MCP Memory Service

Production-ready MCP memory service with zero database locks, hybrid backend (fast local + cloud sync), and intelligent memory search for AI assistants. Features v8.9.0 auto-configuration for multi-client access, 5ms local reads with background Cloudflare sync, Natural Memory Triggers with 85%+ accuracy, and OAuth 2.1 team collaboration. Works with Claude Desktop, VS Code, Cursor, Continue, and 13+ AI applications.

🚀 Quick Start (2 minutes)

🆕 Latest Release: v8.44.0 (Nov 30, 2025)

Multi-Language Expansion & Complete i18n Coverage

🌐 5 New Languages Added - Japanese, Korean, German, French, Spanish (359 keys each, fully validated)
✨ Complete UI Translation - All dashboard elements now translatable (+57 keys: search results, modals, settings, browse tags)
🎨 Dark Mode i18n Polish - Fixed language dropdown styling (backgrounds, hover states, active states)
📝 Full HTML Coverage - Added ~80 data-i18n attributes for complete translation support

Previous Releases:

v8.43.0 - Internationalization & Quality Automation (English/Chinese i18n, Claude branch automation, quality gates)
v8.42.1 - MCP Resource Handler Fix (AttributeError with Pydantic AnyUrl objects)
v8.42.0 - Memory Awareness Enhancements (visible memory injection, quality session summaries, LLM-powered summarization)
v8.41.2 - Hook Installer Utility File Deployment (ALL 14 utilities copied, future-proof glob pattern)
v8.41.1 - Context Formatter Memory Sorting (recency sorting within categories, newest first)
v8.41.0 - Session Start Hook Reliability Improvements (error suppression, clean output, memory filtering, classification fixes)
v8.40.0 - Session Start Version Display (automatic version comparison, PyPI status labels)
v8.39.1 - Dashboard Analytics Bug Fixes: Three critical fixes (top tags filtering, recent activity display, storage report fields)
v8.39.0 - Performance Optimization: Storage-layer date-range filtering (10x faster analytics, 97% data transfer reduction)
v8.38.1 - Critical Hotfix: HTTP MCP JSON-RPC 2.0 compliance fix (Claude Code/Desktop connection failures resolved)
v8.38.0 - Code Quality: Phase 2b COMPLETE (~176-186 lines duplicate code eliminated, 10 consolidations)
v8.37.0 - Code Quality: Phase 2a COMPLETE (5 duplicate high-complexity functions eliminated)
v8.36.1 - Critical Hotfix: HTTP server startup crash fix (forward reference error in analytics.py)
v8.36.0 - Code Quality: Phase 2 COMPLETE (100% of target achieved, -39 complexity points)
v8.35.0 - Code Quality: Phase 2 Batch 1 (install.py, cloudflare.py, -15 complexity points)
v8.34.0 - Code Quality: Phase 2 Complexity Reduction (analytics.py refactored, 11 → 6-7 complexity)
v8.33.0 - Critical Installation Bug Fix + Code Quality Improvements (dead code cleanup, automatic MCP setup)
v8.32.0 - Code Quality Excellence: pyscn Static Analysis Integration (multi-layer QA workflow)
v8.31.0 - Revolutionary Batch Update Performance (21,428x faster memory consolidation)
v8.30.0 - Analytics Intelligence: Adaptive Charts & Critical Data Fixes (accurate trend visualization)
v8.28.1 - Critical HTTP MCP Transport JSON-RPC 2.0 Compliance Fix (Claude Code compatibility)
v8.28.0 - Cloudflare AND/OR Tag Filtering (unified search API, 3-5x faster hybrid sync)
v8.27.1 - Critical Hotfix: Timestamp Regression (created_at preservation during metadata sync)
v8.26.0 - Revolutionary MCP Performance (534,628x faster tools, 90%+ cache hit rate)
v8.25.0 - Hybrid Backend Drift Detection (automatic metadata sync, bidirectional awareness)
v8.24.4 - Code Quality Improvements from Gemini Code Assist (regex sanitization, DOM caching)
v8.24.3 - Test Coverage & Release Agent Improvements (tag+time filtering tests, version history fix)
v8.24.2 - CI/CD Workflow Fixes (bash errexit handling, exit code capture)
v8.24.1 - Test Infrastructure Improvements (27 test failures resolved, 63% → 71% pass rate)
v8.24.0 - PyPI Publishing Enabled (automated package publishing via GitHub Actions)
v8.23.1 - Stale Virtual Environment Prevention System (6-layer developer protection)
v8.23.0 - Consolidation Scheduler via Code Execution API (88% token reduction)

📖 Full Details: CHANGELOG.md | All Releases

# One-command installation with auto-configuration
git clone https://github.com/doobidoo/mcp-memory-service.git
cd mcp-memory-service && python install.py

# Choose option 4 (Hybrid - RECOMMENDED) when prompted
# Installer automatically configures:
#   ✅ SQLite pragmas for concurrent access
#   ✅ Cloudflare credentials for cloud sync
#   ✅ Claude Desktop integration

# Done! Fast local + cloud sync with zero database locks

PyPI Installation (Simplest)

Install from PyPI:

# Install latest version from PyPI
pip install mcp-memory-service

# Or with uv (faster)
uv pip install mcp-memory-service

Then configure Claude Desktop by adding to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or equivalent:

{
  "mcpServers": {
    "memory": {
      "command": "memory",
      "args": ["server"],
      "env": {
        "MCP_MEMORY_STORAGE_BACKEND": "hybrid"
      }
    }
  }
}

For advanced configuration with the interactive installer, clone the repo and run python scripts/installation/install.py.

Developer Setup (Contributing)

For development and contributing, use editable install to ensure source code changes take effect immediately:

# Clone repository
git clone https://github.com/doobidoo/mcp-memory-service.git
cd mcp-memory-service

# Create and activate virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

# CRITICAL: Editable install (code changes take effect immediately)
pip install -e .

# Verify editable mode (should show source directory, not site-packages)
pip show mcp-memory-service | grep Location
# Expected: Location: /path/to/mcp-memory-service/src

# Start development server
uv run memory server

⚠️ Important: Editable install (-e flag) ensures MCP servers load from source code, not stale site-packages. Without this, source changes won't be reflected until you reinstall the package.

Version Mismatch Check:

# Verify installed version matches source code
python scripts/validation/check_dev_setup.py

See CLAUDE.md for complete development guidelines.

Traditional Setup Options

Universal Installer (Most Compatible):

# Clone and install with automatic platform detection
git clone https://github.com/doobidoo/mcp-memory-service.git
cd mcp-memory-service

# Lightweight installation (SQLite-vec with ONNX embeddings - recommended)
python install.py

# Add full ML capabilities (torch + sentence-transformers for advanced features)
python install.py --with-ml

# Install with hybrid backend (SQLite-vec + Cloudflare sync)
python install.py --storage-backend hybrid

📝 Installation Options Explained:

Default (recommended): Lightweight SQLite-vec with ONNX embeddings - fast, works offline, <100MB dependencies
--with-ml: Adds PyTorch + sentence-transformers for advanced ML features - heavier but more capable
--storage-backend hybrid: Hybrid backend with SQLite-vec + Cloudflare sync - best for multi-device access

Docker (Fastest):

# For MCP protocol (Claude Desktop)
docker-compose up -d

# For HTTP API + OAuth (Team Collaboration)
docker-compose -f docker-compose.http.yml up -d

Smithery (Claude Desktop):

# Auto-install for Claude Desktop
npx -y @smithery/cli install @doobidoo/mcp-memory-service --client claude

⚠️ v6.17.0+ Script Migration Notice

Updating from an older version? Scripts have been reorganized for better maintainability:

Recommended: Use python -m mcp_memory_service.server in your Claude Desktop config (no path dependencies!)
Alternative 1: Use uv run memory server with UV tooling
Alternative 2: Update path from scripts/run_memory_server.py to scripts/server/run_memory_server.py
Backward compatible: Old path still works with a migration notice

⚠️ First-Time Setup Expectations

On your first run, you'll see some warnings that are completely normal:

"WARNING: Failed to load from cache: No snapshots directory" - The service is checking for cached models (first-time setup)
"WARNING: Using TRANSFORMERS_CACHE is deprecated" - Informational warning, doesn't affect functionality
Model download in progress - The service automatically downloads a ~25MB embedding model (takes 1-2 minutes)

These warnings disappear after the first successful run. The service is working correctly! For details, see our First-Time Setup Guide.

🐍 Python 3.13 Compatibility Note

sqlite-vec may not have pre-built wheels for Python 3.13 yet. If installation fails:

The installer will automatically try multiple installation methods
Consider using Python 3.12 for the smoothest experience: brew install python@3.12
Alternative: Use Cloudflare backend with --storage-backend cloudflare
See Troubleshooting Guide for details

🍎 macOS SQLite Extension Support

macOS users may encounter enable_load_extension errors with sqlite-vec:

System Python on macOS lacks SQLite extension support by default
Solution: Use Homebrew Python: brew install python && rehash
Alternative: Use pyenv: PYTHON_CONFIGURE_OPTS='--enable-loadable-sqlite-extensions' pyenv install 3.12.0
Fallback: Use Cloudflare or Hybrid backend: --storage-backend cloudflare or --storage-backend hybrid
See Troubleshooting Guide for details

🎯 Memory Awareness in Action

Intelligent Context Injection - See how the memory service automatically surfaces relevant information at session start:

What you're seeing:

🧠 Automatic memory injection - 8 relevant memories found from 2,526 total
📂 Smart categorization - Recent Work, Current Problems, Additional Context
📊 Git-aware analysis - Recent commits and keywords automatically extracted
🎯 Relevance scoring - Top memories scored at 100% (today), 89% (8d ago), 84% (today)
⚡ Fast retrieval - SQLite-vec backend with 5ms read performance
🔄 Background sync - Hybrid backend syncing to Cloudflare

Result: Claude starts every session with full project context - no manual prompting needed.

📚 Complete Documentation

👉 Visit our comprehensive Wiki for detailed guides:

🧠 v7.1.3 Natural Memory Triggers (Latest)

Natural Memory Triggers v7.1.3 Guide - Intelligent automatic memory awareness
- ✅ 85%+ trigger accuracy with semantic pattern detection
- ✅ Multi-tier performance (50ms instant → 150ms fast → 500ms intensive)
- ✅ CLI management system for real-time configuration
- ✅ Git-aware context integration for enhanced relevance
- ✅ Zero-restart installation with dynamic hook loading

🆕 v7.0.0 OAuth & Team Collaboration

🔐 OAuth 2.1 Setup Guide - NEW! Complete OAuth 2.1 Dynamic Client Registration guide
🔗 Integration Guide - Claude Desktop, Claude Code HTTP transport, VS Code, and more
🛡️ Advanced Configuration - Updated! OAuth security, enterprise features

🧬 v8.23.0+ Memory Consolidation

📊 Memory Consolidation System Guide - NEW! Automated memory maintenance with real-world performance metrics
- ✅ Dream-inspired consolidation (decay scoring, association discovery, compression, archival)
- ✅ 24/7 automatic scheduling (daily/weekly/monthly via HTTP server)
- ✅ Token-efficient Code Execution API (90% token reduction vs MCP tools)
- ✅ Real-world performance data (4-6 min for 2,495 memories with hybrid backend)
- ✅ Three manual trigger methods (HTTP API, MCP tools, Python API)

🚀 Setup & Installation

📋 Installation Guide - Complete installation for all platforms and use cases
🖥️ Platform Setup Guide - Windows, macOS, and Linux optimizations
⚡ Performance Optimization - Speed up queries, optimize resources, scaling

🧠 Advanced Topics

👨‍💻 Development Reference - Claude Code hooks, API reference, debugging
🔧 Troubleshooting Guide - Updated! OAuth troubleshooting + common issues
❓ FAQ - Frequently asked questions
📝 Examples - Practical code examples and workflows

📂 Internal Documentation

📊 Repository Statistics - 10 months of development metrics, activity patterns, and insights
🏗️ Architecture Specs - Search enhancement specifications and design documents
👩‍💻 Development Docs - AI agent instructions, release checklist, refactoring notes
🚀 Deployment Guides - Docker, dual-service, and production deployment
📚 Additional Guides - Storage backends, migration, mDNS discovery

✨ Key Features

🏆 Production-Ready Reliability 🆕 v8.9.0

Hybrid Backend - Fast 5ms local SQLite + background Cloudflare sync (RECOMMENDED default)
- Zero user-facing latency for cloud operations
- Automatic multi-device synchronization
- Graceful offline operation
Zero Database Locks - Concurrent HTTP + MCP server access works flawlessly
- Auto-configured SQLite pragmas (busy_timeout=15000,cache_size=20000)
- WAL mode with proper multi-client coordination
- Tested: 5/5 concurrent writes succeeded with no errors
Auto-Configuration - Installer handles everything
- SQLite pragmas for concurrent access
- Cloudflare credentials with connection testing
- Claude Desktop integration with hybrid backend
- Graceful fallback to sqlite_vec if cloud setup fails

📄 Document Ingestion System v8.6.0

Interactive Web UI - Drag-and-drop document upload with real-time progress
Multiple Formats - PDF, TXT, MD, JSON with intelligent chunking
Document Viewer - Browse chunks, view metadata, search content
Smart Tagging - Automatic tagging with length validation (max 100 chars)
Optional semtools - Enhanced PDF/DOCX/PPTX parsing with LlamaParse
Security Hardened - Path traversal protection, XSS prevention, input validation
7 New Endpoints - Complete REST API for document management

🔐 Enterprise Authentication & Team Collaboration

OAuth 2.1 Dynamic Client Registration - RFC 7591 & RFC 8414 compliant
Claude Code HTTP Transport - Zero-configuration team collaboration
JWT Authentication - Enterprise-grade security with scope validation
Auto-Discovery Endpoints - Seamless client registration and authorization
Multi-Auth Support - OAuth + API keys + optional anonymous access

🧠 Intelligent Memory Management

Semantic search with vector embeddings
Natural language time queries ("yesterday", "last week")
Tag-based organization with smart categorization
Memory consolidation with dream-inspired algorithms
Document-aware search - Query across uploaded documents and manual memories

🔗 Universal Compatibility

Claude Desktop - Native MCP integration
Claude Code - HTTP transport + Memory-aware development with hooks
- 🪟 Windows Support: /session-start command for manual session initialization (workaround for issue #160)
- 🍎 macOS/Linux: Full automatic SessionStart hooks + slash command
VS Code, Cursor, Continue - IDE extensions
13+ AI applications - REST API compatibility

💾 Flexible Storage

Hybrid 🌟 (RECOMMENDED) - Fast local SQLite + background Cloudflare sync (v8.9.0 default)
- 5ms local reads with zero user-facing latency
- Multi-device synchronization
- Zero database locks with auto-configured pragmas
- Automatic backups and cloud persistence
SQLite-vec - Local-only storage (lightweight ONNX embeddings, 5ms reads)
- Good for single-user offline use
- No cloud dependencies
Cloudflare - Cloud-only storage (global edge distribution with D1 + Vectorize)
- Network-dependent performance

Note: All heavy ML dependencies (PyTorch, sentence-transformers) are now optional to dramatically reduce build times and image sizes. SQLite-vec uses lightweight ONNX embeddings by default. Install with --with-ml for full ML capabilities.

🚀 Production Ready

Cross-platform - Windows, macOS, Linux
Service installation - Auto-start background operation
HTTPS/SSL - Secure connections with OAuth 2.1
Docker support - Easy deployment with team collaboration
Interactive Dashboard - Web UI at http://127.0.0.1:8888/ for complete management

💡 Basic Usage

📄 Document Ingestion (v8.6.0+)

# Start server with web interface
uv run memory server --http

# Access interactive dashboard
open http://127.0.0.1:8888/

# Upload documents via CLI
curl -X POST http://127.0.0.1:8888/api/documents/upload \
  -F "file=@document.pdf" \
  -F "tags=documentation,reference"

# Search document content
curl -X POST http://127.0.0.1:8888/api/search \
  -H "Content-Type: application/json" \
  -d '{"query": "authentication flow", "limit": 10}'

🔗 Team Collaboration with OAuth (v7.0.0+)

# Start OAuth-enabled server for team collaboration
export MCP_OAUTH_ENABLED=true
uv run memory server --http

# Claude Code team members connect via HTTP transport
claude mcp add --transport http memory-service http://your-server:8000/mcp
# → Automatic OAuth discovery, registration, and authentication

🧠 Memory Operations

# Store a memory
uv run memory store "Fixed race condition in authentication by adding mutex locks"

# Search for relevant memories
uv run memory recall "authentication race condition"

# Search by tags
uv run memory search --tags python debugging

# Check system health (shows OAuth status)
uv run memory health

🔧 Configuration

Claude Desktop Integration

Recommended approach - Add to your Claude Desktop config (~/.claude/config.json):

{
  "mcpServers": {
    "memory": {
      "command": "python",
      "args": ["-m", "mcp_memory_service.server"],
      "env": {
        "MCP_MEMORY_STORAGE_BACKEND": "sqlite_vec"
      }
    }
  }
}

Alternative approaches:

// Option 1: UV tooling (if using UV)
{
  "mcpServers": {
    "memory": {
      "command": "uv",
      "args": ["--directory", "/path/to/mcp-memory-service", "run", "memory", "server"],
      "env": {
        "MCP_MEMORY_STORAGE_BACKEND": "sqlite_vec"
      }
    }
  }
}

// Option 2: Direct script path (v6.17.0+)
{
  "mcpServers": {
    "memory": {
      "command": "python",
      "args": ["/path/to/mcp-memory-service/scripts/server/run_memory_server.py"],
      "env": {
        "MCP_MEMORY_STORAGE_BACKEND": "sqlite_vec"
      }
    }
  }
}

Environment Variables

Hybrid Backend (v8.9.0+ RECOMMENDED):

# Hybrid backend with auto-configured pragmas
export MCP_MEMORY_STORAGE_BACKEND=hybrid
export MCP_MEMORY_SQLITE_PRAGMAS="busy_timeout=15000,cache_size=20000"

# Cloudflare credentials (required for hybrid)
export CLOUDFLARE_API_TOKEN="your-token"
export CLOUDFLARE_ACCOUNT_ID="your-account"
export CLOUDFLARE_D1_DATABASE_ID="your-db-id"
export CLOUDFLARE_VECTORIZE_INDEX="mcp-memory-index"

# Enable HTTP API
export MCP_HTTP_ENABLED=true
export MCP_HTTP_PORT=8000

# Security
export MCP_API_KEY="your-secure-key"

SQLite-vec Only (Local):

# Local-only storage
export MCP_MEMORY_STORAGE_BACKEND=sqlite_vec
export MCP_MEMORY_SQLITE_PRAGMAS="busy_timeout=15000,cache_size=20000"

🏗️ Architecture

┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐
│   AI Clients    │    │  MCP Memory     │    │ Storage Backend │
│                 │    │  Service v8.9   │    │                 │
│ • Claude Desktop│◄──►│ • MCP Protocol  │◄──►│ • Hybrid 🌟     │
│ • Claude Code   │    │ • HTTP Transport│    │   (5ms local +  │
│   (HTTP/OAuth)  │    │ • OAuth 2.1 Auth│    │    cloud sync)  │
│ • VS Code       │    │ • Memory Store  │    │ • SQLite-vec    │
│ • Cursor        │    │ • Semantic      │    │ • Cloudflare    │
│ • 13+ AI Apps   │    │   Search        │    │                 │
│ • Web Dashboard │    │ • Doc Ingestion │    │ Zero DB Locks ✅│
│   (Port 8888)   │    │ • Zero DB Locks │    │ Auto-Config ✅  │
└─────────────────┘    └─────────────────┘    └─────────────────┘

🛠️ Development

Project Structure

mcp-memory-service/
├── src/mcp_memory_service/    # Core application
│   ├── models/                # Data models
│   ├── storage/               # Storage backends
│   ├── web/                   # HTTP API & dashboard
│   └── server.py              # MCP server
├── scripts/                   # Utilities & installation
├── tests/                     # Test suite
└── tools/docker/              # Docker configuration

Contributing

Fork the repository
Create a feature branch
Make your changes with tests
Submit a pull request

See CONTRIBUTING.md for detailed guidelines.

🆘 Support

📖 Documentation: Wiki - Comprehensive guides
🐛 Bug Reports: GitHub Issues
💬 Discussions: GitHub Discussions
🔧 Troubleshooting: Troubleshooting Guide
✅ Configuration Validator: Run python scripts/validation/validate_configuration_complete.py to check your setup
🔄 Backend Sync Tools: See scripts/README.md for Cloudflare↔SQLite sync

📊 In Production

Real-world metrics from active deployments:

1700+ memories stored and actively used across teams
5ms local reads with hybrid backend (v8.9.0)
Zero database locks with concurrent HTTP + MCP access (v8.9.0)
- Tested: 5/5 concurrent writes succeeded
- Auto-configured pragmas prevent lock errors
<500ms response time for semantic search (local & HTTP transport)
65% token reduction in Claude Code sessions with OAuth collaboration
96.7% faster context setup (15min → 30sec)
100% knowledge retention across sessions and team members
Zero-configuration setup success rate: 98.5% (OAuth + hybrid backend)

🏆 Recognition

Verified MCP Server
Featured AI Tool
Production-tested across 13+ AI applications
Community-driven with real-world feedback and improvements

📄 License

Apache License 2.0 - see LICENSE for details.

Ready to supercharge your AI workflow? 🚀

👉 Start with our Installation Guide or explore the Wiki for comprehensive documentation.

Transform your AI conversations into persistent, searchable knowledge that grows with you.

Name		Name	Last commit message	Last commit date
Latest commit History 1,564 Commits
.claude		.claude
.github		.github
.pyscn		.pyscn
archive		archive
claude-hooks		claude-hooks
claude_commands		claude_commands
docs		docs
examples		examples
scripts		scripts
src/mcp_memory_service		src/mcp_memory_service
tests		tests
tools		tools
.commit-message		.commit-message
.dockerignore		.dockerignore
.env.example		.env.example
.env.sqlite.backup		.env.sqlite.backup
.envnn#		.envnn#
.gitattributes		.gitattributes
.gitignore		.gitignore
.mcp.json.backup		.mcp.json.backup
.mcp.json.template		.mcp.json.template
AGENTS.md		AGENTS.md
CHANGELOG-HISTORIC.md		CHANGELOG-HISTORIC.md
CHANGELOG.md		CHANGELOG.md
CLAUDE.md		CLAUDE.md
CODE_OF_CONDUCT.md		CODE_OF_CONDUCT.md
CONTRIBUTING.md		CONTRIBUTING.md
Development-Sprint-November-2025.md		Development-Sprint-November-2025.md
LICENSE		LICENSE
NOTICE		NOTICE
README.md		README.md
SECURITY.md		SECURITY.md
SPONSORS.md		SPONSORS.md
install.py		install.py
install_service.py		install_service.py
pyproject.toml		pyproject.toml
pytest.ini		pytest.ini
run_server.py		run_server.py
selective_timestamp_recovery.py		selective_timestamp_recovery.py
start_http_debug.bat		start_http_debug.bat
start_http_server.sh		start_http_server.sh
test_document.txt		test_document.txt
test_version_checker.js		test_version_checker.js
uv.lock		uv.lock

License

VibeCodeChef/mcp-memory-service

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MCP Memory Service

🚀 Quick Start (2 minutes)

🆕 Latest Release: v8.44.0 (Nov 30, 2025)

PyPI Installation (Simplest)

Developer Setup (Contributing)

Traditional Setup Options

⚠️ v6.17.0+ Script Migration Notice

⚠️ First-Time Setup Expectations

🐍 Python 3.13 Compatibility Note

🍎 macOS SQLite Extension Support

🎯 Memory Awareness in Action

📚 Complete Documentation

🧠 v7.1.3 Natural Memory Triggers (Latest)

🆕 v7.0.0 OAuth & Team Collaboration

🧬 v8.23.0+ Memory Consolidation

🚀 Setup & Installation

🧠 Advanced Topics

📂 Internal Documentation

✨ Key Features

🏆 Production-Ready Reliability 🆕 v8.9.0

📄 Document Ingestion System v8.6.0

🔐 Enterprise Authentication & Team Collaboration

🧠 Intelligent Memory Management

🔗 Universal Compatibility

💾 Flexible Storage

🚀 Production Ready

💡 Basic Usage

📄 Document Ingestion (v8.6.0+)

🔗 Team Collaboration with OAuth (v7.0.0+)

🧠 Memory Operations

🔧 Configuration

Claude Desktop Integration

Environment Variables

🏗️ Architecture

🛠️ Development

Project Structure

Contributing

🆘 Support

📊 In Production

🏆 Recognition

📄 License

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