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Fast, accurate, local code search for agents. Indexes any local path or GitHub repo on demand in ~250ms and answers queries in ~1.5ms. Works on CPU, no API keys or external services.

Plugin-based MCP server that gives AI agents access to web applications through the user's authenticated browser session. Chrome extension with 100+ plugins for Slack, Discord, GitHub, Reddit, and more.

An intelligent tutoring server that uses GitHub documentation repositories to provide structured educational prompts and tools.

Reads the structure and important files of a GitHub repository.

Generate express market research reports from 9 verified sources (Wikipedia, Google News, GitHub, HN, SO, arXiv, npm, Reddit, PyPI). TAM/SAM/SOM, SWOT, HTML reports.

Provides MCP server configurations for accessing the Brave Search and GitHub APIs.

Fetches resume data from a GitHub gist to provide professional background context to LLMs.

Multi-source MCP server: arXiv + PubMed + GitHub + HuggingFace + openFDA 510(k)/Recalls. Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.

A developer toolset for creating a real-time MCP server using the PHP Laravel framework, with GitHub integration.

One memory. Every AI. Nothing to install. Memxus works across Claude, ChatGPT, Cursor and Slack — and any app your team uses that needs to remember (Notion, Linear/Jira, Gmail, Salesforce/HubSpot, Intercom, Zendesk, Google Drive, Confluence, GitHub). No extension, no local setup, no repeated context. Save once. Remember everywhere.

MCP server for generating Mermaid diagrams from projects (local/GitHub) and rendering via Kroki.

The Microsoft Learn MCP Server enables clients like GitHub Copilot and other AI agents to bring trusted and up-to-date information directly from Microsoft's official documentation. It is a remote MCP server that uses streamable http. It allows to search through documentation, fetch a complete article, and search through code samples.

MCP server for M-Pesa (Safaricom Daraja) and Africa's Talking APIs. Gives AI coding assistants — Claude Code, Cursor, GitHub Copilot — direct access to East African payment and SMS infrastructure from a single server. What it does: STK Push payments via Safaricom Daraja (triggers M-Pesa prompt on user's phone) Transaction status queries SMS to 20+ African telecom networks via Africa's Talking Airtime top-up across East and West Africa Safety: All 5 tools are annotated per MCP 2025-03-26 spec — payment and SMS tools declare destructiveHint: true, so Claude Desktop and other clients show confirmation dialogs before executing. Query tools declare readOnlyHint: true for auto-approval. Install: pip install mpesa-mcp Who it's for: Developers building AI agents for East African markets. M-Pesa handles ~$50B/year in transactions and reaches 50M+ users. Africa's Talking reaches 300M+ phones across 20+ telecoms.

AI-powered log analysis MCP server. Scans 500MB+ log files locally, analyses errors with Ollama + CrewAI agents, and automatically files structured GitHub Issues. 100% local — no logs leave your machine.

NPMLens MCP lets your coding agent (such as Claude, Cursor, Copilot, Gemini or Codex) search the npm registry and fetch package context (README, downloads, GitHub info, usage snippets). It acts as a Model‑Context‑Protocol (MCP) server, giving your AI assistant a structured way to discover libraries and integrate them quickly.

Connect Claude, ChatGPT, Cursor, Gemini, and GitHub Copilot to your Onplana project portfolio. 27 tools, OAuth + PAT auth, full audit trail.

Search and query Onyx programming language documentation and GitHub code examples.

OpenGrok MCP Server is a native Model Context Protocol (MCP) VS Code extension that seamlessly bridges the gap between your organization's OpenGrok indices and GitHub Copilot Chat. It arms your AI assistant with the deep, instantaneous repository context required to traverse, understand, and search massive codebases using only natural language.

Analyze GitHub repositories, developers, and organizations with data from OSSInsight.io.

Lets your coding agent (such as Claude, Cursor, Copilot, Gemini or Codex) search package registries across multiple ecosystems (npm, PyPI, RubyGems, Crates.io, Packagist, Hex) and fetch package context (README, downloads, GitHub info, usage snippets)

Cited RAG MCP: PDFs, GitHub, YouTube, Discord exports, local files, one shared index.

A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.

Provides local repo-intelligence by indexing source, symbols, call graphs, Git/GitHub history, and source-bound repo memories into a local database for coding agents.

200+ production tools for AI agents via Remote MCP. GitHub, Slack, Notion, Linear, Figma, Stripe, web search, OCR, document conversion, semantic memory/recall, Finviz, SEC filings, image generation, and more.

200+ production tools for AI agents via Remote MCP. GitHub, Slack, Notion, Linear, Figma, Stripe, web search, OCR, document conversion, semantic memory/recall, Finviz, SEC filings, image generation, and more.

Generates release notes from GitHub repositories by fetching and organizing commits.

A production-ready MCP server on Cloudflare Workers with GitHub OAuth and Fantasy Premier League integration.

Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces and load_skill a real SKILL.md mid-task, ranked by installs and GitHub stars.

Fetches and manages prompts from GitHub repositories with intelligent discovery and composition features.

Search Spryker packages, documentation, and code within Spryker GitHub repositories using natural language.