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.

Scored

2443

With MCP

Public API

504

OAuth2

Avg score

21.7

✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filters

Showing 24 of 2443 tools.

#385 · VEED

Browser-based AI video editing for everyone

40Agent

API
#386 · Serval

Dual AI agents that automate enterprise IT service management safely

40Agent

API
#387 · Mytra

3D robotic operating system for supply chain and warehouse storage

40Agent

API
#388 · Profound

AI search visibility platform for Answer Engine Optimization across ChatGPT and Perplexity

40Agent

API
#389 · Einride

Autonomous, electric freight powered by the Saga planning platform

40Agent

API
#390 · Luminance

Legal-Grade AI agents that automate contract drafting, negotiation and review.

40Agent

API
#391 · ShengShu Technology

Multimodal AI video generation with the Vidu model

40Agent

API
#392 · Sentra

Cloud-native data security for the AI era

40Agent

API
#393 · SpotDraft

AI-powered contract lifecycle management for in-house legal teams

40Agent

API
#394 · Duve

AI-driven guest experience platform for hotels

40Agent

API
#395 · Sweet Security

Unified runtime CNAPP for cloud and AI security

40Agent

API
#396 · Exaforce

Agentic SOC platform for real-time threat detection and response

40Agent

API
#397 · Liberate

Reasoning AI agents that automate insurance sales, service and claims

40Agent

API
#398 · WindBorne Systems

AI weather forecasting powered by the world's largest balloon constellation

40Agent

API
#399 · Second Front Systems

Game Warden delivers software to classified government environments fast

40Agent

API
#400 · RunSybil

AI offensive security that pentests like an elite researcher

40Agent

API
#401 · HockeyStack

GTM intelligence and attribution that turns revenue data into action

40Agent

API
#402 · Polimorphic

AI platform for local government service delivery and 311 citizen services

40Agent

API
#403 · Kognitos

Neurosymbolic agentic automation that runs business operations in plain English

40Agent

API
#404 · Quibim

AI-powered imaging biomarkers for precision medicine

40Agent

API
#405 · Gradient AI

AI risk analytics for underwriting and claims in insurance

40Agent

API
#406 · Resistant AI

AI-native fraud detection for documents and transactions, built to fight financial crime

40Agent

API
#407 · Lio

Multi-agent AI system automating enterprise procurement end to end

40Agent

API
#408 · Xoople

Building Earth's system of record for the agentic AI era

40Agent

API

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.

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