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.

#481 · Dubformer

AI dubbing studio for accurate, expressive video localization in 140+ languages

40Agent

API
#482 · Arcads

Create winning AI video ads with 1,000+ AI actors in 35+ languages

40Agent

API
#483 · Trustfull

Real-time AI fraud prevention from digital signals and OSINT

40Agent

API
#484 · Sola Security

AI-driven no-code platform to build custom cybersecurity apps in minutes

40Agent

API
#485 · GetVocal

Governed conversational AI phone agents for regulated enterprises

40Agent

API
#486 · Humanly

AI hiring platform for hourly, frontline and high-volume recruiting

40Agent

API
#487 · The Brief

AI ad agency that creates, launches, and optimizes ads at scale

40Agent

API
#488 · Fullcast

AI-native RevOps platform for planning, territories, and forecasting

40Agent

API
#489 · spektr

AI agents that automate KYC and KYB compliance work across financial services.

40Agent

API
#490 · chatlyn

The AI brain for global hotel operations

40Agent

API
#491 · UptimeAI

AI Expert system for asset and plant performance management

40Agent

API
#492 · SRE.ai

Natural-language AI agents that automate complex enterprise DevOps workflows

40Agent

API
#493 · Informed.IQ

Agentic AI that verifies loans and stops fraud

40Agent

API
#494 · PeakMetrics

Narrative intelligence for the manipulated internet

40Agent

API
#495 · Vizard

Turn long videos into short clips ready to share

40Agent

API
#496 · Automat

AI agents that operate computers like people to replace legacy RPA

40Agent

API
#497 · Unbox Robotics

Swarm-robotics sortation operating system for warehouses and fulfillment

40Agent

API
#498 · Landingi

No-code landing page builder for digital marketers

40Agent

API
#499 · Token Metrics

AI-powered crypto investment research and analytics

40Agent

API
#500 · Kotoba Technologies

Real-time AI simultaneous speech translation and interpretation

40Agent

API
#501 · Deftpower

AI-powered smart EV charging platform for Europe's energy transition

40Agent

API
#502 · Chai AI

Social AI platform for chatting with AI characters

40Agent

API
#503 · Leaping AI

Human-like AI voice agents for companies and call centers

40Agent

API
#504 · allO

The AI-native operating system for restaurants

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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