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maintenanceAI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
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"Information or uses related to a rag" matching MCP servers:
- AlicenseAqualityAmaintenanceA local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.67212MIT
- AlicenseNot gradedqualityDmaintenanceEnables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.17MIT
- AlicenseNot gradedqualityAmaintenanceMCP server for UniFi Network Controller enabling AI assistants to manage UniFi infrastructure via natural language. It supports firewall rules, IPv6, and uses lazy/eager tool modes to minimize context usage.3Mozilla Public 2.0
- AlicenseNot gradedqualityAmaintenanceA high-performance, asynchronous MCP server that provides comprehensive Google search and web content scraping capabilities through the Firecrawl API, designed for LLMs to retrieve external information efficiently.GPL 3.0
- AlicenseNot gradedqualityAmaintenanceMCP server that helps coding agents research and prepare GitHub contributions by gathering repository guidance, related work, code context, and validation evidence into a local SQLite corpus, without ever writing to GitHub.1663MIT
- AlicenseNot gradedqualityDmaintenanceEnables searching and retrieving information from Slack messages, threads, files, canvases, and user profiles using a User Token, with advanced filtering capabilities.50MIT
- AlicenseNot gradedqualityAmaintenancehttps://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.57BSD 3-Clause
- AlicenseNot gradedqualityAmaintenanceA memory, docs, and repo context layer for engineering agents, providing typed persistent memory, RAG document retrieval, and repository-aware tools to recall decisions, runbooks, and operational knowledge across sessions.40MIT
- AlicenseNot gradedqualityAmaintenanceA powerful and flexible Kubernetes MCP server implementation with support for OpenShift.1,990GoApache 2.0
- AlicenseNot gradedqualityCmaintenanceThe Time MCP Server is a Model Context Protocol (MCP) server that provides AI assistants and other MCP clients with standardized tools to perform time and date-related operations. This server acts as a bridge between AI tools and a robust time-handling back12226MIT
- AlicenseNot gradedqualityAmaintenanceA security-first MySQL MCP server that uses AST parsing and multi-layer defense to allow AI to safely query MySQL databases with configurable read/write access, table whitelists, and audit logging.Apache 2.0
- FlicenseNot gradedqualityBmaintenanceA lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools, saving tokens and time.63
- FlicenseNot gradedqualityBmaintenanceAn MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or other MCP clients, with a hosted backend for heavy evaluation work.1
- FlicenseNot gradedqualityNot gradedmaintenanceA secure and pluggable MCP server to run terminal commands on your local machine or cloud server — remotely, safely, and with LLMs or agentic clients.
- AlicenseAqualityAmaintenanceBaryon connects MCP-compatible AI assistants to Proton Mail through a local bridge, enabling email search, reading, attachment handling, and draft creation while enforcing deliberate permission limits. It runs locally and cannot send, delete, or modify mail.11BSD 3-Clause
- AlicenseAqualityBmaintenanceMCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or any MCP client can manage your schedule and notes in natural language.181MIT
- AlicenseAqualityAmaintenanceA Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP tools.2865MIT
- AlicenseAqualityAmaintenanceA deterministic symbol oracle over a locally built index of the repository: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. It also ships a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands rather than after the build fails. No LLM, no API keys, no network, no l6MIT
- AlicenseAqualityAmaintenanceTransparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. Stores to JSONL or SQLite with HMAC-SHA256 signatures.147Apache 2.0