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. #169 · Qdrant

    High-performance vector search engine built in Rust for production-grade AI retrieval.

    60Agent
    PythonTypeScript +4
  2. #170 · Gemini CLI

    Google's free open-source terminal AI coding agent — 1M tokens, no cost

    60Agent
    MCP API OAuth2 typescript
  3. #171 · Persona

    Persona provides flexible and secure identity verification solutions for businesses to verify real people and real businesses online.

    60Agent
    JavaScriptiOS +3
  4. #172 · Replicate

    Run AI models in the cloud

    60Agent
    API PythonJavaScript
  5. #173 · Factory

    The only software development agents that work everywhere you do, from IDE to CI/CD.

    60Agent
    CLI
  6. #174 · Arize AI

    The AI & Agent Engineering Platform for development, observability, and evaluation of LLM applications.

    60Agent
    Python
  7. #175 · Retell AI

    Hire your AI call center for sales, support, and appointment scheduling

    60Agent
    JavaScriptPython
  8. #176 · Aider

    AI pair programming in your terminal that edits your codebase and commits changes via Git.

    60Agent
    Python
  9. Snap Inc's advertising platform to reach Gen Z and Millennials on Snapchat

    60Agent
    API OAuth2 Marketing API
  10. #178 · Skyfire

    The Agentic Commerce Platform for AI payments and identity verification.

    60Agent
  11. #179 · Vellum

    An AI Assistant that adapts to how you work, acts before you ask, and is entirely yours to customize.

    60Agent
    CLI
  12. #180 · Browserbase

    Browserbase makes the web as reliable and programmable as APIs for your AI agents.

    60Agent
    Python (Stagehand SDK)
  13. #181 · Picovoice

    The only all-in-one on-device voice AI platform already deployed at scale for enterprises.

    60Agent
    PythonNode.js +9
  14. #182 · MOSTLY AI

    Unlock the power of data with a platform for secure access, high-quality synthetic data generation, and seamless data analysis.

    60Agent
    Python
  15. #183 · Algolia

    The AI search and retrieval platform for agentic, generative, and traditional search experiences.

    60Agent
    JavaScriptSwift +8
  16. #184 · Vercel AI SDK

    A unified TypeScript SDK for building AI apps with modern streaming, fallbacks, and multi-model support.

    60Agent
    TypeScriptJavaScript
  17. #185 · Cursor

    The AI code editor built for productive engineers.

    59Agent
    MCP API OAuth2
  18. #186 · Dash0

    AI-native observability platform built on OpenTelemetry

    57Agent
    MCP API javascript
  19. #187 · Ara

    Voice-first computer use for Mac that lives in your notch.

    57Agent
    MCP API
  20. #188 · Inworld AI

    The #1 ranked, most natural voice AI for production-grade applications.

    57Agent
    MCP API typescript
  21. #189 · Confident AI

    DeepEval-powered LLM evaluation and observability

    56Agent
    MCP API python
  22. #190 · Lemma

    Reliability platform that catches AI agent regressions and auto-optimizes prompts in production.

    56Agent
    MCP API Webhooks
  23. #191 · Anyscale

    Production-scale AI infrastructure powered by Ray for distributed training, data curation, and batch inference.

    55Agent
    Python
  24. #192 · Anduril Drones

    Autonomous defense drones and counter-UAS systems.

    55Agent
    API C++Python

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.