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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2680 tools.

Ranked tools

  1. #2593 · Vapi

    Build, test and deploy voicebots in minutes rather than months

    5Agent
    OAuth2
  2. #2594 · Limitless

    Limitless, a pioneer in AI-enabled wearables and personal superintelligence, has been acquired by Meta to advance their shared vision.

    5Agent
  3. #2595 · Sherpa

    Autonomous conversion rate optimization that watches sessions, ships A/B tests, and lifts signups.

    5Agent
  4. #2596 · Ontora

    AI agents that interview every employee to map how work actually gets done.

    5Agent
  5. #2597 · Tripo AI

    3D generation platform that turns text and images into production-ready 3D assets in seconds

    5Agent
  6. #2598 · Datost

    The proactive AI data analyst

    5Agent
  7. #2599 · Parrot

    AI-native operating system for auto shops

    5Agent
  8. #2600 · Rudus

    AI Takeoffs for Concrete

    5Agent
  9. #2601 · Kiro

    Amazon's spec-driven AI IDE — build with PRDs, not prompts

    5Agent
  10. #2602 · tl;dv

    AI meeting notetaker for Zoom, Google Meet, and Teams

    5Agent
  11. #2603 · Origin Financial

    All-in-one financial platform combining planning, investing, and money management.

    5Agent
  12. #2604 · Range

    AI-powered wealth management for high-earning households, flat-fee with human advisors.

    5Agent
  13. #2605 · PLAN0 AI

    AI powered construction cost estimation & analytics

    5Agent
  14. #2606 · Standard Signal

    Hedge fund where AI researches and executes every trade

    5Agent
  15. #2607 · Higharc

    AI-powered connected homebuilding platform

    5Agent
    API rest
  16. #2608 · Juno

    AI tax prep platform for SMB accounting firms that automates 90% of data entry across tax returns.

    5Agent
  17. #2609 · Drafted

    Design your home instantly with AI

    5Agent
  18. #2610 · Cleo AI

    Sassy AI chatbot that nags, roasts, and coaches you into better money habits.

    5Agent
  19. #2611 · Reliable Robotics

    Autonomous flight systems for type-certified cargo aircraft.

    5Agent
  20. #2612 · HrdWyr

    Bengaluru fabless semiconductor startup building AI-native chips for Physical AI and edge computing.

    5Agent
  21. #2613 · Danelfin

    AI stock selection platform that beat the S&P 500 by 74 percentage points since 2017.

    5Agent
  22. #2614 · flowscope

    AI-native consulting that maps and automates business processes in days, not months.

    5Agent
  23. #2615 · Boom AI

    AI agents that recover lost e-commerce revenue through personalized real-time conversations.

    5Agent
  24. #2616 · Replika

    AI companion who cares

    5Agent

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.