What is Octocode? 🐙
The perfect code assistant that can help understand anything. Octocode was built to understand connections between Github repositories and NPM packages under any privilege level you have. With AI-powered advanced search, heuristic discovery, and smart fallbacks, it makes GitHub's vast repository of knowledge truly searchable and analyzable.
It already integrated into
https://github.com/modelcontextprotocol/servers
You can visit here to learn more:
http://octocode.ai/
Server Details
This server knows to do smart code research and using users privileges (npm & github) to fetch and analysis code and docs in real time! Motivation and Context
It started as a personal tool while working at Wix to solve the challenge of navigating large private/public codebases and keeping up with rapidly evolving technology.
Evolved from a side project into a comprehensive code assistant which in use in many teams and solves many problems that we needed to understand in a long time (e.g. legacy projects and complex dependencies trees). It also lets understand public code (I used this MCP to understand modelcontextprotocol better during development..)
Core Purpose:
Make code exploration as intelligent as having a senior developer guide you through any codebase Help developers understand "how does this work?" rather than just managing projects
Key Problems it Solves:
Code Understanding: Makes GitHub's vast repository of knowledge truly searchable and analyzable Connection Discovery: Built to understand connections between repositories and NPM packages across any privilege level Smart Search: Provides AI-powered advanced search with heuristic discovery and smart fallbacks Unique Approach:
Uses AI-powered search to find relevant code even with vague queries Maps relationships between NPM packages, repositories, and dependencies Works across public, private, and organization repositories Requires zero configuration and no personal access tokens (works using gh and npm CLI) The tool essentially aims to be "the perfect code assistant that can help understand anything" by making complex codebases and technical implementations more accessible and understandable through intelligent search and discovery. How Has This Been Tested?
I'm using it personally and many developers (mostly in WIx) are using it to solve day-to-day challenges. As a senior developer I leverage this tool to help others and let them find solutions themselves. This MCP is heavily tested. Additional context
The installation is super easy.
prerequisites:
npm cli installed
gh cli installed (brew install gh, gh auth login)
and then just configure the MCP:
"octocdode-mcp": {
"command": "npx",
"args": [
"octocode-mcp"
]
},
How Octocode is different than Gitbhub Official MCP
ctocode MCP is superior to GitHub's official MCP in the manner of code research in several key ways:
More Developer-Friendly: Built by developers for developers, focusing on real-world code exploration needs Smarter Search: More sophisticated search algorithms with better understanding of developer intent Ecosystem Integration: Unique integration of GitHub and NPM ecosystems provides a more complete development picture Better Results: More relevant and contextual results with intelligent analysis and filtering Performance: Smart caching and query optimization for faster responses While GitHub's MCP provides solid basic functionality, Octocode is clearly designed for more sophisticated code exploration and understanding, making it the better choice for developers who need deep code insight and efficient navigation across almost any ecosystem.
The server currently provides the following tools for LLM interaction:
get_api_status(): Check if the Cal.com API key is configured in the environment. Returns a string indicating the status.
list_event_types(): Fetch a list of all event types from Cal.com for the authenticated account. Returns a dictionary with the list of event types or an error message.
get_bookings(...): Fetch a list of bookings from Cal.com, with optional filters (event_type_id, user_id, status, date_from, date_to, limit). Returns a dictionary with the list of bookings or an error message.
create_booking(...): Create a new booking in Cal.com for a specific event type and attendee. Requires parameters like start_time, attendee details, and event type identifiers. Returns a dictionary with booking details or an error message.
list_schedules(...): List all schedules available to the authenticated user or for a specific user/team. Optional filters: user_id, team_id, limit. Returns a dictionary with the list of schedules or an error message.
list_teams(...): List all teams available to the authenticated user. Optional filter: limit. Returns a dictionary with the list of teams or an error message.
list_users(...): List all users available to the authenticated account. Optional filter: limit. Returns a dictionary with the list of users or an error message.
list_webhooks(...): List all webhooks configured for the authenticated account. Optional filter: limit. Returns a dictionary with the list of webhooks or an error message.
- Control Nanoleaf smart lights through MCP
- Features: turn on/off, adjust brightness, change colors, set effects, discover devices
- Built with TypeScript for Warp terminal integration
Co-authored-by: ghuff <your-email@example.com>
* mcp-server-chart
A Model Context Protocol (MCP) server that provides comprehensive chart generation capabilities. This server offers a wide variety of chart types with comprehensive Zod schema validation for type-safe chart configuration.
🎯 15+ Chart Types - Comprehensive chart library covering all major visualization needs
🔒 Type Safety - Full Zod schema validation for all chart configurations
🌐 Multiple Deployment Options - Local server, HTTP streaming, and SSE endpoints
🚀 Claude.AI Integration - Ready-to-use endpoints for Claude.AI integration
📊 Professional Charts - Support for financial, statistical, and business visualizations
* fix order
