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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #289 · Seamless.AI

    AI-powered sales leads and B2B contact data in real time

    50Agent
    API OAuth2
  2. #290 · TestDriver.ai

    AI QA agent that builds and runs end-to-end UI tests

    50Agent
    API CLIJavaScript/Node
  3. #291 · Langfuse

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

    50Agent
    PythonJavaScript +1
  4. #292 · Anyscale

    Production-scale AI infrastructure powered by Ray for distributed training, data curation, and batch inference.

    50Agent
    Python
  5. #293 · ByteDance

    Chinese tech giant behind TikTok, CapCut, Doubao, and Seedance AI models

    50Agent
    API OAuth2
  6. #294 · Devs.ai

    Enterprise platform to build governed AI apps on your data

    50Agent
    API OAuth2
  7. #295 · Banana

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

    50Agent
    python
  8. #296 · Refact.ai

    Self-hosted AI coding assistant — run on your own infra, own your data

    50Agent
    Python
  9. #297 · ZenML

    The AI Control Plane for unifying ML and GenAI workflows across your fragmented stack.

    50Agent
    Python
  10. #298 · Comet

    The AI Developer Platform for building, debugging, and deploying reliable AI agents.

    50Agent
  11. #299 · Domyn

    The agentic AI platform for regulated enterprises, offering full control over models, data, and infrastructure.

    50Agent
  12. #300 · MOSTLY AI

    Unlock the power of data with a platform for secure access, high-quality synthetic data generation, and seamless data analysis.

    50Agent
    Python
  13. #301 · Convai

    Craft and deploy spatially 3D-aware conversational AI characters for virtual worlds and immersive experiences.

    50Agent
  14. #302 · Sanas

    The real-time speech AI platform making conversations clear, natural, and scalable for the modern world.

    50Agent
  15. #303 · Modal

    High-performance AI infrastructure with sub-second cold starts and instant autoscaling.

    50Agent
    PythonJavaScript +1
  16. #304 · Lorikeet

    The AI Customer Concierge for complex companies, resolving customer problems end-to-end across their lifecycle.

    50Agent
  17. #305 · Substrate

    The platform for agentic AI, providing infrastructure for intelligent software with elegant abstractions and high-performance components.

    50Agent
    PythonTypeScript
  18. #306 · Luma AI

    Dream Machine — the world's most realistic AI video

    50Agent
    API Python
  19. #307 · Cartesia

    Ultra-fast voice AI for real-time applications

    50Agent
    API PythonJavaScript/TypeScript
  20. #308 · Sentient

    Open, community-built AGI to take on closed labs

    50Agent
    API pythontypescript
  21. #309 · JetBrains AI Assistant

    AI inside IntelliJ, PyCharm, WebStorm — code without leaving your JetBrains IDE

    50Agent
    KotlinJava
  22. #310 · Weights & Biases

    The AI developer platform

    50Agent
    API Python
  23. #311 · Cresta

    Generative AI for the contact center

    50Agent
    API
  24. #312 · Krisp

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

    50Agent

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.