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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #2593 · Meshy

    AI 3D model generator for game dev and creators

    5Agent
    API Webhooks OAuth2 rest
  2. #2594 · Sherpa

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

    5Agent
  3. #2595 · Vapi

    Build, test and deploy voicebots in minutes rather than months

    5Agent
    OAuth2
  4. #2596 · Topline Pro

    AI-powered marketing OS for home service pros

    5Agent
    OAuth2
  5. #2597 · Ontora

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

    5Agent
  6. #2598 · Pallie AI

    Empathic AI companion for wellbeing, delivered through everyday messaging apps.

    5Agent
  7. #2599 · XO Market

    The YouTube of prediction markets: user-generated conviction markets on any event.

    5Agent
  8. #2600 · Kiro

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

    5Agent
  9. #2601 · Mutiny

    AI agent for B2B website personalization and ABM

    5Agent
    API Webhooks OAuth2 restjavascript
  10. #2602 · Origin Financial

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

    5Agent
  11. #2603 · Range

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

    5Agent
  12. #2604 · Reliable Robotics

    Autonomous flight systems for type-certified cargo aircraft.

    5Agent
  13. #2605 · Juno

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

    5Agent
  14. #2606 · Wispr

    Effortless voice dictation powered by AI

    5Agent
  15. #2607 · Cleo AI

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

    5Agent
  16. #2608 · Danelfin

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

    5Agent
  17. #2609 · flowscope

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

    5Agent
  18. #2610 · Boom AI

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

    5Agent
  19. #2611 · Mathpresso (QANDA)

    Democratizing personalized education globally through AI technology.

    5Agent
  20. #2612 · Replika

    AI companion who cares

    5Agent
  21. #2613 · Apptronik

    Building general-purpose humanoid robots to dramatically improve the way humans live and work.

    5Agent
  22. #2614 · Inbolt

    Real-time 3D vision and AI for industrial robot guidance

    5Agent
  23. #2615 · CrushOn AI

    Experience unfiltered, spicy AI character chat with no content restrictions.

    5Agent
  24. #2616 · Imperagen

    Closed-loop, AI-guided enzyme engineering for improved and production-ready enzyme designs.

    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.