A
license-
qualityA
maintenanceA lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.
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MIT
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"Methods for Context and Data Analysis" matching MCP servers:
- AlicenseAqualityAmaintenanceMulti-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.Last updated10MIT
- AlicenseAqualityBmaintenanceAn MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.Last updated8MIT
- AlicenseAqualityBmaintenanceA local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.Last updated10MIT
- AlicenseAqualityBmaintenanceGive your AI agents access to 8,500+ community curated awesome lists with over 1 million curated resources.Last updated24457MIT
- AlicenseAqualityCmaintenanceAn MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.Last updated171MIT
- AlicenseAqualityBmaintenanceMCP server that parses aviation accident reports (PDF/DOCX/TXT) and injects their content into extraction prompt templates for knowledge graph construction.Last updated3MIT
- AlicenseAqualityDmaintenanceProvides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.Last updated63MIT
- AlicenseBqualityAmaintenanceLocal code context engine for Codex App/CLI that indexes code with SQLite/sqlite-vec for hybrid search and context packing to provide relevant files, line numbers, snippets, and paths.Last updated7282Apache 2.0
- Alicense-qualityAmaintenanceA unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model Context Protocol (MCP).Last updated3MIT
- Alicense-qualityAmaintenanceA task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code context into high-signal LLM inputs via CLI, Python SDK, and MCP.Last updated350MIT
- Alicense-qualityBmaintenanceAn MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure navigation.Last updated781MIT
- Alicense-qualityDmaintenanceEnables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for production use.Last updated441MIT
- Apache 2.0
- Alicense-qualityCmaintenanceAn MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.Last updated30MIT
- Alicense-qualityBmaintenanceAn MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI assistants to understand meaning rather than just keywords.Last updated24MIT
- Alicense-qualityCmaintenanceMCP server that cuts cloud LLM costs 36-42% by indexing context locally and giving agents precision retrieval tools instead of raw context dumps.Last updated247MIT
- Alicense-qualityCmaintenanceYour AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, With llm 100% on LongMemEval, 99% token savings. 44 MCP tools. Fully local, zero cost.Last updated11115MIT
- Alicense-qualityBmaintenanceAn MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.Last updated6717Apache 2.0
- Alicense-qualityAmaintenanceEnables persistent multimodal context storage for LLM agents with thread-based scoping, metadata filtering, and hybrid search capabilities.Last updated8Elastic 2.0