memory

安装量: 248
排名: #8504

安装

npx skills add https://github.com/yonatangross/orchestkit --skill memory

Memory - Read & Access Operations Unified read-side memory skill with subcommands for searching, loading, syncing, history, and visualization. Cross-session read strategy (Opus 4.7 / CC 2.1.111+): Opus 4.7 reads filesystem memory more reliably than 4.6. When loading context at session start, prefer the layered read order: ~/.claude/projects//memory/MEMORY.md (durable index — load first, always) .claude/chain/state.json + most recent NN-*.json handoff (session continuation) MCP mcp__memory__search_nodes for anything the filesystem index doesn't answer (typed graph traversal) Layer 1 is cheap (small index file), Layer 2 is scoped (session-specific), Layer 3 is selective (only when needed). Avoid dumping the full knowledge graph into context — use the index to narrow the search first. Argument Resolution SUBCOMMAND = "$ARGUMENTS[0]"

First token: search, load, history, viz, status

QUERY

"$ARGUMENTS[1]"

Second token onward: search query or flags

$ARGUMENTS is the full string (CC 2.1.59 indexed access)

Usage /ork:memory search < query

Search knowledge graph

/ork:memory load

Load context at session start

/ork:memory history

View decision timeline

/ork:memory viz

Visualize knowledge graph

/ork:memory status

Show memory system health

CRITICAL: Use AskUserQuestion When No Subcommand If invoked without a subcommand, ask the user what they want: AskUserQuestion ( questions = [ { "question" : "What memory operation do you need?" , "header" : "Operation" , "options" : [ { "label" : "search" , "description" : "Search decisions and patterns in knowledge graph" , "markdown" : "\nSearch Knowledge Graph\n──────────────────────\n query ──▶ mcp__memory ──▶ results\n\n Flags:\n --category Filter by type\n --agent Scope to agent\n --limit N Max results\n --global Cross-project\n" } , { "label" : "load" , "description" : "Load relevant context for this session" , "markdown" : "\nLoad Session Context\n────────────────────\n Auto-detect project ──▶\n ┌────────────────────┐\n │ Recent decisions │\n │ Active patterns │\n │ Project entities │\n └────────────────────┘\n Flags: --project, --global\n" } , { "label" : "history" , "description" : "View decision timeline" , "markdown" : "\nDecision Timeline\n─────────────────\n ┌──── Feb 28 ────────────┐\n │ Used Postgres over Mongo│\n ├──── Feb 27 ────────────┤\n │ Adopted MVC pattern │\n ├──── Feb 26 ────────────┤\n │ Chose JWT over sessions │\n └────────────────────────┘\n Flags: --since, --mermaid\n" } , { "label" : "viz" , "description" : "Visualize knowledge graph as Mermaid" , "markdown" : "\nKnowledge Graph Viz\n───────────────────\n Entities ──▶ Mermaid diagram\n\n [Project] ──uses──▶ [Postgres]\n │ │\n └──has──▶ [Auth] ──uses──▶ [JWT]\n\n Output: Mermaid code block\n" } , { "label" : "status" , "description" : "Check memory system health" , "markdown" : "\nMemory Health Check\n───────────────────\n ┌─────────────────────┐\n │ MCP server ✓/✗ │\n │ Entity count N │\n │ Relation count N │\n │ Last write date │\n │ Graph size N KB │\n └─────────────────────┘\n" } ] , "multiSelect" : false } ] ) Subcommands Load details: Read("${CLAUDE_SKILL_DIR}/references/memory-commands.md") for full usage, flags, output formats, and context-aware result limits for each subcommand. Subcommand Purpose search Search past decisions, patterns, entities. Supports --category (maps to metadata.category), --limit , --agent (scopes by agent_id), --global filter flags load Auto-load relevant memories at session start. Supports --project , --global history Decision timeline with table, Mermaid, or JSON output. Supports --since , --mermaid viz Render knowledge graph as Mermaid diagram. See also Read("${CLAUDE_SKILL_DIR}/references/mermaid-patterns.md") status Memory system health check Workflow 1. Parse Subcommand Extract first argument as subcommand If no subcommand -> AskUserQuestion Validate subcommand is one of: search, load, history, viz, status Parse remaining flags Check for --agent flag → agent_id: "ork:{agent-id}" 2. Execute Subcommand Route to appropriate handler based on subcommand. 3. Report Results Format output appropriate to the operation. Rules Quick Reference Rule Impact What It Covers entity-extraction-patterns (load ${CLAUDE_SKILL_DIR}/rules/entity-extraction-patterns.md ) HIGH Entity types, relation types, graph query semantics deduplication-strategy (load ${CLAUDE_SKILL_DIR}/rules/deduplication-strategy.md ) HIGH Edit-over-Write pattern, anchor-based insertion, verification Session Resume Load details: Read("${CLAUDE_SKILL_DIR}/references/session-resume-patterns.md") for CC 2.1.31 resume hints, context capture before ending, and resume workflows for PRs, issues, and implementations.

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