MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
Semiotic
★ 2,700Data visualization for streaming and static charts, maps and network visualization.
DevTools Debugger MCP
★ 346Exposes full Chrome DevTools Protocol debugging capabilities, including breakpoints, call stacks, and source maps.
Repo Map
★ 182An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
Domscribe
★ 171Build-time DOM-to-source mapping for coding agents
Search Tools MCP Server
★ 32An MCP server that enhances code analysis with advanced search and dependency mapping capabilities.
Code Understanding
★ 13Analyzes local and remote GitHub repositories to provide code understanding and context generation, including structure analysis, file identification, and semantic mapping.
click-to-mcp
★ 4Auto-wrap any Click/typer CLI as an MCP server. Introspects CLI commands at runtime and maps them to MCP tools.
markmap-http-mcp
★ 4An MCP server for converting Markdown to interactive mind maps with export support (PNG/JPG/SVG). Server runs as HTTP service.
RenPy MCP
★ 3MCP server + visual development tools for Ren'Py visual novel engine. 60 tools, story map, live dashboard, standalone CLI.
MCP JS Debugger
★ 2Debug JavaScript and TypeScript applications through the Chrome DevTools Protocol with full source map support.
oyemi-mcp
★ 2MCP server for the Oyemi semantic lexicon. Provides deterministic word-to-code mapping and valence/sentiment analysis for AI agents like Claude, ChatGPT, and Gemini.
Project Telos
★ 2Local-first MCP tools for AI-assisted work receipts, source intake, workspace maps, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification.
pyobfus-mcp
★ 1Official MCP server for the pyobfus Python obfuscator — pre-flight risk scan, framework-aware config init, reverse stack-trace mapping
Liquid
★ 1Connect your agent to any HTTP API on the fly - discovers + maps any REST API once, then fetches typed data deterministically
QA Radar
MCP server that tells your agent which files to test first — git churn, coverage gaps, and test mapping as per-file risk scores.
sourcemap-retrace-mcp
Decodes minified stack traces back to original TypeScript source using source maps
Mainline
Gives your AI agent your story map and given/when/then acceptance criteria. Read-only.