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.
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Showing 24 of 2662 tools.
Ranked tools
- 10Agent#1441 · Baya Systems
Chip-technology company building modular interconnect and chiplet fabric IP that helps
- 10Agent#1442 · VSORA
French semiconductor company building ultra-high-performance AI inference chips for data
- 10Agent#1443 · Octup
Real-time AI operations platform built specifically for third-party logistics providers (3PLs)
- 10Agent#1444 · Parspec
AI-native software platform that helps construction product distributors and sales agents bid
- 10Agent#1445 · Liner
Seoul-based AI search company building a trustworthy answer engine for students, researchers
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- 10Agent#1447 · NeuBird
Hawkeye, an agentic AI SRE that autonomously diagnoses and resolves production issues
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- 10Agent#1452 · X Square Robot
Embodied-AI startup building robot foundation models for general robots
- 10Agent#1453 · 80 Acres Farms
AI- and robotics-enabled vertical indoor farms growing fresh produce year-round
- 10Agent#1454 · Spirit AI
Embodied-intelligence foundation models for general-purpose humanoid robots
- 10Agent#1455 · Recursive Superintelligence
Building AI systems that continuously improve themselves
- 10Agent#1456 · Aquant
AI platform for service and field-service support, helping teams diagnose, troubleshoot and
- 10Agent#1457 · Take2
AI agents platform purpose-built for healthcare recruiting that automates hiring from job
- 10Agent#1458 · Tezi
Max, an autonomous AI recruiter that handles sourcing, screening, and scheduling end to end
- 10Agent#1459 · Deepull
Barcelona medical diagnostics company developing UllCORE, a rapid direct-from-blood
- 10Agent#1460 · Topview
Singapore-based AI content platform that uses proprietary AI and digital human technology to
- 10Agent#1461 · Tensorlake
Provides serverless infrastructure for building, deploying, and scaling durable
- 10Agent#1462 · Terminal Industries
AI platforms that digitize yard and terminal operations using computer vision
- 10Agent#1463 · Sand AI
Chinese generative video company behind MAGI, an autoregressive video generation model
- 10Agent#1464 · Toolpath
Applied-AI CAM and estimating platform for machine shops that automates the most repetitive
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.