Ummon
The semantic layer for software engineering: Connect code to meaning, build on understanding
Directory
Search MCP Servers
DockaShell
DockaShell is an MCP server that gives AI agents isolated Docker containers to work in. MCP tools for shell access, file operations, and full audit trail.
Superbased Observer
Local-first cost & token tracking for Claude Code, Cursor, Codex & 23 more AI coding agents — proxy-accurate per-model spend, an MCP server your agent can…
MCP Server Trello
Facilitates interaction with Trello boards via the Trello API, offering features like rate limiting, type safety, input validation, and error handling for…
INTERNAL TEST ONLY - will be ready soon
The Modelica MCP Server is a lightweight Model Context Protocol server for simulating Modelica models. It integrates with ODE, a Modelica IDE, to transform it…
MCP Inception MCP Server
A TypeScript-based server that allows calling other MCP clients from your own MCP client, facilitating task delegation and context window offloading for…
Browser Mcp
Drive your real, logged-in Chrome from any AI agent (Claude Code, Cursor, VS Code) — works where headless dies. Reads emailed login codes from your Gmail…
GUARDRAIL: Security Framework for Large Language Model Applications
GUARDRAIL - MCP Security - Gateway for Unified Access, Resource Delegation, and Risk-Attenuating Information Limits
Jolokia MCP Server
A JMX-HTTP bridge for interacting with Java applications using the Jolokia agent.
Backup
Provides specialized backup and restoration for code editing tools, creating timestamped snapshots with contextual metadata that preserve both file content and…
Tasks Organizer
Converts Cursor agent plans into markdown task lists for organizing and structuring project plans into readable, actionable formats.
Agent Construct
Lightweight server enabling dynamic tool extension with JavaScript web scraping, Gemini search, and flexible configuration management for rapid prototyping of…
Spanlens
Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gemini with request logging, cost tracking, and agent tracing. Self-host…
Gcontext
Let your agent operate your infra without seeing your secrets. Structure syncs to cloud, secret values never leave your machine.
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…
Starlog
Vet a package before your AI coding agent uses it — authoritative facts (CVEs, license, maintenance) via an MCP server + CLI. Local, no account.
🤖 OpenAPI MCP Server
CLI tool to create an MCP server exposing services from an OpenAPI specification
Wechat Dev Mcp
It controls WeChat Developer Tools and mini‑programs/mini‑games via the Model Context Protocol (MCP). It works with Claude Desktop, Cursor, Windsurf, and any…
Solana Blockchain
Enables Claude to interact with the Solana blockchain through specialized tools for retrieving validator information, estimating fees, fetching transaction…
Bring your real authenticated browser session to AI coding agents. Local-first MCP server + Chrome MV3 extension. No cloud. No telemetry.
Two OSS products on one rrweb substrate: tracelane (self-contained HTML test-failure replays for WDIO/Playwright/Cypress) + peek (local-first browser-session…
🚀 Build Custom MCP Servers 📝☀️📰
# 🚀 Build Custom MCP Servers 📝☀️📰 ## 📖 Project Description This project demonstrates a simple MCP Servers built using the MCP `mcp[cli]` Python SDK. It…
Bridge Rates MCP Server
An MCP server that delivers real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
code-analyze-mcp
aptu-coder: MCP server for AST analysis, call graphs, and code structure (tree-sitter)
Room
Enables creation and interaction with virtual rooms in a peer-to-peer space, facilitating multi-agent collaboration and communication in decentralized…