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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1825 · Crimson

    AI platform purpose-built for complex litigation and arbitration, designed to act as an AI

    10Agent
  2. #1826 · Gale

    Tech platform that automates business immigration for US employers, starting with the H-1B visa

    10Agent
  3. #1827 · Vesence

    AI agent platform for law firms that reviews documents, emails and projects directly inside

    10Agent
  4. #1828 · Rebel Audio

    AI-native podcast hosting and production platform that radically simplifies creating

    10Agent
  5. #1829 · Songscription

    AI music-transcription platform often called the "Shazam for sheet music." It converts audio

    10Agent
  6. #1830 · Tofu

    AI-powered omnichannel marketing platform that helps B2B teams create, personalize, and

    10Agent
  7. #1831 · Lyzr

    Enterprise agentic AI platform that lets companies build, deploy, and govern autonomous AI

    10Agent
  8. #1832 · Graas

    Singapore-based 'predictive AI for e-commerce' platform that helps online brands grow

    10Agent
  9. #1833 · Doss

    AI-native operations cloud that adds an intelligent inventory and operations layer on top of

    10Agent
  10. #1834 · Comp AI

    Open-source, AI-powered compliance automation platform that helps companies achieve and

    10Agent
  11. #1835 · Ravenna

    AI-native internal service desk built directly inside Slack that automates IT, HR, and

    10Agent
  12. #1836 · Theseus

    GPS-denied navigation for military drones

    10Agent
  13. #1837 · Phonic

    End-to-end speech-to-speech platform for building reliable, lifelike conversational voice

    10Agent
  14. #1838 · Cekura

    (formerly Vocera) is a testing and observability platform for AI voice and chat agents

    10Agent
  15. #1839 · Telli

    Berlin-based platform for AI voice agents that automate high-volume business phone calls, with

    10Agent
  16. #1840 · Wittify.ai

    Saudi conversational-AI startup building Arabic-native AI agents that listen, act, and

    10Agent
  17. #1841 · Kilow

    Saudi digital-health startup offering an Arabic-first, medically supervised weight-management

    10Agent
  18. #1842 · Tobiko Data

    SQLMesh and SQLGlot, modern open-source tools for data transformation that bring virtual data

    10Agent
  19. #1843 · Topo

    Autonomous AI sales development representatives (SDRs) that automate outbound prospecting for

    10Agent
  20. #1844 · Qevlar AI

    Paris-based agentic AI security operations platform that autonomously enriches, correlates

    10Agent
  21. #1845 · Strawberry

    Stockholm-based startup building an agentic AI browser that lets knowledge workers automate

    10Agent
  22. #1846 · Gumloop

    No-code platform for building AI agents and automating workflows using a drag-and-drop visual

    10Agent
  23. #1847 · Tektonic AI

    GenAI agents that automate complex enterprise business operations, starting with sales and

    10Agent
  24. #1848 · Capsule Security

    Provides a runtime trust layer for agentic AI, monitoring and controlling AI agents as they

    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.