AI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard escalation rules), Spec Compiler, Code Graph, Typed co
An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map"
Monitor and analyze PostgreSQL databases with natural-language queries. Diagnose slow queries, locks, bloat, replication lag, and WAL health across single or multiple databases. Get safe, read-only in
Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage us
A minimalist research server implementing the Model Context Protocol (MCP) to deliver AI-powered research capabilities through Perplexity's web interface.
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Manage Apache Ambari clusters effortlessly. Start, stop, and restart services; monitor health and alerts; and query Ambari Metrics with exact identifiers. Inspect and update configurations, track requ
A powerful Model Context Protocol (MCP) server that provides access to the Spotify Web API. ArtistLens enables seamless interaction with Spotify's music catalog, including searching for tracks, albums
Provide comprehensive and authoritative medical information by querying multiple trusted sources including FDA, WHO, PubMed, RxNorm, and Google Scholar. Enable detailed drug data retrieval, health sta
A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations. Deploy in minutes to give Claude and other AI assista
Generate UML class diagrams from C++ source code by analyzing class structures, inheritance, and members. Produce PlantUML-compatible diagrams to visualize your C++ project architecture easily. Integr