A
license-
qualityC
maintenanceA production-ready foundation for building secure, observable MCP servers with built-in authentication, rate limiting, and reference tools like database-query and semantic-search.
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MIT
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"Kit" matching MCP servers:
- Alicense-qualityFmaintenanceEnables creation of persistent, compounding knowledge bases using Karpathy's LLM Wiki pattern with LLM-maintained markdown wikis. Supports automated ingestion, cross-referencing, synthesis, and linting of sources as an alternative to traditional RAG systems.Last updated60MIT
@git-fabric/chatofficial
FlicenseAquality-maintenanceAn AI conversation management layer that enables creating chat sessions, persisting message history to GitHub, and performing semantic searches over past interactions. It supports multi-turn threading and context injection to integrate external memory sources into Claude conversations.Last updated12- AlicenseAqualityCmaintenanceSQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).Last updated125MIT
- FlicenseAquality-maintenanceA composable semantic memory layer that provides cross-project recall and session context using Qdrant and OpenAI embeddings. It enables users to securely store, search, and manage persistent memories with built-in secret scrubbing for privacy.Last updated11
- AlicenseBqualityDmaintenanceEnables interaction with Slack workspaces through comprehensive channel management, messaging, user management, file uploads, and Block Kit formatting. Features secure credential storage via macOS Keychain and supports all major Slack operations including reactions and workspace information.Last updated263MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol server that generates prompts based on Git repository content, including a command to generate PR descriptions from diffs.Last updated32MIT
@lamatic/mcpofficial
AlicenseBqualityBmaintenanceUnified MCP server combining dev, graph, docs, and kit tools for Lamatic.ai. Enables managing orgs/projects/flows, executing flows, querying docs via RAG, and browsing AgentKit contributions.Last updated4421MIT- FlicenseCqualityDmaintenanceA starter kit for building Model Context Protocol servers that enables AI tools to access external data and functionalities like checking holidays, disk space, timezones, RSS feeds, code diffs, and web performance metrics.Last updated12
- Alicense-qualityFmaintenanceA custom Model Context Protocol implementation that integrates Perplexity AI with Claude Desktop, allowing users to access Perplexity's AI models for both single questions and multi-turn conversations.Last updated1215ISC
- Alicense-qualityCmaintenanceTransforms any GitHub repository into a documentation hub for AI assistants, enabling access to up-to-date documentation and code to eliminate hallucinations. Supports repository-specific and dynamic endpoints with smart search capabilities.Last updated37Apache 2.0
- Alicense-qualityDmaintenanceTransforms any GitHub repository or GitHub Pages site into a documentation hub for AI assistants using the Model Context Protocol. It allows AI tools to access real-time code and documentation to prevent hallucinations and provide accurate API usage examples.Last updated37Apache 2.0
- Alicense-qualityCmaintenanceTransforms scattered customer feedback from sources like Slack, Zoom, and JIRA into actionable product insights and AI-generated PRDs. It features over 50 tools for semantic clustering, sentiment analysis, and VOC-based prioritization to streamline product management workflows.Last updated1MIT
- Alicense-qualityCmaintenancePersistent memory for AI agents — organized by time and space. Important memories get promoted, noise decays naturally, and related knowledge clusters into a browsable topic tree. Fully automatic.Last updated27MIT
- Alicense-qualityDmaintenanceEnables AI assistants to perform up-to-date web searches through the Tavily API, providing comprehensive search results with AI-generated summaries.Last updated7MIT
- Flicense-qualityDmaintenanceEnables interaction with the Sond Core API through the Model Context Protocol. Auto-generated from the OpenAPI specification at https://core-api-lb.sond.com/api-json to provide programmatic access to Sond's services.Last updated
- Flicense-qualityCmaintenanceEnables interaction with the Korea Investment & Securities (KIS) Open API for domestic and overseas stock trading, real-time market data, and automated strategy execution. It provides a structured interface for LLMs to perform trading operations, manage portfolios, and conduct backtesting.Last updated
- Flicense-qualityDmaintenanceA MCP server for document ingestion and semantic search using ChromaDB and sentence transformers, enabling users to query natural language over ingested documents.Last updated
- Flicense-quality-maintenanceTransforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.Last updated