Stop guessing if your MCP server works

AgentJury tests AI tools the way agents actually use them — with fuzzy inputs, weird edge cases, and no hand-holding. See which tools pass and which break.

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How it works

1

Tool goes into a sandbox

Isolated Docker container. No internet access. Resource-limited. Your tool runs exactly like it would in production, minus the ability to phone home.

2

Five test agents hammer it

Security fuzzing, 100-call reliability runs, "can an agent figure this out" tests, and cross-framework compatibility checks. All automated, all recorded.

3

You get data, not opinions

Test results with evidence. Failure modes. Compatibility matrix. Every score links to the logs that produced it. No hand-waving.

Recently tested

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FastAPI MCP

MCP
6.1

Automatic MCP server generator for FastAPI applications — converts FastAPI endpoints to MCP tools for LLM integration.

fastapipythonframework

@antv/mcp-server-chart

MCP
6.0

A Model Context Protocol server for generating charts using AntV. This is a TypeScript-based MCP server that provides chart generation capabilities. It allows you to create various types of charts through MCP tools.

chrome-devtools-mcp

MCP
5.9

MCP server for Chrome DevTools

exa-mcp-server

MCP
5.5

A Model Context Protocol server with Exa for web search and web crawling. Provides real-time web searches with configurable tool selection, allowing users to enable or disable specific search capabilities. Supports customizable result counts, live crawling options, and returns content from the most relevant websites.

excel-mcp-server

MCP
5.0

Excel MCP Server for manipulating Excel files

Context7 MCP Server

MCP
4.8

Up-to-date documentation and code examples for any library, fetched on demand via MCP protocol.

documentationlibraries

Firecrawl MCP Server

MCP
3.9

MCP server for Firecrawl web scraping integration. Supports both cloud and self-hosted instances. Features include web scraping, search, batch processing, structured data extraction, and LLM-powered content analysis.

web-scrapingsearch

Puppeteer MCP Server

MCP
3.4

Browser automation for web scraping, screenshots, and page interaction through headless Chrome.

browserofficial

AWS MCP Servers

MCP
3.2

Suite of specialized MCP servers for AWS services — S3, DynamoDB, Lambda, CloudWatch, and more.

awscloud

GitHub MCP Server

MCP
3.1

GitHub API integration for managing repositories, issues, pull requests, and code search via MCP protocol.

githubapi

Browser Tools MCP

MCP
3.0

Chrome extension + MCP server that gives AI agents browser awareness — console logs, network requests, DOM inspection, screenshots.

browserchrome

IDA Pro MCP Server

MCP
3.0

MCP server for IDA Pro reverse engineering — binary analysis, function decompilation, and disassembly via AI agents.

reverse-engineeringsecurity

n8n MCP Server

MCP
3.0

Integration between n8n workflow automation and Model Context Protocol (MCP)

automationworkflows

PostgreSQL MCP Server

MCP
2.6

Read-only database access with schema inspection and query execution for PostgreSQL databases.

databaseofficial

mcp-server-git

MCP
1.1

A Model Context Protocol server providing tools to read, search, and manipulate Git repositories programmatically via LLMs

gitversion-control

15+ MCP servers tested. Every score links to its test data.

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