"Exploring a GitHub repository and creating a detailed flowchart of its functionality" matching MCP servers:

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  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

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  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

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  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

  24

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  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

  6

  MIT

• A-Share MCP Server

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  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

  642

• A Share MCP

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  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

  642

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  maintenance

  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

  7

• its-just-ui MCP Server

  its-just-ui

  A

  license

  B

  quality

  B

  maintenance

  Enables AI-powered generation, customization, and documentation of its-just-ui React components. Provides tools for component generation, theme management, form creation, responsive layouts, and accessibility guidance.

  Last updated 2025-08-12

  9

  12

  4

  MIT

• GitHub Repository Creator

  flickleafy

  A

  license

  -

  quality

  C

  maintenance

  Enables AI applications to automatically analyze local repositories and create GitHub repositories with proper configuration, topics, and complete setup workflow.

  Last updated 2025-08-10

  2

  GPL 3.0

• Two Truths and a Twist

  ErgodicLabs

  A

  license

  -

  quality

  C

  maintenance

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• MCP GitHub Repository Server

  loglmhq

  A

  license

  -

  quality

  C

  maintenance

  A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.

  Last updated 2024-12-06

  6

  MIT

• GitHub Repository Analyzer

  jar285

  F

  license

  -

  quality

  C

  maintenance

  Enables Large Language Models to analyze GitHub repositories in real-time, providing tools for retrieving repository information, analyzing issues, accessing documentation, and visualizing activity.

  Last updated 2025-04-17

• GitHub Repository MCP Server

  shanksxz

  A

  license

  C

  quality

  C

  maintenance

  Enables AI models to access GitHub repository contents as context, with features to fetch entire repositories, specific file contents, and repository structures for use in AI interactions.

  Last updated 2025-04-24

  3

  94

  2

  MIT

• Langflow Document Q&A Server

  GongRzhe

  A

  license

  C

  quality

  F

  maintenance

  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

• GitHub Mapper MCP Server

  dazeb

  F

  license

  C

  quality

  C

  maintenance

  Provides tools for mapping and analyzing GitHub repositories. It allows users to set a GitHub Personal Access Token and retrieve detailed information about a specified repository, including its structure and summary statistics.

  Last updated 2025-07-18

  2

  24

• proof-of-commitment

  piiiico

  F

  license

  -

  quality

  B

  maintenance

  Supply chain risk scoring for npm, PyPI, and GitHub repos

  Last updated 2026-05-05

  2

• Chain of Draft Thinking

  bsmi021

  A

  license

  A

  quality

  C

  maintenance

  Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code r

  Last updated 2025-03-26

  1

  23

  24

  MIT

• GitHub Summary MCP

  muhammadzaeemaltaf

  F

  license

  A

  quality

  C

  maintenance

  Generates daily GitHub work summaries by analyzing commits across all repositories a user owns or contributes to. It provides tools to fetch today's commit activity and deduplicate repository-specific updates for easy reporting.

  Last updated 2026-03-05

  3

• You Need A Budget (YNAB) MCP

  Jtewen

  A

  license

  A

  quality

  D

  maintenance

  An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

  Last updated 2025-06-19

  20

  14

  10

  MIT

• Enterprise Rent-A-Car MCP

  markswendsen-code

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to search for vehicles, manage reservations, and access Enterprise Plus loyalty account information through headless browser automation on enterprise.com. It supports the complete car rental workflow including vehicle searching, booking, modifications, and points balance checks.

  Last updated 2026-03-13

  7

  8

  MIT