A
licenseA
qualityC
maintenanceAn MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.
Last updated
2
MIT
59,777 servers. Last updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
ai.smithery
io.usefulapi
io.tacyon
ai.buron
"Files" matching MCP servers:
- AlicenseAqualityCmaintenanceEnables searching and retrieving documents from a local folder to ground LLM answers in your files.Last updated2MIT
- AlicenseAqualityCmaintenanceA local-first MCP server that exposes personal notes and files as unified semantic context for AI agents via vector search and file monitoring.Last updated6MIT
- AlicenseAqualityBmaintenancePrivacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.Last updated72,912338MIT
- FlicenseAqualityCmaintenanceAn all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files using LM Studio embeddings.Last updated39
- AlicenseAqualityDmaintenanceOpen registry of agent instruction files — system prompts, skills, workflows, and domain packs. Exposes the OpenClaw registry via 4 MCP tools: search by keyword/category, fetch full instruction files, list categories, and get top-rated files. CC0 licensed, free to use.Last updated41091MIT
- AlicenseAqualityDmaintenanceJinni is a tool to efficiently provide Large Language Models the context of your projects. It gives a consolidated view of relevant project files complete with metadata, overcoming the limitations and inefficiencies of reading files one by one. The philosophy behind this tool is that LLM context wiLast updated2270Apache 2.0
- AlicenseAqualityCmaintenanceA forkable RAG project with an MCP server for VS Code/Copilot, enabling indexing and querying of knowledge from URLs, PDFs, or TeX files.Last updated4MIT
- AlicenseAqualityAmaintenanceA Model Context Protocol server that enables AI agents to read, search, and extract content from PDF files.Last updated1081MIT
- AlicenseAqualityDmaintenanceA unified knowledge retrieval tool for MCP-compatible LLMs, enabling structured external knowledge access from local files and future integrations.Last updated14MIT
- AlicenseAqualityCmaintenanceA local MCP server that indexes files in a directory using Gemini Embedding 2, enabling AI agents to perform semantic search over local documents.Last updated52MIT
- FlicenseAqualityFmaintenanceA TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.Last updated417
- AlicenseAqualityFmaintenanceAn MCP server that enables users to download webpages as markdown files using r.jina.ai service, with features for configurable download directories and automatic date-stamped filenames.Last updated51053MIT
- AlicenseAqualityDmaintenanceA Model Context Protocol server for managing prompt templates as markdown files with YAML frontmatter, allowing users and LLMs to easily add, retrieve, and manage prompts.Last updated51115MIT
- AlicenseBqualityCmaintenanceA read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.Last updated51012Apache 2.0
- AlicenseBqualityCmaintenanceEnables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and dependency graphs.Last updated14MIT
- AlicenseBqualityCmaintenanceEnables Claude Code to interact with Jupyter notebooks, perform semantic search over knowledge files, and manage research projects.Last updated334MIT
- AlicenseBqualityCmaintenanceEnables SQL querying over CSV and Excel files using DuckDB, providing tools to load files, inspect schemas, and run read-only queries via MCP.Last updated5MIT
- FlicenseBqualityDmaintenanceEnables running multiple Claude prompts simultaneously in parallel with support for file contexts and output redirection to individual files.Last updated1
- FlicenseBqualityDmaintenanceProvides intelligent retrieval capabilities for local files by scanning directories, generating vector indexes, and enabling semantic search through RAG (Retrieval Augmented Generation) with incremental indexing support.Last updated2