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MCP server for Google Workspace APIs enabling reading, creating, and editing Google Docs and Sheets, managing comments, reading emails, and viewing calendar events.

A getting started guide and template for creating Python-based MCP servers using uv for project management. Provides setup instructions for developing and testing MCP tools that can integrate with Claude Desktop.

Post-call structured summary & CRM webhook dispatcher (Synthflow / Bland)

Hosted MCP server for filing-driven IPO research, market snapshots, SEC filing signals, deal terms, comparable IPO deals, and post-listing outcomes. No auth by default; OAuth 2.0 unlocks richer tools.

Enables interaction with esa.io's API through the Model Context Protocol, supporting article search and retrieval with a compliant MCP interface.

Automated synthetic instruction tuning dataset generator with Alpaca schemas

An MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local embeddings.

This community MCP server wraps NovAI's language model inference API, providing AI agents with access to NovAI models for text generation, summarization, and conversational tasks. The server is stdio-based and requires an API key configured via environment variable.

Provides tools for analyzing and generating content in the Frasurbane aesthetic through a structured taxonomy of typography, color palettes, and photography parameters. It enables users to enhance image-gen prompts and evaluate compositional tension using a specialized 5D coordinate system.

A lightweight MCP server designed to check and process weekly reports, integrating with Google Sheets via the gspread library. The server provides a development mode for easy testing and configuration, with a simple script-based deployment process. Useful for teams needing automated weekly report validation and tracking.

This MCP server provides Emacs Lisp development assistance through five specialized tools that enable AI agents to interact with Emacs environments for code analysis and documentation lookup. Built by Laurynas Biveinis using TypeScript with the mcp-server-lib foundation, it offers function documentation retrieval, source code definition extraction with header comments, variable information without exposing values, Info documentation lookup from the Emacs Lisp Reference Manual, and secure source file reading from system directories and ELPA packages. The implementation features robust security controls that prevent path traversal attacks, handles both regular and byte-compiled functions, supports dynamic and lexical binding contexts, manages function aliases and C-implemented functions, and provides complete source reconstruction for interactively defined functions, making it valuable for AI-assisted Emacs Lisp development, code exploration and analysis, package development workflows, and building AI tools that need deep integration with Emacs internals.

Enables large language models to automatically report customer-facing issues with Azure resources by parsing natural language requests and submitting impact reports through the Azure Management API.

MCP server for converting cooking measurements (volume, weight, temperature) between common units like ml, cup, g, oz, and Celsius/Fahrenheit.

Vibsync gives Claude Code, Cursor, Codex, and other AI coding agents long-term team memory and live work context. It carries both what the team knows — discoveries, fixes, failed approaches, product rules, and decisions — and what the team is doing now — questions, tasks, ownership, and active work areas — across sessions and machines.

RAG MCP server with SQLite FTS5 trigram + vector hybrid search (RRF). Features IChunkContextualizer for AI-powered bilingual keyword generation and cross-lingual document search.

Exposes SEODesk SEO tools (analyze_website, keyword_research, backlink overview, etc.) to MCP clients like ChatGPT via Streamable HTTP and OAuth 2.1.

Find independent music by how it sounds — similar tracks and playlists from a track link.

Enables querying Yazio food logs including meals, daily summaries, and nutrition totals through MCP tools.

A Model Context Protocol server that provides seamless integration with Mingdao platform APIs, enabling AI applications to perform operations like worksheet management, record manipulation, and role management through natural language.

Vercel AI SDK tool call validator