"Best practices for using a library for a specific task" matching MCP servers:

• Best Practices MCP Server

  n-ochs

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  Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.

  Last updated 2025-12-02

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  A

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  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

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  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

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  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• A-MEM: Agentic Memory System

  tobs-code

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  F

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  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• Chainflip Broker as a Service

  CumpsD

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  A

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  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• Todo for AI MCP Server

  todo-for-ai

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  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0

• A-Share MCP Server

  24mlight

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  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• A Share MCP

  24mlight

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  security

  A

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  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• MCP for Vivado

  lzw12123

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  An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

  Last updated 2026-04-08

  1

• mcp-for-docs

  shayonpal

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  F

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  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

• MCP Server for Splunk

  deslicer

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  A

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  Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.

  Last updated 2026-04-13

  52

  22

  Apache 2.0

• What's for Dinner? MCP Server

  a2345sooted

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  Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.

  Last updated 2026-02-02

  MIT

• Call For Papers MCP

  alperenkocyigit

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  security

  A

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  Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.

  Last updated 2025-10-27

  4

• MCP Server for CAD

  Eklavvyaaaaa

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  F

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  Translates natural language commands into structured geometric operations for a simulated CAD engine using LLMs. It enables users to create shapes, modify dimensions, and perform 3D operations like extrusion through the Model Context Protocol.

  Last updated 2026-03-27

• Blender MCP for Antigravity

  kc0ed

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  Windows-optimized MCP server that enables control of Blender 4.0+ through 21+ tools for scene management, object manipulation, and asset downloads from PolyHaven, Sketchfab, Hyper3D, and Hunyuan3D.

  Last updated 2025-12-14

  13

  MIT

• claude-debugs-for-you

  jasonjmcghee

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  A

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  Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.

  Last updated 2025-12-20

  2

  507

  MIT

• MCP Server for OSCAL

  awslabs

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  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-04-15

  35

  Apache 2.0

• markdown-for-agents-mcp

  JohnnyFoulds

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  security

  A

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  MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.

  Last updated 2026-04-07

  MIT

• MCP Server For Local

  Dreamboat-Rachel

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  security

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  A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.

  Last updated 2025-04-09

  1

  14

  Apache 2.0

• MCP Server for Google Search

  mcp-for-dev

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  security

  F

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  A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

  Last updated 2025-05-15

  2

  3

  2

• mcp-server-for-powershell

  danielklecha

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  Unofficial Powershell MCP server

  Last updated 2026-01-26

  1

  MIT

• MCP Server for Intercom

  raoulbia-ai

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  An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.

  Last updated 2025-04-25

  4

  8

  Apache 2.0

• mcp-for-azure-devops-boards

  danielealbano

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  MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

  Last updated 2026-04-07

  23

  6

  MIT

• Coze MCP Server For OpenClaw

  danielcy

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  F

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  Exposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.

  Last updated 2026-03-11

  94

• mcp-server-for-apache-ofbiz

  jacopoc

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  A proof of concept MCP server for Apache OFBiz

  Last updated 2026-02-20

  5

  Apache 2.0

• mem0 MCP Server for Project

  KunihiroS

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  security

  F

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  A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.

  Last updated 2026-03-11

  6

• Quick Data for Windows MCP

  Beaulewis1977

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  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• Midjourney Best Experience MCP

  BACH-AI-Tools

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  An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.

  Last updated 2025-12-07

  MIT

• PsMCP - MCP Server for

  Chandrahas455

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  A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.

  Last updated 2025-07-30

  10

  MIT

• Task Manager

  abyssbugg

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  Enables users to manage tasks through a simple JSON file interface. Provides basic task management functionality by reading and writing to a configurable tasks.json file.

  Last updated 2025-09-13

  5

  MIT

• mcp-open-library

  8enSmith

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  quality

  A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book information.

  Last updated 2026-02-04

  6

  17

  67

  MIT

• n8n Manager for AI Agents

  czlonkowski

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  A

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  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  57

  MIT

• Task Context MCP Server

  l0kifs

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  security

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  Enables AI agents to autonomously manage and improve execution processes for repetitive task types by storing reusable task contexts with associated artifacts (practices, rules, prompts, learnings) and providing full-text search across historical best practices.

  Last updated 2025-12-20

  8

  1

  MIT

• Task Orchestration

  hrishirc

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  security

  A

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  Task Orchestration

  Last updated 2025-08-12

  5

  6

  MIT

• API for Chads

  chadbot0x

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  MCP server providing real-time crypto prices (Chainlink + Binance), Polymarket prediction market data, deep web research, and JS-rendered web scraping. All services available via x402 Solana micropayments.

  Last updated 2026-02-24

  MIT

• Minimal MCP Server for AutoCAD

  JooseokKim-DL

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  security

  F

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  A FastAPI-based MCP server scaffold designed to extract material tables from AutoCAD DWG files. It enables users to automate CAD data processing by configuring drawing folder paths and layer-specific extraction parameters.

  Last updated 2026-02-25

• Library MCP

  lethain

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  security

  F

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  An MCP server that enables interaction with Markdown knowledge bases, allowing users to search and retrieve content by tags, text, URL, or date range from their local markdown files.

  Last updated 2025-04-21

  7

  88

• Gemini MCP Server for Claude

  raydollete

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  security

  A

  license

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  quality

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-04-14

  3

  Apache 2.0

• Task MCP

  Clearner1

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  security

  F

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  Enables AI assistants to manage Dida365 (滴答清单) tasks through the Model Context Protocol. It supports full task lifecycle management including creating, updating, and filtering tasks with automatic timezone handling.

  Last updated 2026-01-30

  5

• Cloudflare MCP Server for

  lennyzeltser

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  Turns any static website into an MCP-searchable knowledge base by deploying a Cloudflare Worker that provides full-text search tools, enabling AI assistants to search and retrieve content from your site.

  Last updated 2026-03-12

  1

  MIT

• Chart Library

  grahammccain

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  security

  A

  license

  A

  quality

  Historical stock pattern intelligence for AI agents. Search 24M pre-computed chart pattern embeddings across 15K stocks and 10 years. 19 tools: pattern similarity search, forward returns, regime analysis, anomaly detection, sector rotation, earnings reactions, correlation shifts, scenario analysis, and more. Returns what happened historically when charts looked like this — compliance-safe

  Last updated 2026-04-18

  7

  1

  MIT

• Prompt for User Input MCP

  goldensansapple

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  Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.

  Last updated 2025-10-22

  MIT

• E0N-MCP-FOR-ETH

  E00N777

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  just a simple test for education

  Last updated 2025-10-27

  MIT

• Gospel Library MCP

  adammharris

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  Enables access to LDS Gospel Library content and scriptures through the Model Context Protocol. Provides tools for searching and retrieving religious texts and study materials from the Church of Jesus Christ of Latter-day Saints.

  Last updated 2025-08-14

  1

• Document Q&A MCP Server

  SY-MR-CODER

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  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• Langflow Document Q&A Server

  GongRzhe

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  security

  A

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  quality

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• task-orchestrator

  jpicklyk

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  Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

  Last updated 2026-04-16

  180

  MIT

• Task API Server

  milkosten

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  security

  F

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  C

  quality

  A Model Context Protocol implementation that provides a standardized interface for task management, supporting both STDIO mode for CLI/AI applications and HTTP+SSE mode for browser-based clients.

  Last updated 2025-03-07

  4

  11

• MCP Task

  just-every

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  security

  A

  license

  A

  quality

  Async MCP server for running long-running AI tasks with real-time progress monitoring, enabling users to start, monitor, and manage complex AI workflows across multiple models.

  Last updated 2025-08-08

  6

  3

  5

  MIT