Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.
The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.
MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.
A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance
Multi Debugger MCP server that enables LLMs to interact with GDB and LLDB for binary debugging and analysis.
A simple multiuser multiboard task MCP server managed via kanban board interface. Created to allow simple self hosted agent task management.
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
Command line interface and MCP for OneDrive
Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude to access data from Semantic Scholar and Crossref.
Airtable integration for AI-powered applications via Anthropic's Model Context Protocol (MCP)
Advanced MCP Server ROS 2 bridging AI agents straight into robotics
This is a TypeScript-based MCP server that provides database interaction capabilities through ArangoDB.
Python sandboxes for llms
ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.
Email, SMS & phone-call infrastructure for AI agents — send and receive real email and text messages, and place agent-driven outbound voice calls, all programmatically
Your memories are in ChatGPT... But nowhere else. Universal Memory MCP makes your memories available to every single LLM. No logins or paywall. One command to set it up.
A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.
An MCP server that provides seamless access to a user's Last.fm listening data and music information via AI assistants like Claude.
eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.
An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.
A modular external attack surface mapping tool integrating tools for automated reconnaissance and bug bounty workflows.
Turn OpenAPI/Swagger services into managed MCP tools with a dashboard, authentication, path controls, and metrics.
All-in-One Multimodal Parsing Engine + Ontology-Powered, LLM Wiki-Driven AI-Ready Knowledge Engine
Official SonarQube MCP Server for code quality and security in AI agents