High-performance, low-latency MCP server for local code context. Features AST-aware symbol graphs, semantic reranking, and PageRank-scored search for AI agents (Claude, Cursor, and more).
<div align="center" markdown="1"> <img src="assets/logo.png" alt="NakshAstraMCP Hero Banner" width="100%"> **The ultimate high-performance code context engine for AI-native development.** [](LICENSE) [](#) [](#) </div> --- ## 📖 Overview NakshAstraMCP provides AI agents (Cursor, Cursor, Antigravity, etc.) with deep, structural understanding of your local codebase. Using advanced AST parsing and high-speed semantic ranking, it delivers the exact context your developer tools need to solve complex problems across large projects. ### 🗺 Documentation Hub Quickly navigate to detailed guides: | 🚀 [Setup Guide](SETUP.md) | 📖 [User Guide](USER_GUIDE.md) | 🤖 [Agent Guide](agent.md) | | :---: | :---: | :---: | | *Install & Configure* | *Advanced Usage & Tips* | *Behavioral Guide for AI* | | 📜 [LICENSE](LICENSE) | 🛡 [Security Policy](SECURITY.md) | 💬 [Discussions](DISCUSSIONS_WELCOME.md) | | :---: | :---: | :---: | | *LICENSE * | *Privacy & Data Safety* | *Community & Support* | | | [🛠 Troubleshooting](TROUBLESHOOTING.md) | | --- ## 🏆 Assessment & Performance - **Overall Efficiency**: **9.3 / 10** (Industry-leading structural context) - **Index/Search Latency**: **~0.68ms p95** (Ultra-low latency on 10,000-file repos) - **Idle Memory**: **< 150 MB RAM** - **Language Support**: Deep AST integration for **Python, JavaScript, TypeScript, Java, and Kotlin**. <br> <div align="center"> <img src="assets/dashboard_search.png" alt="NakshAstraMCP Dashboard - Search" width="90%"> <p><em>Lightning-fast hybrid search across multiple repositories.</em></p> </div> ### ✨ Key Features - 🔍 **Hybrid Multi-Repo Search** — Indexed search across all your projects simultaneously. - 🧠 **Semantic Reranking** — AI-powered results prioritized by con
Agent that generates comprehensive documentation, API references, architecture diagrams, and developer onboarding guides from existing code.
Agent configuration for systematic bug investigation that traces issues from error logs through the codebase to root cause with suggested fixes.
Agent for integrating third-party APIs including SDK setup, type generation, error handling, retry logic, and rate limit management.
Cursor's built-in autonomous coding agent that can make multi-file edits, run terminal commands, search the codebase, and iteratively build features with minimal human intervention.
Cloud-based autonomous coding agent that runs in the background on remote sandboxed environments, handling complex multi-step tasks while you continue working.
Cursor's multi-file editing agent within Composer mode that can create, edit, and delete files across your entire project in a single conversation.