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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

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #313 · Kumo

    Relational foundation model for predictive AI

    50Agent
    MCP API Webhooks OAuth2 python
  2. #314 · Zhipu AI

    Chinese foundation model lab behind ChatGLM and GLM-4.

    48Agent
    API PythonGo
  3. #315 · Cerebras Systems

    Wafer-scale AI chips for unprecedented speed

    48Agent
    API PythonNode.js
  4. #316 · Kalshi

    The first US-regulated prediction market exchange

    48Agent
    API
  5. #317 · Tenstorrent

    Tenstorrent provides high-performance AI compute solutions, from cards and workstations to scale-out servers, powered by flexible, open-source IP.

    47Agent
    API Python
  6. #318 · Moonshot AI

    Maker of Kimi — the long-context AI chatbot.

    45Agent
    API pythonjavascript
  7. #319 · Niantic Labs

    Niantic creates real-world augmented reality games and apps that encourage exploration and social interaction.

    45Agent
    UnityC# +2
  8. #320 · Tines

    The intelligent workflow platform to securely scale AI and automation, integrating agents, teams, and tools with speed and control.

    45Agent
  9. #321 · Pecan AI

    Predictive analytics platform with AI-generated SQL models.

    45Agent
  10. #322 · Parloa

    An AI Agent Management Platform that transforms customer conversations into lasting loyalty for contact centers.

    45Agent
  11. #323 · Kyutai

    An open-science AI lab dedicated to building and democratizing Artificial General Intelligence through open research.

    45Agent
    Python
  12. #324 · EliseAI

    Conversational AI assistant for property management and leasing.

    45Agent
  13. #325 · Paradox

    Conversational AI hiring software that automates tasks and streamlines the entire recruitment process.

    45Agent
  14. #326 · Standard AI

    Computer vision for autonomous checkout in physical retail.

    45Agent
  15. #327 · D-ID

    The leading digital human platform for AI-generated video creation and interactive agents.

    45Agent
  16. #328 · Read AI

    Your AI copilot transforming meetings, emails, and messages into summaries, insights, and instant answers.

    45Agent
  17. #329 · Apollo.io

    AI-powered sales engagement platform with 275M+ contacts.

    45Agent
  18. #330 · Cognism

    Premium B2B prospecting data with mobile numbers and intent signals.

    45Agent
  19. #331 · Phaidra

    AI agents for AI factories, optimizing complex power, cooling, and workload management systems to maximize tokens per watt.

    45Agent
  20. #332 · Forethought

    AI for customer support automation

    45Agent
    API
  21. #333 · Dust

    Deploy, orchestrate, and govern fleets of specialized AI agents safely connected to your company's knowledge and tools.

    45Agent
  22. #334 · Liquid AI

    Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.

    45Agent
    Python
  23. #335 · Unify

    Unify brings together Sales, Marketing, Growth, and RevOps under one roof to clarify attribution and streamline outbound strategies.

    45Agent
  24. #336 · Bezi

    Project-aware AI development assistant for Unity game studios

    45Agent
    MCP

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.