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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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Showing 24 of 2668 tools.

Ranked tools

  1. #1945 · Quack

    Proactive, agentic AI platform for customer support that aims to identify and resolve customer

    10Agent
  2. #1946 · Take2

    AI agents platform purpose-built for healthcare recruiting that automates hiring from job

    10Agent
  3. #1947 · Tofu (Hiring)

    Tofu is a candidate fraud and deepfake detection platform built for hiring and security teams

    10Agent
  4. #1948 · Tezi

    Max, an autonomous AI recruiter that handles sourcing, screening, and scheduling end to end

    10Agent
  5. #1949 · Terminal Industries

    AI platforms that digitize yard and terminal operations using computer vision

    10Agent
  6. #1950 · Artificial Societies

    Simulate human audiences with networks of AI personas

    10Agent
    OAuth2
  7. #1951 · Ocean

    Agentic email security against AI-powered attacks

    10Agent
    OAuth2
  8. #1952 · Rebolt

    AI software factory for company operations

    10Agent
    OAuth2
  9. #1953 · Observe.AI

    AI intelligence for the contact centre

    10Agent
    API
  10. #1954 · Resemble AI

    Generative voice AI with deepfake detection

    10Agent
    API PythonNode.js +1
  11. #1955 · Continue

    Quality control for your software factory with AI checks on every pull request.

    10Agent
    TypeScript
  12. #1956 · Resolve AI

    AI SRE for complex production environments

    10Agent
  13. #1957 · Tusk

    AI agent that generates unit and integration tests on every pull request

    10Agent
  14. #1958 · Aircapture

    Modular direct air capture delivering atmospheric CO2 as a commodity

    10Agent
  15. #1959 · Zing Coach

    AI personal trainer that builds adaptive workouts and tracks form from your phone

    10Agent
  16. #1960 · Magic Patterns

    AI design tool that turns prompts into production-ready UI for product teams

    10Agent
  17. #1961 · Visily

    AI UI design tool that turns text, sketches, and screenshots into editable mockups

    10Agent
  18. #1962 · Tandem

    AI-native office leasing marketplace and broker

    10Agent
  19. #1963 · Meet-Ting

    CC an AI assistant into email threads to schedule meetings instantly

    10Agent
  20. #1964 · Flank

    Autonomous, embedded AI legal agents that resolve legal and compliance requests in minutes.

    10Agent
  21. #1965 · 1Fort

    AI platform automating commercial insurance placement for brokers

    10Agent
  22. #1966 · Type

    The intelligent AI editor for storytellers and long-form writers

    10Agent
  23. #1967 · Biomatter

    Generative AI for protein and enzyme design across industries

    10Agent
  24. #1968 · Capalo AI

    AI-powered trading and optimization for grid-scale battery storage

    10Agent

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.