Skip to main content
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

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #505 · Otera

    Agentic automation platform for complex, knowledge-intensive enterprise processes

    40Agent
    API
  2. #506 · Nametag

    Identity verification built for account protection and deepfake-resistant helpdesk verification

    40Agent
    API
  3. #507 · Bruin

    End-to-end data platform combining ingestion, SQL and Python pipelines and an AI data analyst

    40Agent
    API
  4. #508 · Publora

    One publishing API and MCP server that posts to 10 social platforms

    40Agent
    API
  5. #509 · Bluerails

    Discovery and payment infrastructure so AI agents can find, act on and pay businesses

    40Agent
    API
  6. #510 · Prefactor

    Agent observability and evaluation that scores every production run in real time

    40Agent
    API
  7. #511 · Klariqo

    Voice AI and signed call records for call centers, running inside VICIdial

    40Agent
    API
  8. #512 · Typewise

    Enterprise AI agent platform that resolves customer service tickets end to end

    40Agent
    API
  9. #513 · Beautiful.ai

    AI presentation software with Smart Slides that design themselves

    40Agent
    API
  10. #514 · Ivo

    AI contract review and intelligence for enterprise legal teams

    40Agent
    API
  11. #515 · Sylvera

    Carbon credit ratings and market intelligence powered by AI and geospatial data

    40Agent
    API
  12. #516 · SpotDraft

    AI-powered contract lifecycle management for in-house legal teams

    40Agent
    API
  13. #517 · Bluefish

    Agentic marketing platform to influence how brands appear in AI

    40Agent
    API
  14. #518 · CustomCat

    Print-on-demand fulfillment for ecommerce entrepreneurs

    40Agent
    API
  15. #519 · ZeroEntropy

    High-accuracy retrieval API for LLMs and AI agents

    40Agent
    API
  16. #520 · Ralio

    Trust layer between AI agents and payment rails, with guardrails and audit trails

    40Agent
    API
  17. #521 · Baichuan AI

    Empowering the world with knowledge and professional services through breakthrough language AI.

    40Agent
    API
  18. #522 · Liberate

    Reasoning AI agents that automate insurance sales, service and claims

    40Agent
    API
  19. #523 · Luminance

    Legal-Grade AI agents that automate contract drafting, negotiation and review.

    40Agent
    API
  20. #524 · Lio

    Multi-agent AI system automating enterprise procurement end to end

    40Agent
    API
  21. #525 · GreyLabs AI

    Agentic voice AI for BFSI contact centers and conversation audit

    40Agent
    API
  22. #526 · Second Front Systems

    Game Warden delivers software to classified government environments fast

    40Agent
    API
  23. #527 · Zest AI

    AI-automated credit underwriting for lenders

    40Agent
    API
  24. #528 · Alembic

    Causal AI that ties marketing activity to real revenue impact

    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.