"A tool for writing product manuals" matching MCP servers:

• Data Product Hub

  armalite

  A

  license

  -

  quality

  D

  maintenance

  A production-ready MCP server that provides comprehensive dbt project quality assessment for any GitHub repository, enabling AI agents to analyze dbt models, check metadata coverage, and map data lineage.

  Last updated 2025-10-29

  9

  MIT

• tool-disco

  egoughnour

  A

  license

  -

  quality

  D

  maintenance

  A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool composition and proxy testing.

  Last updated 2026-01-15

  1

  MIT

• MCP as a Judge

  OtherVibes

  A

  license

  -

  quality

  C

  maintenance

  A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.

  Last updated 2025-12-15

  17

  MIT

• Qwen MCP Tool

  Jaggerxtrm

  A

  license

  B

  quality

  D

  maintenance

  Enables AI assistants to leverage Qwen's code analysis capabilities with large context windows, supporting file/directory analysis, sandbox execution, and multiple approval modes for safe code operations.

  Last updated 2025-10-29

  3

  13

  3

  MIT

• Rovodev MCP Tool

  Jaggerxtrm

  A

  license

  B

  quality

  D

  maintenance

  Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing AI assistants to perform deep code analysis using Rovo Dev's large context capabilities. It enables features like repository-wide queries, file-specific analysis, and specialized coding modes through a standard MCP interface.

  Last updated 2025-11-01

  3

  6

  MIT

• mcp-for-programmer

  zaizaizhao

  F

  license

  C

  quality

  C

  maintenance

  A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.

  Last updated 2025-06-02

  3

  26

  1

• codex-buddy-for-claude

  leo919cc

  A

  license

  -

  quality

  D

  maintenance

  Enables Claude Code to leverage OpenAI models for expert code review, deep architecture analysis, and security audits, with automatic markdown report generation.

  Last updated 2026-03-12

  MIT

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  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 2026-05-09

  3

  Apache 2.0

• claude-reviewer-for-codex

  adsorce

  A

  license

  -

  quality

  A

  maintenance

  Uses Claude as an independent second-model reviewer inside Codex, performing reviews on disposable Git snapshots with structured findings.

  Last updated 2026-07-11

  MIT

• Scan-Code-Tool

  xiaobenyang-com

  A

  license

  -

  quality

  D

  maintenance

  CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments

  Last updated 2026-01-09

  2

  Apache 2.0

• DevKit for Strapi MCP Server

  PaulRichez

  -

  license

  -

  quality

  C

  maintenance

  Provides AI agents with ground-truth knowledge of Strapi projects by reading real schema files, enabling accurate queries and safe refactoring operations.

  Last updated 2026-07-19

• BinDiff MCP Tool

  u21h2

  F

  license

  A

  quality

  D

  maintenance

  Enables binary comparison capabilities by leveraging IDA Pro and BinDiff to analyze similarities and differences between files. Users can perform automated function analysis to identify changed functions and compare original binaries against patched versions.

  Last updated 2026-02-03

  1

  2

• aspark-graph

  a-lottes

  A

  license

  B

  quality

  A

  maintenance

  A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.

  Last updated 2026-07-21

  9

  MIT

• claude-for-abap

  yzonur

  A

  license

  -

  quality

  A

  maintenance

  MCP server giving Claude (and any MCP-compatible client) live access to SAP systems via ADT for reading, searching, editing, and activating ABAP objects.

  Last updated 2026-07-18

  139

  11

  MIT

• MCP Server for VS Code

  malvex

  A

  license

  -

  quality

  F

  maintenance

  Enables AI assistants to interact with VS Code for language intelligence, debugging, and code execution.

  Last updated 2026-01-26

  16

  MIT

• LSP MCP Server for Rell

  peaceful-wanderer

  A

  license

  -

  quality

  D

  maintenance

  An MCP server for interacting with the Rell Language Server Protocol interface. It enables LLMs to query LSP Hover and Completion providers for Rell projects.

  Last updated 2025-09-14

  1,247

  MIT

• codegraph

  optave

  A

  license

  -

  quality

  B

  maintenance

  Provides AI agents with a function-level dependency graph of the codebase through 30 MCP tools, enabling structural queries about code dependencies, callers, and impact analysis.

  Last updated 2026-07-25

  450

  81

  Apache 2.0

• mcp-shipcheck

  mcp-tool-shop-org

  A

  license

  A

  quality

  A

  maintenance

  Audits local package folders to generate publish-readiness reports and previews of NPM tarball contents. It helps developers identify and resolve configuration issues like missing types or broken exports before releasing code.

  Last updated 2026-07-07

  3

  198

  MIT

• mcdev-mcp

  use-ai-for-mc

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that empowers AI coding agents to work effectively with Minecraft mod development, providing static analysis of decompiled source code and runtime interaction with a running Minecraft instance.

  Last updated 2026-07-22

  31

  54

  10

  MIT

• odoo-agent-mcp

  syedasadabbas

  A

  license

  A

  quality

  B

  maintenance

  A version-agnostic MCP server for Odoo that enables AI agents to interact with any Odoo app's data, schema, and source code, supporting tasks like data CRUD, schema mapping, code analysis, and feature implementation.

  Last updated 2026-07-11

  14

  MIT