Skip to main content
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. #2473 · Reducto

    AI document parsing & extraction software that unlocks data from complex documents with high accuracy.

    10Agent
  2. #2474 · Heidi AI

    Your AI Care Partner for Modern Clinical Practice, supporting clinicians from documentation to decisions and follow-up.

    10Agent
  3. #2475 · Insider One

    The leading Agentic Customer Engagement Platform for continuous AI decisioning and autonomous end-to-end engagement.

    10Agent
  4. #2476 · Domyn

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

    10Agent
  5. #2477 · Maven AGI

    Enterprise AI agent platform for customer experience that delivers exceptional service at every touchpoint.

    10Agent
  6. #2478 · Cyera

    AI-Native Data Security for Cloud, SaaS, On-Prem, and AI environments.

    10Agent
  7. #2479 · Reach Security

    Proactively identify and remediate security control misconfigurations to close gaps faster than AI-powered attacks.

    10Agent
  8. #2480 · Prophet Security

    Empower your SOC with a fleet of autonomous AI agents that accelerates Tier 1, Tier 2, and Tier 3 tasks.

    10Agent
  9. #2481 · Credo AI

    One platform to discover, assess, and govern every AI agent, model, and application — continuously and in context.

    10Agent
  10. #2482 · Replo

    Go from product to store to sale—all with one AI-powered solution for e-commerce.

    10Agent
  11. #2483 · Anomalo

    The autonomous data system for the agentic enterprise, enabling self-driving data through AI-powered monitoring, investigation, and reporting.

    10Agent
  12. #2484 · Polycam

    AI reality capture for professionals across any device, for any user, and any project.

    10Agent
  13. #2485 · Tripo

    Generate production-ready 3D models from text, images, or sketches in seconds with AI-powered tools.

    10Agent
  14. #2486 · Fliki

    Transform text into stunning videos with lifelike AI voices and dynamic AI video clips.

    10Agent
  15. #2487 · Equals

    Equals is the first new spreadsheet in 20 years, engineered for AI and designed for trust.

    10Agent
  16. #2488 · Rows

    The spreadsheet where data comes to life, with built-in integrations and AI for powerful analysis.

    10Agent
  17. #2489 · Karat

    The world's leader in technical interviewing, transforming organizations for the Human + AI era.

    10Agent
  18. #2490 · Brisk Teaching

    AI education platform helping teachers create materials, give feedback, and adapt instruction within Google and Microsoft tools.

    10Agent
  19. #2491 · Nosto

    AI-powered ecommerce personalization, search, and merchandising solutions to drive sales and foster loyalty.

    10Agent
  20. #2492 · Soulkyn

    Create and chat with uncensored AI companions for roleplay and romance

    10Agent
  21. #2493 · RolePlai

    AI social network with millions of characters for chat and roleplay

    10Agent
  22. #2494 · Tipsy Chat

    Free uncensored AI roleplay chat with video and no-filter characters

    10Agent
  23. #2495 · Hosa AI

    AI companion for everyday chat and social-skills practice

    10Agent
  24. #2496 · HeyGF

    AI girlfriend companions with custom photos, voice and unlimited chat

    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.