18,186 MCP servers crawled across 12 categories. 164 deterministic detection rules. Evidence chains, not vibes.
MCP server for filesystem access
MCP server for Flow Framework - Spec-driven iterative development methodology
Automatically generates a full MCP server codebase (Node/Python/Java) using the validated schema, outputting modular files for CLI-based execution or Claude Desktop connection
MCP server for Google Workspace integration (Gmail, Calendar, Drive) with flexible authentication
Excel MCP Server for manipulating Excel files
A Model Context Protocol (MCP) server for searching and retrieving Lottie animations from LottieFiles.
MCP server for markdown files — search, extract sections, list headings, find code blocks across your docs directory
MCP server for MarkView — preview Markdown files in a native macOS viewer
MCP server for Mattermost — let Claude, Cursor, and other AI assistants work with channels, messages, and files
A Model Context Protocol server providing tools to read/write docx files
A Model Context Protocol server providing tools to access storage services for usage by LLMs
MCP server for PharmaPendium data extraction — converts extraction results to XLSX, expands drug/concomitant rows, and uploads to Azure Blob Storage
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MCP server for parsing, reading, and modifying SDLXLIFF translation files (SDL Trados Studio format)
Spec-Driven Development MCP Server, not just Vibe Coding
💾 Model Context Protocol (MCP) server for Synology NAS - Enables AI assistants (Claude, Cursor, Continue) to manage files, downloads, and system operations through secure API integration. Features Docker deployment, auto-authentication, and comprehensive file system tools.
Model Context Protocol (MCP) server for AI-driven ServiceNow table data export to XML attachments.
MCP server that loads and serves skills from a mounted directory with hot reload.
Find files by glob pattern and search within them using grep. Quickly locate filenames and content matches across your workspace. Focus searches to a chosen directory for precise results.
Some MCP-tools (search files, read file, edit file, ...) based on io.modelcontextprotocol.sdk
MCP server for video analysis — extracts transcripts, key frames, OCR text, and metadata from video URLs. Supports Loom and direct video files.
MCP server for interactive code walkthroughs - Claude-driven code tours
Connect to your MediaWiki using simple credentials and manage content without OAuth. Search, read, create, and update pages, review histories, and retrieve files across one or more wikis. Automate routine wiki maintenance with minimal setup.
Provide AI models with seamless access to Meilisearch's powerful search and indexing capabilities through a comprehensive MCP server implementation. Enable real-time communication and advanced search functionalities including vector search within AI workflows. Simplify integration of Meilisearch APIs as callable tools for enhanced AI-driven data retrieval and management.