DocuMind MCP Server
About
An MCP server for analyzing documentation quality using advanced neural processing.
Details
- Author
- sunwood-ai-labs
- Categories
- Developer Tools, Other, AI, Knowledge Base
Jump to
Setup
Install DocuMind MCP Server in your MCP client (Claude Desktop, Cursor, Windsurf, and others).
Repository: https://github.com/sunwood-ai-labs/documind-mcp-server
Follow the installation instructions in the repository README, then restart your MCP client.
"Where Documentation Meets Digital Intelligence"
A next-generation Model Context Protocol (MCP) server that revolutionizes documentation quality analysis through advanced neural processing.
- 🧠Neural Documentation Analysis: Advanced algorithms for comprehensive README evaluation
- 🔮Holographic Header Scanning: Cutting-edge SVG analysis for visual elements
- 🌍Multi-dimensional Language Support: Cross-linguistic documentation verification
- 💫Quantum Suggestion Engine: AI-powered improvement recommendations
Integrate with Claude Desktop mainframe:
// %APPDATA%/Claude/claude_desktop_config.json { "mcpServers": { "documind-mcp-server": { "command": "/path/to/documind-mcp-server/build/index.js" } } }
Initiates quantum analysis of documentation structure.
- projectPath: Neural pathway to target directory
{ name: "evaluate_readme", arguments: { projectPath: "/path/to/project" } }
{ content: [ { type: "text", text: JSON.stringify({ filePath: "/path/to/project/README.md", hasHeaderImage: true, headerImageQuality: { hasGradient: true, hasAnimation: true, // ... other quality metrics }, score: 95, suggestions: [ "Consider adding language badges", // ... other suggestions ] }) } ] }
Access the neural network through MCP Inspector:
- Ensure SVG file is placed in theassets/directory
- Validate SVG file contains proper XML structure
- Check file permissions
- Verify badges use shields.io format
- Check HTML structure follows recommended pattern
- Ensure proper center alignment
- Clearnode_modulesand reinstall dependencies
- Ensure TypeScript version matches project requirements
- Check for syntax errors in modified files
- Verify stdio transport configuration
- Check Claude Desktop configuration
- Ensure proper file paths in config
- Minimize SVG complexity for faster parsing
- Use efficient gradients and animations
- Optimize file size while maintaining quality
- Structure content for optimal parsing
- Use recommended markdown patterns
- Follow badge placement guidelines
Primary service for README analysis and evaluation.
class ReadmeService { // Analyzes all README files in a project async evaluateAllReadmes(projectPath: string): Promise<ReadmeEvaluation[]> // Evaluates a single README file private async evaluateReadme(dirPath: string, readmePath: string): Promise<ReadmeEvaluation> // Evaluates language badge configuration private evaluateLanguageBadges(content: string): BadgeEvaluation }
Specialized service for SVG header image analysis.
class SVGService { // Evaluates SVG header image quality public evaluateHeaderImageQuality(imgSrc: string, content: string): HeaderImageQuality // Checks for project-specific elements in SVG private checkProjectSpecificImage(svgContent: string, readmeContent: string): boolean }
interface ReadmeEvaluation { filePath: string; hasHeaderImage: boolean; headerImageQuality: HeaderImageQuality; isCentered: { headerImage: boolean; title: boolean; badges: boolean; }; hasBadges: { english: boolean; japanese: boolean; isCentered: boolean; hasCorrectFormat: boolean; }; score: number; suggestions: string[]; } interface HeaderImageQuality { hasGradient: boolean; hasAnimation: boolean; hasRoundedCorners: boolean; hasEnglishText: boolean; isProjectSpecific: boolean; }
The server implements comprehensive error handling:
try { const evaluations = await readmeService.evaluateAllReadmes(projectPath); // Process results } catch (error) { const errorMessage = error instanceof Error ? error.message : String(error); return { content: [{ type: 'text', text: Evaluation error: ${errorMessage} }], isError: true }; }
This is a web browser that enables your coding agent, such as Claude Code, to visit websites on your behalf and assist you in identifying bugs or creating UI test cases.
Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.
Word search, crossword, and sudoku generator MCP server with printable PDF worksheets, themed word banks, and verifiable LLM evals. Local-first, from the makers of puzzletide.com.
Search Apple's Developer Documentation with smart search and wildcard support.
Access technical documentation for libraries and frameworks, formatted in clean markdown for LLM consumption.
A Retrieval-Augmented Generation (RAG) server for document processing, vector storage, and intelligent Q&A, powered by the Model Context Protocol.
Search, compare, and get docs for 210+ APIs ranked by CLI and agent relevance
Query Rust crates from crates.io and docs.rs. Search for crates, get info, versions, dependencies, and documentation.
Apple Documentation MCP Server - Search Apple docs, Swift Evolution, and sample code
Optimize any site for AI search: get DeepRank methodology, optimization steps, and suggestions (llms.txt, JSON-LD, audit checklist) so your AI assistant can implement AI visibility in the repo.
Integrates Google's Gemini for advanced codebase analysis, web search, and processing of text, PDFs, and images.
Sign in to leave a review
Use Google, GitHub, or an email account so ratings stay tied to real people.
No reviews posted yet.





