菜单
Persistent memory system for Claude Code. Understands the session dump + vault search + re-injection pipeline. Use when discussing memory architecture, debugging context loss, or explaining how the agent-memory plugin works.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Manage a bookmark research pipeline — fetch new bookmarks, triage against research interests, spawn parallel deep-dive agents, and review results. Use when the user says "bookmark sync", "check bookmarks", "review bookmarks", "triage bookmarks", "deep dive bookmarks", "run bookmark pipeline", or asks about setting up the bookmark system.
Update project context files when reality has drifted from docs. Use when a milestone is hit, the plan has changed, CLAUDE.md feels stale, or the user says "update the docs", "sync context", "evolve context". Walks through ledger, plan, CLAUDE.md, README, and architecture docs.
Create a new project with consistent structure and documentation. Use when the user says "new project" or "start a project" or when building something new. Sets up for agent-assisted development from day one.
Turn any question into an automated feedback loop. The pattern — design a sensor (eval), an actuator (code the agent modifies), and launch an evolutionary optimization loop. Works on any (code → run → score) problem — model training, software optimization, prompt tuning, eval design, data pipelines, agent harnesses. The eval function IS the research.
Mine session logs for skill usage patterns, corrections, and failures to propose improvements. Use when the user says "improve skills", "review skill usage", "what have we learned about our skills", or periodically to evolve skills based on real usage data.
Design and improve harnesses — the environments, constraints, feedback loops, and control systems that make AI agents do reliable work. Use when setting up a new project for agent-assisted development, diagnosing why agents are producing bad output, reviewing architectural constraints, or thinking about how to scale human oversight of agent workflows. Synthesizes OpenAI's harness engineering principles with cybernetic control theory.
| name | session-memory |
| description | Persistent memory system for Claude Code. Understands the session dump + vault search + re-injection pipeline. Use when discussing memory architecture, debugging context loss, or explaining how the agent-memory plugin works. |
| user-invocable | false |
This plugin provides persistent memory across context compactions using three components:
Before Claude Code compacts context, the hook dumps the full conversation to a markdown file at $SESSIONS_DIR/{session_id}.md. It tracks how many lines have been processed so subsequent compactions append incrementally.
Configuration: Set SESSIONS_DIR env var (defaults to ~/sessions). Works best pointed at a directory inside a markdown vault so the notes become searchable.
QMD indexes your markdown vault locally (BM25 keyword search, semantic vector search, hybrid rerank). Runs entirely on-device using Metal GPU. The MCP server exposes search tools Claude can use during sessions.
Requires: qmd installed (bun install -g @tobilu/qmd or npm install -g @tobilu/qmd), vault indexed (qmd index /path/to/vault).
After compaction, this hook extracts key terms from the dumped session, queries QMD for relevant vault notes, and injects the results back into Claude's context. The agent maintains continuity without manual re-prompting.
Only fires after compaction (matcher: "compact"), not on fresh session starts.
Session active → context fills up → PreCompact dumps to markdown →
Claude compacts → SessionStart fires → QMD searches vault →
relevant context re-injected → session continues with memory
| Variable | Default | Purpose |
|---|---|---|
SESSIONS_DIR | ~/sessions | Where session dumps are written |
bun install -g @tobilu/qmdqmd index /path/to/vaultSESSIONS_DIR to a directory inside your vault (recommended)SESSIONS_DIR at a vault subdirectory (e.g., ~/notes/sessions/) so session dumps become searchable by QMDqmd index /path/to/vault &