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vestige

Cognitive memory system using FSRS-6 spaced repetition. Memories fade naturally like human memory. Use for persistent recall across sessions.

作者: admin | 来源: ClawHub
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vestige

# Vestige Memory Skill Cognitive memory system based on 130 years of memory research. FSRS-6 spaced repetition, spreading activation, synaptic tagging—all running 100% local. ## Binary Location ``` ~/bin/vestige-mcp ~/bin/vestige ~/bin/vestige-restore ``` ## When to Use - **Persistent memory** across sessions - **User preferences** ("I prefer TypeScript", "I always use dark mode") - **Bug fixes** and solutions worth remembering - **Project patterns** and architectural decisions - **Reminders** and future triggers ## Quick Commands ### Search Memory ```bash echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"search","arguments":{"query":"user preferences"}}}' | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text // .error.message' ``` ### Save Memory (Smart Ingest) ```bash echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"smart_ingest","arguments":{"content":"User prefers Swiss Modern design style for presentations","tags":["preference","design"]}}}' | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text // .error.message' ``` ### Simple Ingest ```bash echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"ingest","arguments":{"content":"TKPay Offline project: POC 2 months, MVP 2 months, budget 250K DH","tags":["project","tkpay"]}}}' | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text // .error.message' ``` ### Check Stats ```bash ~/bin/vestige stats ``` ### Health Check ```bash ~/bin/vestige health ``` ## MCP Tools Available | Tool | Description | |------|-------------| | `search` | Unified search (keyword + semantic + hybrid) | | `smart_ingest` | Intelligent ingestion with duplicate detection | | `ingest` | Simple memory storage | | `memory` | Get, delete, or check memory state | | `codebase` | Remember patterns and architectural decisions | | `intention` | Set reminders and future triggers | | `promote_memory` | Mark memory as helpful (strengthens) | | `demote_memory` | Mark memory as wrong (weakens) | ## Trigger Words | User Says | Action | |-----------|--------| | "Remember this" | `smart_ingest` immediately | | "Don't forget" | `smart_ingest` with high priority | | "I always..." / "I never..." | Save as preference | | "I prefer..." / "I like..." | Save as preference | | "This is important" | `smart_ingest` + `promote_memory` | | "Remind me..." | Create `intention` | ## Session Start Routine At the start of conversations, search for relevant context: ```bash # Search user preferences echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"search","arguments":{"query":"user preferences instructions"}}}' | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text' # Search project context echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"search","arguments":{"query":"current project context"}}}' | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text' ``` ## Helper Script For easier usage, create `~/bin/vmem`: ```bash #!/bin/bash # Vestige Memory Helper ACTION=$1 shift case $ACTION in search) echo "{\"jsonrpc\":\"2.0\",\"id\":1,\"method\":\"tools/call\",\"params\":{\"name\":\"search\",\"arguments\":{\"query\":\"$*\"}}}" | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text // .error.message' ;; save) echo "{\"jsonrpc\":\"2.0\",\"id\":1,\"method\":\"tools/call\",\"params\":{\"name\":\"smart_ingest\",\"arguments\":{\"content\":\"$*\"}}}" | ~/bin/vestige-mcp 2>/dev/null | jq -r '.result.content[0].text // .error.message' ;; stats) ~/bin/vestige stats ;; *) echo "Usage: vmem [search|save|stats] [content]" ;; esac ``` ## Data Location - **macOS**: `~/Library/Application Support/com.vestige.core/` - **Linux**: `~/.local/share/vestige/` - **Embedding cache**: `~/Library/Caches/com.vestige.core/fastembed/` ## Integration Notes Vestige complements the existing `memory/` folder system: - **memory/*.md** = Human-readable daily logs - **MEMORY.md** = Curated long-term notes - **Vestige** = Semantic search + automatic decay + spaced repetition Use Vestige for: - Things you want to recall semantically (not just keyword search) - Preferences that should persist indefinitely - Solutions worth remembering (with automatic decay if unused)

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skill ai

通过对话安装

该技能支持在以下平台通过对话安装:

OpenClaw WorkBuddy QClaw Kimi Claude

方式一:安装 SkillHub 和技能

帮我安装 SkillHub 和 vestige-1776375581 技能

方式二:设置 SkillHub 为优先技能安装源

设置 SkillHub 为我的优先技能安装源,然后帮我安装 vestige-1776375581 技能

通过命令行安装

skillhub install vestige-1776375581

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⬇ 下载 vestige v1.0.0

文件大小: 2.22 KB | 发布时间: 2026-4-17 14:01

v1.0.0 最新 2026-4-17 14:01
Initial release - Cognitive memory system using FSRS-6 spaced repetition

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