MCP Server Directory

📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

☁️ - MCP for BugBug API, to manage test and suites on BugBug

🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)

🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`).

[](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.

🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.

🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.

📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)

📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.

📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.

📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.

🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

📇 - Connect to VSCode ide and use semantic tools like `find_usages`

[](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.

🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.

[](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.

[](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.

📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data

🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.

📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing

📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).

[](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.

[](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.

__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.

[](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: `pip install blackmount-nlp-mcp`.

🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.

🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.

🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.

🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.

[](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.

🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.

🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.

[](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.

[](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.

🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.

📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.

🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.

[](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.

[](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.

[](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).

[](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.

[](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.

[](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).

🐍 🏠 - Share code context with LLMs via MCP or clipboard

📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.