MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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Block explorer and network monitor for the DeFCoN (DFCN) network, the code behind deftrack.xyz
MIT -
MCP OpenAPI schema explorer
npm MIT -
Block-explorer-style site and read-only MCP server for Papertrade wallets, positions and leaderboards on HyperEVM.
Apache-2.0 ★ 6 -
mcp-llms-txt-explorergithub.com/thedaviddias/mcp-llms-txt-explorerupdated this year
MCP to explore websites with llms.txt files
NOASSERTION ★ 78 -
MCP server for understanding AWS spend
MIT ★ 127 -
MCP server for exploring AOSP internals and Jetpack libraries
Apache-2.0 ★ 102 -
Explore and query PostgreSQL databases using natural language through AI agents and Model Context Protocol (MCP).
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A Model Context Protocol server for exploring websites with llms.txt files
npm MIT -
The Windows file manager built for humans and AI: dual panes, per-tab terminals, safe MCP tools, and visual disk analysis.
MIT -
MCP server that lets AI agents search, explore, and download n8n workflow templates
npm MIT -
Digital Collections Explorer: The multimodal viewer for searching digital collections.
NOASSERTION ★ 16 -
MCP powered Data Analyst to analyze any dataset in Natural Language
MIT -
nyc-school-explorergithub.com/jkinberg/nyc-school-explorerupdated this year
An AI-native data journalism tool for exploring NYC School Quality Report data through natural language conversation, with responsible AI guardrails and transparent methodology.
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fastmcp-web-explorergithub.com/78488393929/fastmcp-web-explorerupdated this year
FastMCP web explorer and scraper for AI agents.
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Ask a beads store questions, codegraph-style: verbatim beads + relationship neighborhoods from one FTS query
MIT -
MCP server that lets AI agents search, explore, and download n8n workflow templates
MIT -
ai-project-explorergithub.com/shravanthivr/ai-project-explorerupdated this year
An MCP-powered AI project explorer that exposes GitHub repositories as tools for AI assistants like Claude, Cursor, and ChatGPT.
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ddb-explorer-mcpgithub.com/mudassirgithub/ddb-explorer-mcpupdated this year
Read-only Model Context Protocol (MCP) server for Amazon DynamoDB — safe exploration, querying, and schema discovery.
pypi Apache-2.0 -
engineering-matrix-explorergithub.com/officechbusinessservices-creator/engineering-matrix-explorerupdated this year
MCP server — search 100+ engineering tools and get instant boilerplate for any stack
MIT ★ 2 -
MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.
MIT ★ 76 -
Read-only MCP server for PostgreSQL, MySQL, and SQLite: schema exploration, safe SELECT queries, EXPLAIN plans, index suggestions, and migration review.
pypi MIT -
Tumour Histology and Multi-omics Explorer: curated public metadata linking tumour histology with TCGA RNA-seq and methylation and spatial omics studies. Agent-ready: llms.txt and a read-only MCP server.
GPL-3.0 -
Compare classifier confidence with accuracy using your own predictions. Browser-based calibration analysis and reports.
MIT -
A Model Context Protocol (MCP) server on Cloudflare Workers, letting you query APIs for park overviews, trails, alerts, events, weather forecasts, and more via simple tool calls from your LLM of choice.
MIT ★ 3 -
Cross-platform GUI, CLI and MCP server for Microsoft ESE databases (ntds.dit, SRUDB.dat, Exchange .edb, WebCacheV01.dat, Windows.edb) - digital forensics tool with multi-format extract and reporting
MIT ★ 1 -
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.
MIT ★ 8 -
A powerful, AI-driven blockchain explorer powered by specialized Pydantic agents. This project uses a FastMCP server to expose tools for querying chain data, analyzing accounts, and checking transaction statuses directly within the Claude Desktop app, including complex cross-agent analytical workflows.
MIT ★ 1 -
An interactive market map of the AI stack — 93 companies across 11 layers and 24 segments — built as an equity-research instrument rather than an infographic. Company-level directed graph with SEC EDGAR-cited financials.
MIT -
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.
MIT -
google-ads-transparency-explorer-mcpgithub.com/CleanData-Labs/google-ads-transparency-explorer-mcpactive
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.
MIT -
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.
MIT ★ 18 -
A Model Context Protocol (MCP) server for querying data from 48 blockchains using 3xpl.com blockchain explorer JSON API
MIT ★ 6 -
MCP server for Azure Data Explorer (Kusto), enabling AI agents to explore, query, and understand telemetry using KQL.
npm MIT ★ 8 -
Fan-made block explorer for the Ergo mainnet
MIT ★ 1 -
Your data, explored locally — and your AI agents kept on a leash. A federated data explorer with governed agentic access.
Apache-2.0 ★ 17 -
Charter your data — contract-governed local data exploration, powered by DuckDB
pypi Apache-2.0 -
code-graphgithub.com/valarpirai/code-graphupdated this year
Pre-indexed code knowledge graph for Claude Code, Codex, OpenCode — fewer tokens, fewer tool calls, 100% local. Perfect for code exploration
MIT ★ 1 -
AST-aware file reading and code search MCP server - Intelligent code exploration with structure understanding
npm MIT -
A minimal, keyboard-first file manager that replaces Finder and Explorer. Search-first navigation, instant preview, OS-trash-only deletes. Go + Wails.
MIT ★ 3 -
Browser-based Azure Service Bus explorer. Peek, search, edit and resubmit messages with no install and no backend.
npm NOASSERTION ★ 15 -
A Model Context Protocol (MCP) server that provides comprehensive guidance and best practices for creating and managing Kusto graph models in Azure Data Explorer.
MIT ★ 1 -
@iflow-mcp/bilims-mcp-sqlservergithub.com/bilims/mcp-sqlserverupdated this year
A read-only Model Context Protocol (MCP) server for Microsoft SQL Server that enables AI agents to safely explore and query SQL Server databases
npm MIT -
"MCP server for fetching and exploring NPM package source code. Built with TypeScript, supports package browsing, file extraction, and code analysis."
MIT ★ 1 -
Offline data explorer + MCP server: turn CSV/Parquet/Excel into ONE self-contained interactive HTML file, or let your AI assistant query local data — nothing leaves your machine.
MIT ★ 4 -
mcp-aws-cost-anomalygithub.com/archimedes-market/mcp-aws-cost-anomalyupdated this year
AWS Cost Explorer + Anomaly Detection exposed as MCP tools. Surface unusual spend by service, account, or tag. Pull cost breakdowns, forecasts, and savings recommendations. Read-only IAM scope — refuses to start if the role can modify resources.
MIT -
Fast native desktop app for exploring 20+ data formats like Parquet, DuckDB, CSV, Excel, Arrow, GeoJSON, Jupyter and more, plus connections to Postgres, Snowflake, BigQuery, GCS, S3 and more. DuckDB SQL, charts, schema diffs, and an MCP server so AI agents query the same data.
MIT ★ 36 -
Exploration companion for Elite Dangerous: undiscovered systems nearby, body values and likely exobiology before you land, an in-game overlay, unsold data, the Neutron Highway, EDDN/EDSM uploads, a natural voice and a tablet layout. Runs on your own PC from your journals; Linux first, Windows and Docker too.
GPL-3.0 ★ 26 -
Free, source-available desktop GraphQL client and IDE for macOS, Linux and Windows: tabs that survive crashes, collections in git-friendly files, environments that refresh tokens, flows as smoke tests, schema browser. Built-in MCP server for Claude and other AI agents. A Postman, Insomnia and Apollo Explorer alternative.
NOASSERTION ★ 3 -
Exploring MCP
★ 1 -
docsgrepupdated this year
MCP Server to explore local and remote documentation
npm MIT -
mcp-gitgithub.com/markheramis/mcp-gitupdated this year
This project is an exploration project towards Model Context Protocol
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mcp to explore excels
★ 2 -
Just Explore and Update Local Json
MIT -
FBI Crime Data Explorer — UCR estimates, NIBRS breakdowns, hate crimes, arrests, and agency data.
smithery -
guardrails-mcpgithub.com/turbot/guardrails-mcpupdated this year
Enable AI assistants to explore and query your Turbot Guardrails data!
Apache-2.0 ★ 4 -
@anovise/docsgrepupdated this year
MCP Server to explore local and remote documentation and README files
npm ISC -
tailpipe-mcpgithub.com/turbot/tailpipe-mcpupdated this year
Enable AI assistants to explore and query your Tailpipe data!
Apache-2.0 ★ 7 -
steampipe-mcpgithub.com/turbot/steampipe-mcpupdated this year
Enable AI assistants to explore and query your Steampipe data!
Apache-2.0 ★ 48 -
Chat with your SonarQube data: explore metrics, compare trends, and track issues—effortlessly.
Apache-2.0 ★ 14 -
MCP Server to facilitate exploring Variant Calling Format (VCF) files using LLM agents
MIT