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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #793 · Tempus

    Tempus is an AI-powered precision medicine company transforming healthcare through data-driven insights and genomic testing.

    35Agent
  2. #794 · CLOVA

    NAVER's proprietary large language model, HyperCLOVA X, offers powerful capabilities to solve complex business challenges.

    35Agent
  3. #795 · Manus

    Manus brings AI to businesses worldwide, offering less structure and more intelligence for various tasks.

    35Agent
  4. #796 · Modular

    A unified AI inference platform for high-performance, portable compute, enabling full optimisations from GPU kernel to API endpoint.

    35Agent
  5. Accelerate the development of agentic workflows with high-quality, domain-specific synthetic data.

    35Agent
  6. #798 · LALAL.AI

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

    35Agent
  7. #799 · Mad Street Den

    The only AI stack you will ever need, delivering obsessively on enterprise business outcomes.

    35Agent
  8. #800 · EVA AI

    Workforce Decision Intelligence Platform for faster, fairer, and auditable hiring, mobility, and skills decisions at scale.

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

    35Agent
  10. #802 · Kindo

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

    35Agent
  11. #803 · ScrapingBee

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

    35Agent
  12. #804 · AKOOL

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

    35Agent
  13. #805 · Dropzone AI

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

    35Agent
  14. #806 · Vendr

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

    35Agent
  15. #807 · SOUNDRAW

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

    35Agent
  16. #808 · Rows

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

    35Agent
  17. #809 · Vibrant Planet

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

    35Agent
  18. #810 · Rocket

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

    35Agent
  19. #811 · Promptchan

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

    35Agent
  20. #812 · Hummingbird

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

    35Agent
  21. #813 · Pylon

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

    35Agent
  22. #814 · SoulGen

    All-in-one AI video generator with motion, sound, and talking characters.

    35Agent
  23. #815 · Allganize Inc.

    Deploy AI with total data sovereignty, automating workflows and turning your complex, proprietary data into a competitive advantage.

    35Agent
  24. #816 · Limina AI

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

    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: 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.