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 2668 tools.
Ranked tools
- 35Agent#817 · Sardine
The top agentic risk platform for real-time fraud prevention, AML compliance, and AI-driven attack protection.
- 35Agent#818 · SOUNDRAW
The safest AI music generator for creators and artists, offering 100% copyright-safe, royalty-free beats.
- 35Agent#819 · Vibrant Planet
A platform for wildfire and landscape resilience, providing data-driven decision support for safer communities and prepared utilities.
- 35Agent#820 · Sanas
The real-time speech AI platform making conversations clear, natural, and scalable for the modern world.
- 35Agent#821 · Rocket
Rocket is the world's first Vibe Solutioning platform, helping you research, build, and track market dynamics to win after you launch.
- 35Agent#822 · Promptchan
Generate your perfect AI girlfriend with advanced chat, video, and image creation in any style.
- 35Agent#823 · Hummingbird
The only AI-powered platform that delivers automation at every step of unified risk and compliance operations.
- 35Agent#824 · Pylon
Pylon is an AI-native B2B support platform that unifies every channel and automates resolution for complex customer issues.
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- 35Agent#826 · Limina AI
Turn your most restricted data into a valuable asset by identifying, redacting, and replacing PII with contextual understanding.
- 35Agent#827 · Stable Audio
Generate high-quality music and sound effects with AI for commercial use.
- 35Agent#828 · Glass Health
AI-powered ambient scribing and clinical decision support for healthcare professionals.
- 35Agent#829 · Keyfactor
Keyfactor provides trust infrastructure for AI and machines, securing digital identities and cryptography in the AI and quantum era.
- 35Agent#830 · Socure
AI-native trust infrastructure for identity, risk, compliance, age, and workforce verification.
- API
- 32Agent#832 · OpenHands
Open-source AI software agents that plan, write, and ship code across entire codebases.
MCP Webhooks - 32Agent
Reactive collaborative robots for warehouses and hospitals
- 30Agent#834 · Datafold
Automate data engineering with AI-powered migrations, optimization, and development.
MCP -
- MCP
- 28Agent#837 · Klarity
Klarity builds your Organizational Context Graph™, the living foundation that AI agents and your team need to make better decisions, faster.
MCP - API CUDA-Q
- 25Agent#839 · Modal
High-performance AI infrastructure with sub-second cold starts and instant autoscaling.
API python - MCP
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.