party risk and procurement platform for regulated companies

    40Agent
    API
  15. #591 · iKala

    AI-powered marketing, commerce and influencer intelligence

    40Agent
    API
  16. #592 · Spaceflux

    AI-powered space domain awareness from a global optical sensor network

    40Agent
    API
  17. #593 · RunSybil

    AI offensive security that pentests like an elite researcher

    40Agent
    API
  18. #594 · Siro

    Gong for field sales — AI coaching for in-person reps

    40Agent
    API
  19. #595 · allO

    The AI-native operating system for restaurants

    40Agent
    API
  20. #596 · Open

    Unified AI customer support platform that resolves complex L2 and L3 issues

    40Agent
    API
  21. #597 · Darwin AI

    AI governance and agentic workflow platform for government agencies

    40Agent
    API
  22. #598 · Phot.AI

    AI creative automation that scales ecommerce product visuals and ads

    40Agent
    API
  23. #599 · Otter.ai

    AI meeting assistant for notes, summaries, and action items.

    40Agent
  24. #600 · Tarjama

    MENA's Arabic-first enterprise language AI ecosystem, powering Arabic.AI

    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.