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Mind Map

nerfels/mind-map

This is an experimental code intelligence server that brings AST parsing and neuroscience-inspired analysis to your codebase. It exposes 33 MCP tools covering project scanning, cross-language API detection across 12 languages (Python, JavaScript, Java, Go, Rust, and more), and pattern recognition through associative learning. The Hebbian learning system tracks code co-activation patterns, while hierarchical context and attention mechanisms help surface relevant project areas. You'd reach for this when working with polyglot codebases where you need to detect REST APIs, GraphQL schemas, or gRPC services across different frameworks, or when you want Claude to build up an evolving understanding of your project structure. Still actively experimental with frequent breaking changes, so test it outside production environments first.

GitHub stars
2
tools
27
transport
STDIO
env var
1
last updated
Sep 16, 2025

Tools

27 tools

Public tool metadata for what this MCP can expose to an agent.

scan_projectInitial project analysis with AST parsing and pattern detection

Initial project analysis with AST parsing and pattern detection

No parameter schema in public metadata yet.

query_mindmapSemantic search with confidence scoring and relevance ranking

Semantic search with confidence scoring and relevance ranking

No parameter schema in public metadata yet.

update_mindmapLearning system for task outcomes and error patterns

Learning system for task outcomes and error patterns

No parameter schema in public metadata yet.

suggest_explorationIntelligent file/function recommendations

Intelligent file/function recommendations

No parameter schema in public metadata yet.

get_contextProject overview and contextual information

Project overview and contextual information

No parameter schema in public metadata yet.

get_statsComprehensive project statistics and metrics

Comprehensive project statistics and metrics

No parameter schema in public metadata yet.

predict_errorsRisk analysis and error prediction based on patterns

Risk analysis and error prediction based on patterns

No parameter schema in public metadata yet.

suggest_fixesContext-aware fix recommendations for error patterns

Context-aware fix recommendations for error patterns

No parameter schema in public metadata yet.

analyze_architectureDetect architectural patterns and design insights

Detect architectural patterns and design insights

No parameter schema in public metadata yet.

advanced_queryCypher-like graph queries with complex filtering

Cypher-like graph queries with complex filtering

No parameter schema in public metadata yet.

temporal_queryCode evolution and change impact analysis

Code evolution and change impact analysis

No parameter schema in public metadata yet.

aggregate_queryProject metrics, insights, and trend analysis

Project metrics, insights, and trend analysis

No parameter schema in public metadata yet.

get_performanceReal-time performance monitoring and bottleneck detection

Real-time performance monitoring and bottleneck detection

No parameter schema in public metadata yet.

get_cache_statsQuery cache performance metrics and memory usage statistics

Query cache performance metrics and memory usage statistics

No parameter schema in public metadata yet.

clear_cacheIntelligent cache invalidation with selective path-based clearing

Intelligent cache invalidation with selective path-based clearing

No parameter schema in public metadata yet.

save_querySave and manage reusable query templates

Save and manage reusable query templates

No parameter schema in public metadata yet.

execute_saved_queryRun saved queries with parameter substitution

Run saved queries with parameter substitution

No parameter schema in public metadata yet.

get_insightsComprehensive project insights with actionable recommendations

Comprehensive project insights with actionable recommendations

No parameter schema in public metadata yet.

detect_cross_language_depsIdentify cross-language dependencies and communication patterns

Identify cross-language dependencies and communication patterns

No parameter schema in public metadata yet.

analyze_polyglot_projectAnalyze multi-language project structure and architecture

Analyze multi-language project structure and architecture

No parameter schema in public metadata yet.

generate_multi_language_refactoringsGenerate refactoring suggestions for polyglot codebases

Generate refactoring suggestions for polyglot codebases

No parameter schema in public metadata yet.

detect_project_toolingDetect available development tools across all languages in the project

Detect available development tools across all languages in the project

No parameter schema in public metadata yet.

run_language_toolExecute specific development tools with intelligent issue parsing

Execute specific development tools with intelligent issue parsing

No parameter schema in public metadata yet.

get_tooling_recommendationsGet intelligent recommendations for missing development tools

Get intelligent recommendations for missing development tools

No parameter schema in public metadata yet.

run_tool_suiteRun multiple development tools in parallel with aggregated results

Run multiple development tools in parallel with aggregated results

No parameter schema in public metadata yet.

detect_enhanced_frameworksComprehensive framework detection across web, mobile, desktop, game, ML/AI, and cloud categories

Comprehensive framework detection across web, mobile, desktop, game, ML/AI, and cloud categories

No parameter schema in public metadata yet.

get_framework_recommendationsGet intelligent recommendations based on detected frameworks and project patterns

Get intelligent recommendations based on detected frameworks and project patterns

No parameter schema in public metadata yet.

Sponsors

Configuration

MCP_PROJECT_ROOT

Project root directory for MCP to analyze (optional - uses current working directory if not specified)

Readme

Mind Map MCP Server v1.22.0

Experimental Code Intelligence Platform - A Model Context Protocol (MCP) server that explores neuroscience-inspired approaches to software development analysis. This is an experimental research project featuring advanced query caching, associative learning patterns, context awareness, attention mechanisms, temporal knowledge modeling, and code analysis tools.

⚠️ Current Status: Experimental v1.22.0

🧪 This is experimental software under active development - Use for testing and research purposes. Features may change or be removed.

Features under development: Context-aware caching • Brain-inspired learning • Code pattern detection • Document analysis • Multi-language AST parsing • File ignore patterns • CI/CD automation • Memory optimization


View the full README on GitHub

Details

Repository
github.com/nerfels/mind-map
Package
mind-map-mcp
Transport
STDIO
Registry
MCP registry, active