File Systems

A toolset for ensuring correct file encodings (like UTF-8 with BOM) when AI agents create files, particularly useful for Windows MSVC compiler compatibility.

MCP (Model Context Protocol) Server. Provides regex-based text analysis capabilities for developers to precisely locate character and line positions of pattern matches within files, with robust security checks to prevent unauthorized file access.

A codemode-based MCP server that allows agents to fetch and query dependency source code (npm, GitHub, PyPI, Crates) by executing JavaScript server-side to minimize context usage.

MCP (Model Context Protocol) Server. Provides a bridge to Canvas LMS, enabling students to retrieve and manage course data like assignments, files, and to-do items through a lightweight Python tool with rich, optimized formatting.

A tool-based workflow for agents to discover and visualize codebases by converting local or GitHub projects into Mermaid diagrams and rendering them as PNG images via Kroki.

A tool for loading, statistically analyzing, and visualizing data from .xlsx and .csv files using matplotlib and plotly.

MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable repository management, file operations, issue tracking, and code search through natural language conversation, streamlining development workflows without leaving your assistant interface.

MCP (Model Context Protocol) Server. Transforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual Python code that replicates the workflow's logic.

Connects to the kChat platform to manage channels, threads, and direct messages, enabling AI agents to interact with team communications and user profiles.

MCP (Model Context Protocol) Server. Provides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with MinIO integration for image storage and retrieval.

MCP (Model Context Protocol) Server. Enables AI systems to execute shell commands and scripts securely with proper output handling for system automation, file manipulation, and command-line tool integration.

A Model Context Protocol server that integrates natural language processing with Odoo ERP systems via XML-RPC, enabling conversational CRUD operations, model discovery, and automated workflows.

A smart proxy server for MCP that prevents LLM context window bloat by caching large tool responses to local files and returning compact resource links. It supports automatic format conversion, direct tool calls, and secure file-based data uploads for massive datasets.

Arduino MCP server for arduino-cli setup, hardware detection, compile/upload, and serial monitoring.

A persistent memory system for LLMs providing hierarchical compression and semantic search using ChromaDB to overcome context window limitations.

MCP (Model Context Protocol) Server. Provides secure file system access through a Go-based server that enables reading, writing, listing, and manipulating files within specified allowed directories while preventing directory traversal attacks.

MCP (Model Context Protocol) Server. Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various sources including CSV files and databases.

A robust MCP server providing high-quality text-to-speech with smart language detection and comprehensive audio playback controls for various file formats.

A comprehensive MCP server for interacting with the GitLab API, supporting repository management, file operations, issue tracking, and merge requests. It uniquely handles both project and group-level milestones for cross-project workflow coordination.

MCP (Model Context Protocol) Server. Integrates with Spring Boot to process CSV and Excel files, enabling data extraction and manipulation for analysis, reporting, or system integration tasks.

A tool that enables AI assistants to compile LaTeX source code into professional PDF documents locally with integrated error handling.

A professional cover letter generator that uses LaTeX to create high-quality PDFs with advanced folder management and secure path sanitization.

A comprehensive MCP server providing a wide array of utilities including system monitoring, file management, text processing, web requests, and date/time manipulation.

Provides high-quality AI image generation and editing using FLUX.1 Kontext Max via the Replicate API, featuring advanced text rendering and automatic local image downloads.

A comprehensive enterprise intelligence MCP server providing deep insights into business operations, financial history, brand strength, and market sentiment for Chinese companies.

MCP (Model Context Protocol) Server. Retrieves and manages terminal logs from a specified directory, offering functionality to read recent entries and clear log contents for efficient monitoring and debugging.

A Docker-based local RAG backend that implements the Model Context Protocol to provide advanced document search through a combination of vector, graph, and full-text retrieval using Neo4j and Graphiti.

A specialized MCP server for processing and analyzing semiconductor test data in the STDF-V4 format, offering tools for metadata extraction, record filtering, and yield analysis.

A specialized MCP server designed for reading and extracting text from PDF documents.

A production-ready MCP server that integrates with Google Workspace to manage Gmail emails, Calendar events, Sheets data, Docs content, and Drive files.