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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. #193 · DeepInfra

    High-throughput, low-cost AI inference cloud

    55Agent
    API
  2. #194 · Contextual AI

    Build specialized RAG agents for the enterprise

    55Agent
    API
  3. #195 · OpenRouter

    A unified API gateway to 400+ LLMs across 60+ providers

    55Agent
    API
  4. #196 · Omni

    The AI-powered BI and semantic layer for the modern data stack

    55Agent
    API
  5. #197 · Agora

    Full-stack platform for stablecoin infrastructure

    55Agent
    API
  6. #198 · Runware

    One API for fast generative AI inference

    55Agent
    MCP API Webhooks OAuth2 pythonjavascript +1
  7. #199 · Parasail

    Pay-per-token AI inference supercloud that puts developers in control

    55Agent
    API
  8. #200 · Auterion

    Software-defined autonomy and AI for drone swarms across air, land and sea

    55Agent
    API
  9. #201 · Quantum Machines

    The control layer powering the world's quantum computers

    55Agent
    API
  10. #202 · PixVerse

    AI video generation from text, images, and one-click cinematic creation

    55Agent
    API
  11. #203 · Prime Intellect

    The open superintelligence stack for distributed, decentralized AI training

    55Agent
    API
  12. #204 · nexos.ai

    Enterprise AI orchestration platform unifying models, agents, and governance

    55Agent
    API
  13. #205 · Inferact

    Commercial inference engine from the creators of vLLM

    55Agent
    API
  14. #206 · Story Protocol

    Programmable IP blockchain for tracking and monetizing AI-era content

    55Agent
    API
  15. #207 · Jen

    Ethically trained, high-fidelity AI music generation with an API

    55Agent
    API
  16. #208 · Paid

    Results-based billing and monetization infrastructure for AI agents

    55Agent
    API
  17. #209 · Sifflet

    AI-ready data observability platform to monitor pipelines, quality, and lineage end to end

    55Agent
    API
  18. #210 · ThoughtData

    Unified AIOps observability with root-cause analysis and remediation

    55Agent
    API Webhooks
  19. #211 · Anrok

    AI-native sales tax compliance platform for software companies

    55Agent
    API
  20. #212 · Music AI

    Ethical AI audio platform and APIs behind the Moises music app, used by 50M+ creators

    55Agent
    API
  21. #213 · Observe

    AI-native observability platform built on a data lake to replace Splunk and Datadog

    55Agent
    API
  22. #214 · Union.ai

    AI development infrastructure for durable, production-grade ML and agent workflows

    55Agent
    API
  23. #215 · GitGuardian

    Secrets detection and non-human identity security platform

    55Agent
    API
  24. #216 · io.net

    Decentralized GPU cloud network aggregating compute for AI and ML workloads

    55Agent
    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.