"AMP" matching MCP servers:

• wisdom-store

  InfiniQuest-App

  A

  license

  A

  quality

  C

  maintenance

  Provides AI coding assistants with persistent memory, AST-based project indexing, and tools for live context management and hallucination detection. It enables saving lessons to local files, trimming conversation history, and verifying code symbols to prevent errors.

  Last updated 2026-06-20

  14

  1

  MIT

• Source Map Parser MCP Server

  MasonChow

  A

  license

  A

  quality

  C

  maintenance

  Enables mapping JavaScript error stack traces back to original source code, extracting context information to help developers locate and fix issues.

  Last updated 2025-09-28

  3

  77

  2

  MIT

• Mind Map MCP Server

  nerfels

  A

  license

  C

  quality

  C

  maintenance

  An experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory, context-aware caching, and cross-language API detection.

  Last updated 2025-11-18

  59

  74

  2

  MIT

• syntax-map-mcp

  kht6163

  A

  license

  -

  quality

  B

  maintenance

  Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files using Tree-sitter, providing symbol listing, definition/reference lookup, AST queries, LSP-style features, and SQLite indexing for efficient cross-file searches.

  Last updated 2026-05-15

  26

  MIT

• AAP Enterprise MCP Server

  sibilleb

  A

  license

  -

  quality

  D

  maintenance

  A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling AI assistants to interact with Ansible Automation Platform, Event-Driven Ansible, ansible-lint, and official Red Hat documentation with secure domain validation.

  Last updated 2025-07-18

  30

  MIT

• SAMP-MCP

  KongGithubDev

  A

  license

  -

  quality

  B

  maintenance

  A comprehensive MCP server for SA-MP server development and management, enabling AI-assisted server administration, Pawn scripting, plugin management, and diagnostics.

  Last updated 2026-05-17

  23

  3

  MIT

• kmp-api-lookup-mcp

  SuLG-ik

  A

  license

  -

  quality

  C

  maintenance

  Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs. Supports querying classes, members, and platform constants via MCP tools for Kotlin Multiplatform development.

  Last updated 2026-04-08

  13

  4

  MIT

• repo-map

  noambinabout-boop

  A

  license

  -

  quality

  B

  maintenance

  A navigable symbol map of your codebase for coding agents, enabling efficient code navigation and reading only relevant symbols instead of entire files.

  Last updated 2026-07-11

  MIT

• ai-mind-map

  shdra06

  A

  license

  -

  quality

  A

  maintenance

  An MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory across sessions.

  Last updated 2026-07-14

  403

  1

  MIT
• 

  codedeltaofficial

  code-delta-app

  F

  license

  -

  quality

  C

  maintenance

  Deterministic code-churn measurement and AI-agent detection from the CodeDelta engine: measure churn between two directories or git refs, scan for code that runs AI agents, and get AI-authorship pointers. Runs fully locally.

  Last updated 2026-07-24

• Advanced MCP HTTP Server

  Deepak31mu

  F

  license

  -

  quality

  B

  maintenance

  An HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely.

  Last updated 2026-06-20

  1

• Grep App MCP Server

  ai-tools-all

  F

  license

  -

  quality

  F

  maintenance

  Enables powerful code search across millions of public GitHub repositories using grep.app API, with capabilities to discover code examples, retrieve specific files, and batch fetch multiple files for learning from open source projects.

  Last updated 2025-07-07

  68

• CodeMap MCP

  bbajt

  F

  license

  -

  quality

  B

  maintenance

  CodeMap is a Roslyn-powered MCP server that lets AI agents navigate C# codebases by symbol, call graph, and architectural fact, instead of brute-force reading thousands of lines of source code. One tool call. Precise answer. No context flood.

  Last updated 2026-06-11

  12