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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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"Exploring RAG through defined workspaces" matching MCP servers:
- Alicense-qualityCmaintenanceswagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.json file and dynamically generating well-defined mcp tools at runtime. These tools can be utilized by the MCP client for further tool selection.82MIT
- AlicenseAqualityAmaintenanceRadar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.252,905Apache 2.0
- AlicenseAqualityAmaintenanceLocal-first Microsoft Outlook MCP server: a single Go binary that manages calendar events and mail through the Microsoft Graph API over stdio, with tokens stored in the OS keychain and no Entra ID app registration required. Exposes four aggregate tools (calendar, mail, account, system) dispatched by an operation verb, with multi-account support and read-only and mail-gating modes.440MIT
- AlicenseAqualityAmaintenanceLocal-first MCP proxy with BM25 tool discovery, quarantine security, Docker isolation, OAuth support, activity logging, and web UI. Routes multiple upstream MCP servers through a single endpoint.9314MIT
- AlicenseAqualityCmaintenanceEnables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger.91MIT
- AlicenseAqualityAmaintenanceMCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.50107MIT
- AlicenseAqualityAmaintenanceTickstem is a developer infrastructure platform for production SaaS apps. This MCP server lets you manage cron jobs and verify email addresses directly from your AI coding assistant — no dashboard needed. Register jobs, check execution history, verify emails for syntax, MX records, disposable domains, and role-based prefixes, all through natural language.262MIT
- AlicenseAqualityAmaintenancePersistent, consensus-validated institutional memory for AI agents. Gives LLMs real memory that survives across sessions - validated through BFT consensus, not just dumped to a file.3219244Apache 2.0
- AlicenseAqualityBmaintenanceA Bitbucket CLI and MCP server written in Go for managing workspaces, repositories, pull requests, pipelines, issues, and source code. Supports stdio and HTTP transport.104Apache 2.0
- AlicenseAqualityDmaintenanceEnables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.7Apache 2.0
- AlicenseBqualityCmaintenanceThe most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.21,780MIT
datpaq-mcpofficial
Alicense-qualityBmaintenanceDATPAQ exposes 34 production data & utility APIs — IP geolocation, DNS/WHOIS/MX lookups, email & phone validation, currency & precious-metals rates, aircraft/VIN lookups, web scraping & screenshots, and more — through one hosted, streamable-HTTP MCP endpoint.Apache 2.0
Bitrise MCP Serverofficial
Alicense-qualityAmaintenanceA server interface for Bitrise CI/CD platform that enables app management, build operations, artifact management, and release management through natural language interactions.41MIT
pgEdge Postgres MCP Serverofficial
Alicense-qualityAmaintenanceEnables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from natural language.216PostgreSQL
ziti-mcp-serverofficial
Alicense-qualityBmaintenanceManage OpenZiti zero-trust networks — through natural language3Apache 2.0
ToolMeshofficial
Alicense-qualityAmaintenanceToolMesh is an Apache-2.0, self-hosted MCP gateway written in Go that sits between AI agents and backend systems. It enforces a fail-closed pipeline on every tool call, including per-tool and per-user authorization, server-side credential injection, structured audit logging, and output policies. APIs are declared in YAML with DADL, turning REST endpoints into MCP tools without writing a custom MCP5Apache 2.0- Alicense-qualityCmaintenanceMCP-native agent-to-agent messaging hub for AI swarms. Agents communicate via channels and DMs through MCP protocol — zero SDKs needed. Includes web UI, semantic search, analytics dashboard. Single Go binary, local-first.1Apache 2.0
- Alicense-qualityAmaintenanceTalk to AWS CLI from an MCP-speaking agent. Run any aws <service> <operation> command through the Model Context Protocol, with read-only defaults and gated write access.MIT
- Alicense-quality-maintenanceA high-performance Go-based MCP server that provides a microservice architecture for orchestrating diverse tools through gRPC and HTTP/REST APIs. Enables seamless integration of language-agnostic tools including ML capabilities, web search, calculations, and human interaction for intelligent agent workflows.2
