🧪 Skills

Memory Garden - Validated Community Memory

N-count validated knowledge for AI agents. Patterns that prove themselves through repeated use. Local-first, community-ready.

v1.0.0
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Description


name: memory-garden version: 1.0.0 description: N-count validated knowledge for AI agents. Patterns that prove themselves through repeated use. Local-first, community-ready. homepage: https://github.com/live-neon/memory-garden repository: live-neon/memory-garden tags:

  • knowledge-management
  • ai-memory
  • mcp
  • pattern-extraction
  • local-first
  • community-knowledge
  • validated-patterns
  • n-count disable-model-invocation: false user-invocable: true metadata: {"openclaw":{"requires":{"bins":["mg-daemon"]},"install":[ {"kind":"download","os":["darwin"],"arch":"arm64","url":"https://github.com/live-neon/memory-garden/releases/download/v1.0.0/mg-daemon-darwin-arm64","sha256":"02661482d766b504d0558b190a0e65d7dc569e9ebd0a5e7d71aaf3fce53a2962","bins":["mg-daemon"],"label":"Memory Garden daemon (macOS)"}, {"kind":"download","os":["linux"],"arch":"amd64","url":"https://github.com/live-neon/memory-garden/releases/download/v1.0.0/mg-daemon-linux-amd64","sha256":"e7857b34bef436ab434d5244a6d5f3dd95883dcd47f700c3053a2854836cf4f2","bins":["mg-daemon"],"label":"Memory Garden daemon (Linux)"}]}}

Memory Garden

Stop answering the same questions twice.

Memory Garden learns what works in your domain and brings validated knowledge to every conversation. Unlike simple memory tools, patterns here must prove themselves through repeated successful use (N-count convergence).

Community-validated. Local-first. You control what stays.

Why Memory Garden?

Problem Solution
AI forgets what worked yesterday Patterns persist and surface when relevant
No way to know if advice is reliable N-count shows how many times a pattern proved useful
Memory silos per project Federated curation lets you subscribe to trusted sources
Privacy concerns with cloud memory Local-first: nothing leaves your machine unless you opt-in

Features

Feature Default Description
Search ON Augment queries with validated patterns
Extraction OFF Extract patterns from conversations (opt-in)
Validation ON Record when patterns help (increments N-count)
Sync OFF P2P pattern synchronization (opt-in)

How N-Count Works

N=1: Pattern recorded (observation)
N=2: Pattern confirmed (recurring)
N=3+: Pattern validated (reliable knowledge)

Higher N-count = more trustworthy. Patterns that keep helping rise to the top.

Quick Start

The skill automatically manages the Memory Garden daemon:

  • Starts daemon if not running
  • Uses port 18790 (or next available)
  • Health checks at /health
# Verify installation
clawhub inspect memory-garden

# Check daemon status
curl http://127.0.0.1:18790/health

Configuration

Set via environment variables:

Variable Default Description
MG_DAEMON_URL http://127.0.0.1:18790 Daemon URL (if external)
MG_EXTRACTION_ENABLED false Enable pattern extraction
MG_EXTRACTION_CONFIRM true Require human confirmation
MG_SYNC_ENABLED false Enable P2P sync
MG_SEARCH_LIMIT 8 Default search result limit

Platform Support

Platform Status Notes
macOS Apple Silicon ✅ Supported arm64
macOS Intel ✅ Supported amd64
Linux x86_64 (glibc) ✅ Supported amd64, requires glibc 2.31+ (Ubuntu 20.04+, Debian 11+)
Linux ARM64 ❌ Not supported libSQL limitation - vote for ARM64 support
Windows ⚠️ WSL2 required Native Windows not supported
Alpine/musl ❌ Not supported Requires glibc (libSQL dependency)

Data Handling

Your patterns are your intellectual property. Local-first means your learning stays yours until you choose to share.

  • Patterns stored locally in ~/.memory-garden/
  • No data sent externally unless sync explicitly enabled
  • Extraction requires opt-in (MG_EXTRACTION_ENABLED=true)
  • All operations logged to ~/.memory-garden/logs/

Security

  • Daemon listens on localhost only (127.0.0.1)
  • No outbound network by default
  • Trust-gated tool access
  • HMAC-SHA256 webhook verification (for CI integration)
  • MIT License

Tools

Tool Description Default
search_patterns Find validated patterns for your query Enabled
plant_pattern Record a new observation Requires extraction
validate_pattern Confirm a pattern helped (increments N-count) Enabled
get_category_effectiveness View fix success rates by category Enabled

Integrations

Continuous AI Improver

Track which fix patterns actually get merged:

# Enable webhook endpoint
MG_WEBHOOK_ENABLED=true mg-daemon --serve

# Configure GitHub webhook to POST to /webhooks/github

See Continuous Improver Guide

Troubleshooting

Daemon won't start

  1. Check if another instance is running: lsof -i :18790
  2. Check logs: ~/.memory-garden/logs/daemon.log
  3. Try manual start: mg-daemon --serve --addr 127.0.0.1:18790

Health check fails

  1. Verify daemon is running: curl http://127.0.0.1:18790/health
  2. Check port availability
  3. Review daemon logs

Need help?

Open an issue: https://github.com/live-neon/memory-garden/issues

Learn More

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Compatible Platforms

Pricing

Free

Related Configs