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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #793 · Synthesys

    Generate engaging AI videos with realistic voices and avatars, offering a complete AI content suite for scalable content creation.

    35Agent
  2. #794 · HUMAIN

    We build the entire AI stack: data centers, cloud, models, and applications, providing end-to-end AI solutions.

    35Agent
  3. Shaping the future of work with AI by advancing enterprise intelligence through human-centered and scalable solutions.

    35Agent
  4. #796 · Salv

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

    35Agent
  5. #797 · Allganize Inc.

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

    35Agent
  6. #798 · Latent Labs

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

    35Agent
  7. #799 · Rask AI

    AI-powered platform to translate, dub, and repurpose videos into 130+ languages

    35Agent
  8. #800 · Distyl AI

    Rearchitecting entire industries for frontier technologies with production AI systems that deliver measurable impact in weeks.

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

    35Agent
  10. #802 · Fini

    AI Agents to Supercharge Your User Acquisition for iOS Apps.

    35Agent
  11. #803 · G42

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

    35Agent
  12. #804 · StepFun

    StepFun offers a suite of AI tools including knowledge base Q&A, image creation, and advanced multimodal reasoning models.

    35Agent
  13. #805 · Tempus

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

    35Agent
  14. #806 · CLOVA

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

    35Agent
  15. #807 · Manus

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

    35Agent
  16. #808 · Modular

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

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

    35Agent
  18. #810 · K Health

    K Health's AI Physician Mode integrates with top health systems to provide superior primary care with 24/7 access.

    35Agent
  19. #811 · LALAL.AI

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

    35Agent
  20. #812 · EVA AI

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

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

    35Agent
  22. #814 · Kindo

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

    35Agent
  23. #815 · AKOOL

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

    35Agent
  24. #816 · Dropzone AI

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

    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.