Ontology-driven codebase indexer and query service. Parses C#, TypeScript/JS, Go, Python, and SQL into an embedded graph database. Exposes Model Context Protocol (MCP) tools for AI agents to perform deep static analysis, cross-project call-graph tracing, and data lineage mapping.

Block explorer and network monitor for the DeFCoN (DFCN) network, the code behind deftrack.xyz

Pre-indexed code knowledge graph for Claude Code, Codex, OpenCode — fewer tokens, fewer tool calls, 100% local. Perfect for code exploration

Read-only MCP server for PostgreSQL, MySQL & SQLite. Lets AI assistants (Claude, Cursor, VS Code) explore schemas, run safe SELECT queries, read EXPLAIN plans, get index suggestions, and review migrations. Writes are blocked by design.

AST-aware file reading and code search MCP server - Intelligent code exploration with structure understanding

"MCP server for fetching and exploring NPM package source code. Built with TypeScript, supports package browsing, file extraction, and code analysis."

Semantic code intelligence MCP server - build knowledge graphs of codebases to enhance AI-assisted code exploration.

Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.

Code intelligence MCP server — let AI assistants explore your entire codebase, find callers, and trace impact in one query.

Lightweight code indexing and exploration powered by Lua, with multi-language symbol extraction, call graphs, and incremental updates.

MCP server for reading GitLab repository code, inspired by Claude Code's Read/Grep/Glob/LSP tools. 9 focused tools for AI-powered code exploration.

Visual code workflow explorer for coding agents. Builds deterministic, source-grounded Mermaid flowcharts via MCP, local-first, with no API key.

Explore Minecraft server internals: browse decompiled Java, trace calls and field references, compare versions, and search the code by meaning. Desktop app, CLI and MCP server.

MCP server for agents to explore rust docs, analyze source code, and build with confidence

Java decompiler MCP server for AI coding agents. Explore, search, and decompile JAR, WAR, EAR, and AAR bytecode with CFR, Vineflower, or Procyon.

Claude Code plugin that turns your projects into a living architecture graph — scan, explore, and query your codebase as a map.

Talk to your PostgreSQL databases through Claude Code, Cursor, or any MCP client. Schema exploration, analytics, cross-database comparisons - all read-only, all local.

MCP server for SAP SQL Anywhere 17. Read-only schema exploration and queries over ODBC for Claude Code and other MCP clients

Intelligent PostgreSQL tooling for VS Code | Build, explore, and query Postgres faster

A Model Context Protocol (MCP) server that provides secure PostgreSQL database integration tools for Claude Code. Features read-only query execution, schema exploration, and performance analysis.

Local-first AI memory: archive Claude Code, Codex, Claude desktop and Pieces history, search it over MCP, and explore it in the Memory Atlas.

Drizzle Studio for agents: an MCP server that lets Claude Code, Cursor and other coding agents explore your database through your Drizzle schema. Read-only by default.

Local code intelligence and project memory for Codex and Claude Code. Explore TypeScript, JavaScript and Prisma through call graphs, model usage and source context. Project-scoped MCP server with a shared CLI.

Local, read-only web explorer for your ~/.claude folder — Claude Code sessions, estimated cost, context-window usage, and a workflow view by skill, ticket & branch. Ships an MCP server.

A fast, local MCP server in Go that lets Claude and other AI assistants explore projects and analyze code in 371 languages using Tree-sitter. It returns bounded, paginated AST and query results, and it never runs your code.

5D Living Code Graph, 1-Call Subagent Context (chronos_explore), 4-Angle Review Audit, Surface Tracer, Universal Multi-Agent Synthesizer (Codex/Antigravity/Claude/OpenCode/Cursor) & Super-Mutant Gate (12 MCP Tools)

Rust-native context compression for Claude Code, Codex & MCP agents: filters & compresses noisy tool output (tests, diffs, logs, JSON, provider traffic) before it reaches the LLM — fewer wasted tokens, full evidence recoverable. Local-first, Apache-2.0. Pairs with Code Explorer.

Explore your local files with fast glob matching and text search. Find files across directories and pinpoint patterns in code, logs, or docs. Focus searches on any folder to keep results relevant.

Midnight MCP server giving AI assistants access to Midnight blockchain — search contracts, analyze code, explore docs

Offloads large-context work like file exploration, indexing, summarization, deep research — to Google’s free Antigravity CLI (agy), the terminal coding agent powered by Gemini models. Claude orchestrates and reasons; Antigravity handles the heavy lifting.

Drizzle Studio for agents: an MCP server that lets Claude Code, Cursor and other agents explore your database through your Drizzle schema.

AI design agent that explores Pinterest by itself and makes aesthetic Instagram posts, stories, posters & carousels. Agent Skill + CLI + MCP server for Claude Code, Codex, Gemini CLI. Works with gpt-image, Nano Banana, Flux, ComfyUI.

Local MCP server that lets Claude explore the BJJGraph Brazilian Jiu-Jitsu knowledge graph (code MIT; data not included, fetched by the user)

Vibe code fast. Ship like an engineer. AI engineering framework packaged as an MCP server that enforces TDD, security scanning, pentesting, secret management, QA audits, and deployment to a securely configured VPS — automated with up to 100× fewer exploration tokens.

A powerful Model Context Protocol (MCP) server that enables AI assistants to analyze and read GitHub repositories with ease. Perfect for code analysis, repository exploration, and understanding project structures.

A powerful MCP (Model Context Protocol) server enabling AI assistants to analyze, search, and navigate codebases with precision. This tool bridges the gap between AI and your software projects by providing comprehensive code exploration capabilities including symbol search, definition finding, import analysis, and advanced code metrics.

Explore the rich cultural heritage and attractions of Korea. Access detailed tourism information, including attractions, festivals, and accommodations tailored to your interests. Easily search for tourism content based on area codes, keywords, or locations to plan your perfect trip.

Java decompiler MCP server for AI coding agents. Explore, search, and decompile JAR, WAR, EAR, and AAR bytecode with CFR, Vineflower, or Procyon.

A Security-centric MCP Server providing enterprise-grade filesystem powers to AI assistants—read, write, edit, and manage files with comprehensive CVE protection and user-controlled access.. [Explore comprehensive code documentation and architecture details on DeepWiki](https://deepwiki.com/n0zer0d4y/vulcan-file-ops)

Professional MCP server for read-only Magento 2 / Adobe Commerce MySQL queries. Supports DDEV auto-detect, SSH tunnels, direct remote DB, schema exploration, config inspection, and canned debug prompts for Cursor, Claude, VS Code, and LibreChat.

Open data toolbox for QGIS. Explore live satellite imagery, weather, elevation and OpenStreetMap data with a few clicks, and let Claude, Cursor, VS Code and other AI agents drive QGIS through a permission gated MCP server with an approval queue and audit log.

Block-explorer-style site and read-only MCP server for Papertrade wallets, positions and leaderboards on HyperEVM.

Compare classifier confidence with accuracy using your own predictions. Browser-based calibration analysis and reports.

Google Trends as a remote MCP tool for AI agents (Claude, Cursor, VS Code) and via the Apify API: interest over time, by region, rising queries, Trending Now. No API key. Examples in Python and Node.

Competitor ads from Google Ads Transparency Center as a remote MCP tool (Claude, Cursor, VS Code) and via the Apify API: ads by brand, domain or advertiser, ad text, YouTube video IDs, EU reach. Python and Node examples.

A Model Context Protocol server for turning repositories into navigable MCP systems

An experimental, 100% AI-generated, high-performance code intelligence server providing AI assistants with a graph-based understanding of codebases.

Local codebase maps and change impact analysis for humans and AI agents, with an MCP server.

A zero-dependency, local, interactive call-graph navigator for Python codebases. One script in, one self-contained HTML file out

Occupation classifier: free text to ranked O*NET-SOC codes with tasks, skills and RIASEC. Local.

Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion. Supports 30+ languages. Features CLI, MCP server, WEB dashboard and interactive REPL.

Token-efficient MCP server for tabular data retrieval. Index CSV/Excel files, query rows, aggregate — 99%+ token savings vs raw file reads.

Free up space on your Mac without fear. Disk cleaner that knows what recreates itself: folder catalog, MCP server docs and release notes.

🔻 The agent's data reader: any JSON/JSONL/CSV/TSV blob becomes its shape and the slice you asked for, not the whole thing. Zero-dep, CLI + web + MCP.

An MCP server that provides tools for exploring large OpenAPI schemas

MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.

Progressive .NET NuGet source explorer for AI agents via MCP

Explore local Figma .fig files, inspect layers and design tokens, and share precise context with AI agents through MCP.

MCP server for exploring British and Irish hills: Munros, Wainwrights, Corbetts and more. No API key needed.

Open-source Software Intelligence Platform. Deterministic verification, structural PR reviews, interactive graph explorer, and proactive intelligence — powered by the Software Graph. 41 node types · 32 relationships · 120+ checks.