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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Filters
Showing 24 of 2662 tools.
Ranked tools
- 10Agent#1417 · Sense
AI-powered talent engagement and recruiting automation platform that helps companies attract
- 10Agent#1418 · Leena AI
Agentic AI platform that delivers autonomous AI Colleagues for HR, IT, finance, and other
- 10Agent#1419 · SeqOne Genomics
Provides an AI-powered platform for next-generation sequencing analysis and clinical genomic
- 10Agent#1420 · Cheehoo
AI animation platform built to help studios and creators produce animated content faster and
- 10Agent#1421 · Mindy
Email-based AI personal assistant that you interact with simply by sending and CC'ing emails
- 10Agent#1422 · Payman AI
Agentic banking infrastructure that lets AI agents execute real financial transactions
- 10Agent#1423 · Caspian
AI-native customs compliance and global trade advisory platform that automates duty drawback
- 10Agent#1424 · Wrtn
(Wrtn Technologies) is a Seoul-based consumer AI platform that bundles multiple leading large
- 10Agent#1425 · Gensmo
AI fashion agent that reinvents how people discover, style and shop for clothing
- 10Agent#1426 · Rodin
Rodin, by Deemos Technologies, is an AI 3D model generator that produces high-detail 3D assets
- OAuth2
- 10Agent#1428 · EleutherAI
Non-profit open-source AI research lab behind GPT-J, GPT-NeoX, Pythia and The Pile
Python - 10Agent#1429 · Axolotl AI
The community-standard open-source framework for LLM fine-tuning and post-training
Python - Python
- 10Agent#1431 · Onlook
The open-source 'Cursor for designers' — visually edit real React code with AI
OAuth2 - 10Agent#1432 · Black Forest Labs
Frontier AI research lab for visual intelligence, building production-grade image generation and editing models.
API - 10Agent#1433 · Periodic Labs
Creating AI scientists and autonomous laboratories to accelerate scientific discovery, starting with physical sciences.
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- 10Agent#1437 · Boost.ai
Enterprise conversational AI platform that automates customer service and support for highly
- 10Agent#1438 · Delphi
Lets experts and creators build a 'Digital Mind,' an interactive AI clone trained on their
- 10Agent#1439 · Reflect
AI-powered note-taking app designed to mirror the way you think, linking notes into a
- 10Agent#1440 · Tracecat
Open-source, AI-native security automation platform (SOAR) that gives security teams agents
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.