File Systems
Local files, S3, GCS, Dropbox, and other storage systems
2,966 servers in this category
Data Wrangler (Polars)
MCP (Model Context Protocol) Server. Provides data preprocessing, transformation, and analysis capabilities using Polars dataframes for statistical operations on multiple file formats with structured JSON responses.
Oil & Gas RAG
A specialized oil and gas MCP server providing integrated access to drilling, production, HSSE, and procurement data with hybrid RAG search and anomaly detection capabilities.
Git Commit Generator
A specialized MCP server that analyzes git diffs to automatically generate conventional commit messages, helping developers maintain structured version control history.
Data Extractor
A robust developer tool that automates the migration of hardcoded strings, configurations, and SVG components from JS/TS source code into organized external files.
adamamer20-paper-search-mcp-openai
A multi-source academic paper search and download server that integrates with arXiv, PubMed, and various preprint servers for seamless research workflows in LLMs.
BookStack MCP Server
A Python-based MCP server providing comprehensive management for BookStack instances, featuring unified content CRUD operations, full-text search, and advanced image gallery management with remote URL upload support.
Pattern Language
MCP (Model Context Protocol) Server. Provides structured coding instructions and testing guidelines by dynamically combining general programming principles with language-specific rules through a tool-based interface that processes markdown instruction files into executable patterns.
winremote-mcp
Windows Remote MCP Server — 40+ tools for desktop automation, process management, file operations via FastMCP
BootstrapBlazor Documentation
MCP (Model Context Protocol) Server. Provides access to BootstrapBlazor component documentation and source code through automated Git repository management, enabling developers to retrieve component listings, file structures, and implementation details for Blazor application development.
Java Decompiler MCP Server
An MCP-based Java decompilation tool that uses the CFR decompiler to convert .class and .jar files into readable Java source code. It features multi-threaded batch processing and direct file system output to handle large-scale decompilation while bypassing token limits.
Alibaba Cloud Supabase
A specialized MCP server for managing Supabase projects on Alibaba Cloud, enabling AI assistants to automate database operations, network configuration, and infrastructure provisioning.
Video & Audio Text Extraction
An MCP server that uses Whisper speech recognition and yt-dlp to download media and extract text/transcriptions from various video platforms and audio files.
HackerNews
A comprehensive MCP server providing deep integration with the HackerNews API to search stories, analyze user behavior, and extract trending topics from tech discussions.
CEDARScript File Manipulation
MCP (Model Context Protocol) Server. Provides CEDARScript (a SQL-like language) capabilities for executing pattern matching and transformations on source code to enable automated refactoring, code generation, and static analysis tasks.
Document Indexer
A local document indexing and semantic search server that uses LanceDB and local LLMs via Ollama to provide natural language querying and summarization of personal file collections.
diffchunk
A specialized MCP server that allows LLMs to navigate and analyze massive git diff files by breaking them into manageable, pattern-searchable chunks.
CodeQL N1ght
This MCP server integrates the CodeQL N1ght tool to automate Java security analysis, enabling environment setup, database generation from JAR/WAR files, and vulnerability scanning with parallel processing support.
Cognio
A persistent semantic memory server that provides AI assistants with long-term memory across sessions using SQLite and sentence-transformers for vector search.
Excel
MCP (Model Context Protocol) Server. Enables Excel file manipulation capabilities including workbook creation, data manipulation, formatting, charts, and pivot tables without requiring Microsoft Excel installation.
Directus
A robust MCP server for Directus CMS that enables AI agents to manage content, assets, and database schemas through CRUD operations, automation triggers, and dynamic prompt templates.
Sketch
A specialized MCP server for parsing Sketch design files, offering advanced token optimization and visual rendering to facilitate design-to-code workflows in AI environments.
Inoyu
Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
Nano Banana (Gemini Image Generator)
An MCP server that generates images using Google's Gemini API and uploads them to ImgBB for public web sharing. It allows AI models to create and host visual content instantly via a simple tool interface.
Neurolorap Code Collector
MCP (Model Context Protocol) Server. Streamlines code collection and documentation by gathering files into a single markdown document with features like syntax highlighting and table of contents generation.
Quickbase
A TypeScript-based MCP server that integrates with the Quickbase JSON RESTful API to manage records, tables, applications, and file attachments directly via AI assistants.
PDF Forms
A toolset for PDF form processing that enables deep inspection of form fields, discovery of PDF documents within directories, and visual highlighting of form layouts using PyMuPDF.
Everything Search
MCP (Model Context Protocol) Server. Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and customizable result formatting.
Nexus (VSCode)
MCP (Model Context Protocol) Server. Integrates Claude Desktop with VSCode, enabling file access and manipulation within specified workspace directories for seamless AI-assisted development workflows.
ImageGen
A robust MCP server providing unified access to major image generation providers including OpenAI, Google Gemini/Imagen, and Flux via Replicate, featuring automatic file saving and advanced parameter control.
Obsidian Advanced
An advanced MCP server that integrates with Obsidian through the Local REST API, enabling AI agents to perform complex vault analysis, note management, and UI command execution.