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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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1993 · Momentum

    AI-powered customer intelligence platform that turns sales calls, emails, and Slack

    10Agent
  2. #1994 · Floworks

    Autonomous AI sales employees that automate the B2B prospecting journey, led by its AI SDR

    10Agent
  3. #1995 · Zania

    Agentic AI platform for enterprise governance, risk, and compliance (GRC) that helps security

    10Agent
  4. Israeli surgical-robotics company building ORYOM, described as the world's first robotic

    10Agent
  5. #1997 · Infravision

    Aerial-robotics systems that string and maintain high-voltage power lines using autonomous

    10Agent
  6. #1998 · ego AI

    A character engine that combines small language models with reinforcement learning to create

    10Agent
  7. #1999 · Muun AI

    Singapore-based industrial intelligence startup whose platform reads data from industrial

    10Agent
  8. #2000 · Accend

    Provides an end-to-end AI platform that helps commercial banks and fintechs underwrite

    10Agent
  9. #2001 · Prosperr.io

    Bengaluru-based fintech building AI-powered tax management infrastructure for both businesses

    10Agent
  10. #2002 · Lelapa AI

    South Africa-based research and product company building speech and language AI for African

    10Agent
  11. #2003 · BoldVoice

    AI-powered accent and speech coaching app that helps non-native English speakers improve

    10Agent
  12. #2004 · TrueFoundry

    Enterprise AI platform that combines an LLM gateway, model deployment, and agent orchestration

    10Agent
  13. #2005 · Credal

    Control plane that lets enterprises connect company data to LLMs and deploy secure AI

    10Agent
  14. #2006 · Aydi

    AI tools for global agriculture, anchored by Orth, an AI agronomy assistant for growers

    10Agent
  15. #2007 · Provision

    AI co-pilots for pre-construction estimating used by general contractors and trade

    10Agent
  16. #2008 · cubic

    AI-native code review platform, sometimes described as Cursor for code review, that catches

    10Agent
  17. #2009 · Sona

    AI-powered workforce management platform built specifically for frontline, shift-based

    10Agent
  18. #2010 · Moonhub

    AI agents for recruiting that help talent teams find and engage high-quality candidates faster

    10Agent
  19. #2011 · Gracia AI

    London-based startup building the first full-stack infrastructure for 4D Gaussian Splatting

    10Agent
  20. #2012 · Tensorlake

    Provides serverless infrastructure for building, deploying, and scaling durable

    10Agent
  21. #2013 · Loop

    Full-stack, verticalized AI platform for logistics and supply chains that ingests

    10Agent
  22. #2014 · Octup

    Real-time AI operations platform built specifically for third-party logistics providers (3PLs)

    10Agent
  23. #2015 · Mentium

    AI-native platform that builds digital workers for freight brokerages and the wider logistics

    10Agent
  24. #2016 · Wrtn

    (Wrtn Technologies) is a Seoul-based consumer AI platform that bundles multiple leading large

    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.