Local Intelligence
MCP Server

Professional text analysis and processing tools that run locally with enterprise-grade security and zero data externalization.

25 Tools
400+ Test Methods
100% Local

Summarization

summarize summarize_focus focused_summarization enhanced_summarization

Extraction

tag_generation schema_extract similarity_ranking catalog_summarize
Built for Modern AI Platforms

Text Processing

text_normalize text_chunking text_rewrite text_redaction tokens_count text_normal text_chunk

Analysis & AI

content_purpose_detector query_analysis intent_parse intent_recognition feedback_analyze session_summarize embedding_generation

Built for Apple Intelligence

Privacy-preserving tools that extend Apple's on-device capabilities

Privacy First

All analysis runs locally with PII redaction and zero-knowledge architecture

Text Processing

21 professional tools for analysis, summarization, and content processing

Enterprise Security

Comprehensive security testing with OWASP-aligned protection

High Performance

Swift 6 concurrency with 100+ concurrent request handling

Cross-Platform

Runs on macOS, Linux, and Docker containers

Offline Capable

Core functionality works without network connectivity

25 Professional Text Processing Tools

Enterprise-grade text analysis and processing capabilities

Complete Text Processing Suite

Local Intelligence MCP provides 25 specialized tools for comprehensive text processing, analysis, and content management. From basic text normalization to advanced semantic analysis, these tools run entirely on your local system with enterprise-grade security and zero data externalization.

Real-World Usage Examples

📄 Document Processing Workflow

Process incoming documents by first normalizing text formatting, chunking large files into manageable pieces, applying PII redaction to protect sensitive information, then generating executive summaries for quick review while maintaining full document context.

Tools used: text_normalize text_chunking pii_redaction summarization

🔍 Customer Intelligence Analysis

Analyze customer feedback by detecting content purpose, extracting sentiment and intent, generating relevant tags for categorization, and creating similarity rankings to identify related issues. The system can process thousands of feedback entries while preserving privacy.

Tools used: content_purpose_detector feedback_analysis tag_generation similarity_ranking

📊 Research Content Management

Transform research materials by rewriting for clarity, extracting structured data schemas, generating focused summaries on specific topics, and cataloging content for easy retrieval. Perfect for academic papers, technical documentation, and market research.

Tools used: text_rewrite schema_extraction focused_summarization catalog_summarization

💬 Meeting & Session Processing

Convert meeting transcripts into actionable insights by analyzing discussion intent, rewriting disorganized content, generating session summaries with key decisions, and creating token counts for documentation planning. All processing happens locally to maintain confidentiality.

Tools used: intent_recognition text_normalize session_summarize tokens_count

Complete Tool Categories

📝 Text Processing (7 tools)

Normalize, chunk, rewrite, and clean text with advanced formatting and redaction capabilities

🧠 Analysis & AI (7 tools)

Detect intent, analyze content, process feedback, and generate embeddings for semantic understanding

📄 Summarization (4 tools)

Create standard, focused, and enhanced summaries with configurable depth and style options

📊 Data Extraction (4 tools)

Extract tags, schemas, and similarity rankings from unstructured text content

⚙️ System Tools (3 tools)

Monitor health, retrieve system information, and list available capabilities

Quick Installation

Get started in minutes with your preferred platform

🚀 Quick Start

Recommended
Terminal
git clone https://github.com/bretbouchard/Local_Intelligence_MCP.git
cd Local_Intelligence_MCP
swift run LocalIntelligenceMCP

🐳 Docker

Cross-Platform
Terminal
docker-compose up -d

Verify Installation

Terminal
curl -X POST http://localhost:3000 \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc": "2.0", "id": 1, "method": "tools/list"}'

Platform Integration

Works with all major AI platforms and development environments

Claude Desktop

VS Code + Copilot

Cursor IDE

Windsurf

Google AI Studio

ChatGPT/OpenAI

Ready to enhance your local AI experience?

Join thousands of developers using Local Intelligence MCP for privacy-preserving text processing.