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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #529 · Open

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

    40Agent
    API
  2. #530 · Darwin AI

    AI governance and agentic workflow platform for government agencies

    40Agent
    API
  3. #531 · Phot.AI

    AI creative automation that scales ecommerce product visuals and ads

    40Agent
    API
  4. #532 · Onehouse

    Fully managed universal data lakehouse built on Apache Hudi, Iceberg and Delta Lake

    40Agent
    API
  5. #533 · Cognee

    Open-source memory engine that turns scattered data into a knowledge graph for AI agents

    40Agent
    API
  6. #534 · Kilo Code

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

    40Agent
  7. #535 · Tarjama

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

    40Agent
    API
  8. #536 · Panjaya

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

    40Agent
    API
  9. #537 · Creatify

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

    40Agent
    API
  10. #538 · Celes

    AI demand forecasting and inventory optimization for retailers

    40Agent
    API
  11. #539 · Clarity

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

    40Agent
    API
  12. #540 · Giga

    Enterprise voice AI agents that handle customer support like humans

    40Agent
    API
  13. #541 · WorkFusion

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

    40Agent
    API
  14. #542 · Siena AI

    Empathic autonomous AI customer service agent for commerce brands

    40Agent
    API
  15. #543 · Eloquent AI

    AI Operator automating customer operations for financial services

    40Agent
    API
  16. #544 · Terra Security

    Agentic offensive security platform for continuous AI-driven penetration testing

    40Agent
    API
  17. #545 · PlayerZero

    Autonomous debugging agents that catch and fix code bugs before production

    40Agent
    API
  18. #546 · SRE.ai

    Natural-language AI agents that automate complex enterprise DevOps workflows

    40Agent
    API
  19. #547 · Develop Health

    GenAI medication access: insurance verification and prior authorization, automated

    40Agent
    API
  20. #548 · Paramark

    Generative AI marketing measurement built on incrementality

    40Agent
    API
  21. #549 · Automat

    AI agents that operate computers like people to replace legacy RPA

    40Agent
    API
  22. #550 · HappyRobot

    AI voice agents that automate logistics and freight communications

    40Agent
    API
  23. #551 · Acoru

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

    40Agent
    API
  24. #552 · Prime Security

    Agentic product security that reviews designs and code before production

    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.