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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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #313 · Nebius

    Full-stack AI cloud with large-scale GPU clusters for training and inference

    50Agent
    API PythonREST API +2
  2. #314 · Kling AI

    Next-generation AI video creation

    50Agent
    API Webhooks
  3. #315 · Sentient

    Open, community-built AGI to take on closed labs

    50Agent
    API pythontypescript
  4. #316 · Cartesia

    Ultra-fast voice AI for real-time applications

    50Agent
    API PythonJavaScript/TypeScript
  5. #317 · Arcee AI

    Domain-adapted small language models and open-weight model platform

    50Agent
    API PythonREST API
  6. #318 · Langfuse

    Open source LLM engineering platform for debugging, analyzing, and iterating on LLM applications

    50Agent
    PythonJavaScript +1
  7. #319 · Krisp

    Voice AI for meetings with #1 noise cancellation, accent AI, translation, and AI note taker.

    50Agent
  8. #320 · LanceDB

    AI-native multimodal lakehouse for vector search, training data, and retrieval.

    50Agent
    PythonTypeScript +3
  9. #321 · SiliconFlow

    One platform for all your AI inference, with 200+ models via one API

    50Agent
    API PythonJavaScript +1
  10. #322 · Taktile

    Blending AI speed with human oversight for financial decisions

    50Agent
    API Python
  11. #323 · Kumo

    Relational foundation model for predictive AI

    50Agent
    MCP API Webhooks OAuth2 python
  12. #324 · Vijil

    Trust infrastructure to make AI agents reliable, secure, and safe

    50Agent
    API Python
  13. #325 · Oumi

    The unconditionally open platform to build, train and deploy custom AI models

    50Agent
    API Python
  14. #326 · Anam

    Real-time interactive AI avatars with sub-200ms latency, founded by Synthesia alumni

    50Agent
    API JavaScriptPython
  15. #327 · Weights & Biases

    The AI developer platform

    50Agent
    API Python
  16. #328 · Moondream

    Tiny open vision-language models that run anywhere, from M87 Labs

    50Agent
    API PythonJavaScript
  17. #329 · Superlog

    AI-native observability that installs itself and ships pull requests to fix the bugs it finds.

    50Agent
    JavaScriptTypeScript
  18. #330 · Zyphra

    Open-science AI lab building efficient multimodal models and the Maia superagent

    50Agent
    API Python
  19. #331 · Chainguard

    Secure, minimal container images for software and AI supply chains

    50Agent
    API OAuth2
  20. #332 · Banana

    Inference hosting for AI teams who ship fast and scale faster.

    50Agent
    python
  21. #333 · Runpod

    The fastest way to deploy and scale AI workloads with on-demand GPUs and serverless infrastructure.

    50Agent
    Python
  22. #334 · Giskard

    Secure AI agents with continuous AI red teaming

    50Agent
    API Python
  23. #335 · Wandelbots

    Software-defined automation for industrial robots

    50Agent
    API PythonTypeScript
  24. #336 · Superblocks

    Enterprise AI app platform with Clark, an agent that builds governed internal apps

    50Agent
    API OAuth2

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.