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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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Showing 24 of 2662 tools.

Ranked tools

  1. #601 · Panjaya

    AI dubbing that syncs lip and body movement for seamless multilingual video

    40Agent
    API
  2. #602 · Creatify

    Turn product URLs into high-converting AI video ads with avatars at scale

    40Agent
    API
  3. #603 · Celes

    AI demand forecasting and inventory optimization for retailers

    40Agent
    API
  4. #604 · Clarity

    3-in-1 AI customer experience platform with voice-of-customer, AI agents and support automation

    40Agent
    API
  5. #605 · Giga

    Enterprise voice AI agents that handle customer support like humans

    40Agent
    API
  6. #606 · WorkFusion

    AI agents that automate financial crime compliance for the world's largest banks.

    40Agent
    API
  7. #607 · Siena AI

    Empathic autonomous AI customer service agent for commerce brands

    40Agent
    API
  8. #608 · Eloquent AI

    AI Operator automating customer operations for financial services

    40Agent
    API
  9. #609 · Terra Security

    Agentic offensive security platform for continuous AI-driven penetration testing

    40Agent
    API
  10. #610 · PlayerZero

    Autonomous debugging agents that catch and fix code bugs before production

    40Agent
    API
  11. #611 · SRE.ai

    Natural-language AI agents that automate complex enterprise DevOps workflows

    40Agent
    API
  12. #612 · Develop Health

    GenAI medication access: insurance verification and prior authorization, automated

    40Agent
    API
  13. #613 · Paramark

    Generative AI marketing measurement built on incrementality

    40Agent
    API
  14. #614 · Automat

    AI agents that operate computers like people to replace legacy RPA

    40Agent
    API
  15. #615 · HappyRobot

    AI voice agents that automate logistics and freight communications

    40Agent
    API
  16. #616 · Acoru

    Predict and prevent AI-driven fraud and money mules before they strike

    40Agent
    API
  17. #617 · Prime Security

    Agentic product security that reviews designs and code before production

    40Agent
    API
  18. #618 · Kilo Code

    Structured AI coding modes for VS Code — architect, code, and review separately

    40Agent
  19. #619 · Numeric

    AI accounting platform for finance teams

    40Agent
    API Webhooks OAuth2 rest
  20. #620 · Steward

    AI-first AML platform for complex investor onboarding

    40Agent
    API
  21. #621 · Dubformer

    AI dubbing studio for accurate, expressive video localization in 140+ languages

    40Agent
    API
  22. #622 · Amperon

    AI-powered electricity demand and renewable forecasting for the grid

    40Agent
    API
  23. #623 · Digantara

    Space-based surveillance and missile tracking from infrared sensors

    40Agent
    API
  24. #624 · Glif

    AI creative super agent that unifies fragmented generative tools into one interface

    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.