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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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"Hybrid RAG System for Indexing DevOps eBooks and Online Documentation" matching MCP servers:
- Alicense-qualityAmaintenanceManage a fleet of OPNsense firewalls from an AI agent, inside guardrails it can't drive around. MCP server for central management of OPNsense firewall fleets. 129 tools across devices, config sync, tasks, schedules, templates, backups and remote consoles - destructive actions confirmation-gated, MCP-issued tokens lifetime-bounded, backup and storage secrets excluded from the toolset entirely.Apache 2.0
- Alicense-qualityBmaintenanceConnect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.1MIT
- Alicense-qualityCmaintenanceConnect AI agents like Claude, Cursor, and Gemini to historical Windows performance and privacy data gathered by the AppControl Windows app. This server enables natural language queries into CPU, GPU, and temperature history alongside system security events for deep local auditing.37MIT
- Alicense-qualityAmaintenanceMCP server that integrates with VictoriaMetrics vmanomaly API to enable AI-assisted anomaly detection, model management, and configuration generation.9Apache 2.0
- Alicense-qualityAmaintenanceCNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.2MIT
- Alicense-qualityAmaintenanceMCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.24AGPL 3.0
- Alicense-qualityAmaintenanceOpen source MCP server specializing in easy, fast, and secure tools for Databases.16,159Apache 2.0
- AlicenseAqualityAmaintenanceHybrid search over your local documents, with file and page citations. One binary, fully local.422AGPL 3.0
- AlicenseAqualityCmaintenanceEnables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger.91MIT
- AlicenseBqualityCmaintenanceThe most comprehensive Azure DevOps MCP server & CLI — 13 tools, 82 actions, single Go binary.141Apache 2.0
- Alicense-qualityDmaintenanceProvides access to your VictoriaTraces instance and seamless integration with VictoriaTraces APIs and documentation for querying traces, services, and operations.12Apache 2.0
- Alicense-qualityDmaintenanceEnables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.17MIT
- Alicense-qualityDmaintenanceAn MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.2MIT
- Alicense-qualityAmaintenanceEnables AI assistants to control Pi-hole DNS filtering, including domain management, query analysis, and system administration, with support for multiple Pi-hole instances and synchronization.6MIT
- Alicense-qualityCmaintenance🤖 AI-powered Kubernetes management with 37+ tools via natural language. Transform complex Kubectl commands into simple conversations. Perfect for DevOps teams using Cursor AI. Built with Go.3MIT
- Alicense-qualityAmaintenanceConnect any AI client to the CaBrain memory system via MCP, exposing tools for memory recall, retain, and brain management.4MIT
- Alicense-qualityCmaintenanceProvides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.6280MIT
- Alicense-qualityAmaintenanceFast hybrid code search for agents. Pure Go, single static binary, BM25 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker, with the retrieval algorithm ported verbatim from semble27MIT
- Alicense-qualityAmaintenanceA 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.39MIT
