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
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- 10Agent#2067 · Sensi.AI
Agentic operating system for senior care that combines continuous audio-based monitoring
- 10Agent#2068 · HOOTL
(Humans Out of the Loop) is an AI-powered platform that automates dental insurance
- 10Agent#2069 · Visalaw.ai
Generative-AI legal research and drafting platform built exclusively for US immigration law
- 10Agent#2070 · Hooky
Artist-first voice AI platform that lets musicians license and monetize official AI models of
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- 10Agent#2072 · Bitpart AI
Provides game developers with pre-trained, AI-driven non-player characters that can hold
- 10Agent#2073 · Sedric AI
Compliance platform built specifically for regulated financial services, powered by the first
- 10Agent#2074 · Persana AI
Prospecting superapp that uses AI agents and multi-source data to automate go-to-market lead
- 10Agent#2075 · Aomni
AI agent platform for revenue teams that automates account research, sales preparation, and
- 10Agent#2076 · etalytics
German deep-tech company that uses AI to optimize energy systems in industry and data centers
- 10Agent#2077 · Antithesis
Autonomous software testing platform built on deterministic simulation testing, which runs
- 10Agent#2078 · Corgea
AI-powered application security platform that automatically scans source code, finds and
- 10Agent#2079 · Moderne
Automates large-scale code refactoring, migration, and modernization across massive enterprise
- 10Agent#2080 · Numra
AI agents for finance operations, led by its AI finance assistant 'Mary' that automates
- 10Agent#2081 · Infinitus Systems
Automates the high-volume, repetitive phone calls that run the back office of US healthcare
- 10Agent#2082 · PlayAI
(formerly PlayHT) is a voice AI platform offering generative text-to-speech models and a
- 10Agent#2083 · Metaplane
Data observability platform that uses machine learning to automatically detect anomalies
- 10Agent#2084 · Coalesce
Data transformation platform purpose-built for Snowflake that combines a visual, column-aware
- 10Agent#2085 · Lumi AI
Agentic enterprise analytics platform that connects to databases, warehouses, and ERP systems
- 10Agent#2086 · Validio
Agentic data management platform that automates data quality, observability, lineage, and
- 10Agent#2087 · Super Teacher
AI-powered tutoring app for elementary school students that delivers conversational
- 10Agent#2088 · Subject
Provides AI-powered digital curriculum and online learning for grades 6-12, combining
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.