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Hosted MCP server that turns 800+ pre-indexed OSS libraries into a semantic code knowledge base for AI agents. Answers symbol-level questions (real source, typed callers, usages, tests, type hierarchies, outline) in a single call — replacing the "clone + grep" workflow when an AI agent needs to understand how a third-party library is actually used. SCIP-backed, 11 languages, free, no API key.

Semantic code knowledge for your stack. Hosted MCP over 800+ pre-indexed OSS libraries (C#, Java, TS, Python, Rust, PHP+). 17 SCIP-backed tools for real source, callers, usages, tests, and hierarchies — one call each, free.

Your AI agents don't understand your codebase. Upgrade from text search to code understanding. AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not discovery.

Structural codebase MCP server that exposes symbol-level queries as tools, allowing Claude Code to navigate large codebases without reading entire files. Provides 50+ tools covering dependency graphs, git diffs, checkpoint/rollback, dead code detection, and complexity analysis, with reported 87% token reduction on large projects.

Google Maps tools for AI agents — 8 tools (geocode, search, directions, elevation) via MCP server or standalone CLI with Agent Skill definitions and exec mode.

Query maritime vessel tracking data via natural language. Search vessels by name/IMO/MMSI, get real-time positions, ETAs, portevents, emissions, inspections, casualty records, and NAVTEX safety messages. Powered by vesselapi.com.

Fast semantic code search for AI agents — find symbols, references, and callers across any codebase. Pre-built index committed to git, instant queries via MCP

MCP Server for Visual Studio bridges your IDE with AI coding assistants like Claude Code, Cursor, Windsurf, and Cline. Unlike file-based tools, this extension provides what AI agents CAN'T do alone: • IntelliSense & semantic code understanding (powered by Roslyn) • Symbol search - definitions, usages, inheritance hierarchies • Solution/project navigation and document outlines • Build execution with clean, structured error output • Async test execution with progress tracking • Solution-wide refactoring (rename symbols across all files) 20 tools designed for AI consumption with token-efficient output. Windows only. Supports VS 2022 (17.13+) and VS 2026.

This MCP server gives LLM/AI/Agents the ability to provide accurate navigation information. There are three main application areas (all can be combined): time & place, road-trips, and general aviation.

工具能力： - 提供导航栏。 - 将标记与原型解耦。 - 支持页面附加说明。

CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates with VSCode, Cursor, and more.

"Zero setup" & "Blazingly fast" general code file relationship analysis. With Python & Rust. Based on tree-sitter and git analysis. Support MCP and ready for AI🤖

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