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
- 50Agent#361 · FuriosaAI
Powerfully efficient AI inference for enterprise and cloud with high-performance LLM and multimodal deployment capabilities.
Python - 50Agent#362 · Comet
The AI Developer Platform for building, debugging, and deploying reliable AI agents.
- 50Agent#363 · Anchor
Secure infrastructure for computer-use agents to automate any web task faster, cheaper, and more reliably.
Python - 50Agent#364 · Lorikeet
The AI Customer Concierge for complex companies, resolving customer problems end-to-end across their lifecycle.
- 50Agent#365 · Substrate
The platform for agentic AI, providing infrastructure for intelligent software with elegant abstractions and high-performance components.
PythonTypeScript - 49Agent#366 · Rev
#1 speech-to-text service for lawyers and beyond, combining human and AI transcription.
API Webhooks rubypython +1 - API PythonGo
- API
- API PythonNode.js
- API Webhooks
- 47Agent#371 · Tenstorrent
Tenstorrent provides high-performance AI compute solutions, from cards and workstations to scale-out servers, powered by flexible, open-source IP.
API Python - API pythonjavascript
- 45Agent#373 · Rebellions
Rebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.
Python - 45Agent#374 · n8n
Open-source, fair-code workflow automation platform with native AI agent building blocks.
- 45Agent#375 · Liquid AI
Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.
Python - 45Agent#376 · Niantic Labs
Niantic creates real-world augmented reality games and apps that encourage exploration and social interaction.
UnityC# +2 - 45Agent#377 · Anterior
Clinician-led AI platform that automates prior authorization and clinical administrative work for health plans.
- 45Agent#378 · Dust
Deploy, orchestrate, and govern fleets of specialized AI agents safely connected to your company's knowledge and tools.
- 45Agent#379 · Tines
The intelligent workflow platform to securely scale AI and automation, integrating agents, teams, and tools with speed and control.
- API Webhooks OAuth2 pythontypescript
- 45Agent#381 · Paradox
Conversational AI hiring software that automates tasks and streamlines the entire recruitment process.
- 45Agent#382 · Parloa
An AI Agent Management Platform that transforms customer conversations into lasting loyalty for contact centers.
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- API Python
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.