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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #625 · LALAL.AI

    AI-powered vocal remover and instrumental isolator for audio and video files.

    35Agent
  2. #626 · G42

    G42 is an Abu Dhabi-born AI and cloud computing company building globally to push AI to do more for everyone.

    35Agent
  3. #627 · Locus

    Achieve exceptional profitability and delivery excellence with AI-driven logistics solutions for seamless omnichannel fulfillment.

    35Agent
  4. Superpowering off-highway autonomy programs with streamlined, software-first solutions for any machine in any environment.

    35Agent
  5. #629 · Latent Labs

    Building frontier generative AI models that capture the fundamentals of biology to make biology programmable.

    35Agent
  6. Frontier AI for the life sciences, enabling scientists to understand, imagine, and create proteins.

    35Agent
  7. #631 · Kindo

    The only On-Prem, AI-Native Agent Harness for Enterprises, designed for technical operations.

    35Agent
  8. #632 · Translated

    Professional language solutions for your business, crafted by experts, powered by technology, and delivered efficiently.

    35Agent
  9. #633 · ScrapingBee

    The best web scraping API to avoid getting blocked, handling headless browsers, rotating proxies, and offering AI-powered data extraction.

    35Agent
  10. #634 · AKOOL

    Turn ideas into reality with a premium Gen AI video suite for marketing, training, and communication.

    35Agent
  11. #635 · Hi Marley

    The insurance ecosystem communicates with clarity, speed, and ease through intelligent messaging.

    35Agent
  12. #636 · Dropzone AI

    AI Agents for Alert Triage & Threat Hunting, enabling your SOC to operate at machine scale.

    35Agent
  13. #637 · Vendr

    Don't overpay for software. Get real market pricing and negotiation execution built on $15B+ in verified spend data.

    35Agent
  14. #638 · SOUNDRAW

    The safest AI music generator for creators and artists, offering 100% copyright-safe, royalty-free beats.

    35Agent
  15. #639 · Rows

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

    35Agent
  16. #640 · Vibrant Planet

    A platform for wildfire and landscape resilience, providing data-driven decision support for safer communities and prepared utilities.

    35Agent
  17. #641 · Rocket

    Rocket is the world's first Vibe Solutioning platform, helping you research, build, and track market dynamics to win after you launch.

    35Agent
  18. #642 · Smartling

    AI translation and localization platform

    35Agent
    API Webhooks OAuth2 javapython +2
  19. #643 · Hummingbird

    The only AI-powered platform that delivers automation at every step of unified risk and compliance operations.

    35Agent
  20. #644 · Pylon

    Pylon is an AI-native B2B support platform that unifies every channel and automates resolution for complex customer issues.

    35Agent
  21. #645 · Promptchan

    Generate your perfect AI girlfriend with advanced chat, video, and image creation in any style.

    35Agent
  22. #646 · Salv

    The fincrime platform with intelligence sharing built-in to detect money laundering, exchange intelligence, and stop fraud more effectively.

    35Agent
  23. #647 · Limina AI

    Turn your most restricted data into a valuable asset by identifying, redacting, and replacing PII with contextual understanding.

    35Agent
  24. #648 · Vendavo

    AI commercial excellence platform for B2B pricing and selling.

    35Agent

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

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.