Awesome Mcp Servers

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs

High-performance, multi-protocol mock server. HTTP, WebSocket, gRPC, MQTT, SSE, GraphQL, SOAP in one binary.

Turn your architecture into a living, queryable knowledge graph - and render it as beautiful auto-laid-out Excalidraw diagrams. An MCP server for Cursor, Claude Code & Windsurf. Offline, no API keys.

Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.

MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.

A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.

The missing context layer for AI-assisted refactoring

A high-performance Model Context Protocol (MCP) server that provides secure filesystem access for Claude and other AI assistants.

Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.

MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

A static MCP server that provides AI models with persistent tool context, preventing context loss between chats.

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation support.

Local-first knowledge graph for developers. Watches your files, builds a knowledge graph with LLMs, lets you query across projects.

MCP server for Substack — read publication data, manage drafts. Posts are draft-only by design; only short-form Notes publish. Proportionate review as trust infrastructure for agents.

Proof and repair for Apple coding agents. Validate Swift, run Xcode evidence, repair failures, and generate inspectable Apple-native capabilities.

Claude Code plugin — AI-powered autopilot for managing open source contributions. Track PRs, respond to maintainers, discover issues, maintain velocity.

The simplest AI-ready secrets manager. Local-first, single-binary CLI & Desktop app with MCP integration. Never expose secrets to AI agents.

MCP server for Nano Banana AI image generation and editing via Ace Data Cloud.

Curated MCP server for Google Workspace: Gmail, Calendar, Drive, Sheets, Docs, and Tasks via the official gws CLI. 39 focused tools instead of 400, side effects declared on every one. The permissions leg of trust infrastructure for agents.

CogmemAi — Cognitive Memory for Any Ai System. Autonomous robots, self-driving vehicles, defense systems, coding assistants, and more. 91% LoCoMo benchmark — above human performance.

Precomputed reasoning cache for AI infrastructure decisions — 220K+ pages tracking the open-source AI ecosystem

Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, and structured content from Git.

MCP server for Flux AI image generation and editing via Ace Data Cloud.

MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud.

MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure specs alongside code

Developer-focused MCP server with 22 tools for code analysis, Python editing, JSON repair, imports, encoding, Markdown/PDF export, diffs, and regex testing

Permissionless wallet infrastructure for AI agents. Create wallets, sign transactions, and broadcast on EVM + Solana. Pay and accept x402 payments. Built-in guards. No KYC. Up to 50% less expensive than Coinbase.

Shared versioned state for multi-agent AI workflows. An MCP server.

The Vibe Coding Kit — a shareable Claude Code framework (BOOTSTRAP + Vibe Board MCP + optional VE Worker). Drop-in skills, RIPER workflow, /review-* audit family. Companion to HuntsDesk/ve-gws.

MCP server for Google SERP search, images, news, maps, and knowledge graph results.

MCP server for short URL creation and management through Ace Data Cloud.

Publish live web pages from your AI coding agent — instant shareable URLs from your terminal.

No description.

Your AI agent finds the right files. Every time. Code graph context engine with 24 MCP tools — 170+ languages, triple search, +27% F1 improvement.

UseCortex MCP Server — Give your AI coding agent a persistent memory. Read and write knowledge from any tool.