memory

This skill is an MCP-facing facade for memory operations. Core memory policy (lifecycle/revalidation/promotion) belongs to Rust memory core, not this skill surface.

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Install skill "memory" with this command: npx skills add tao3k/omni-dev-fusion/tao3k-omni-dev-fusion-memory

Memory Skill Policy

This skill is an MCP-facing facade for memory operations. Core memory policy (lifecycle/revalidation/promotion) belongs to Rust memory core, not this skill surface.

Router Logic

Scenario 1: User wants to store a transient finding

  • Analyze: Determine if the item is transient operational memory (bug/workaround/incident note)

  • Store: Call save_memory(content, metadata)

  • Confirm: Show the saved memory ID

Scenario 2: User wants to remember/search

  • Search: Call search_memory(query, limit)

  • Format: Present results with relevance scores

  • Respond: "I found X memories about that..."

Scenario 3: User asks for current operational memory status

  • List: Call get_memory_stats()

  • Recall: Call search_memory() with relevant keywords

  • Present: Show structured summary with transient scope

Commands Reference

Command Description Example

save_memory

Store short-term operational memory item save_memory("Temporary workaround for timeout in parser", {"tag": "incident"})

search_memory

Semantic search in memory search_memory("git commit format", limit=5)

index_memory

Optimize vector index (IVF-FLAT) index_memory()

get_memory_stats

Get memory count get_memory_stats()

load_skill

Load skill manifest into memory load_skill("git")

Workflow: Store a Transient Workaround

User: Remember this temporary fix: increase parser timeout when MCP queue spikes.

Claude:

  1. save_memory( content="Temporary workaround: increase parser timeout under MCP queue spike", metadata={"domain": "runtime", "kind": "workaround", "source": "user"} )
  2. → Saved memory [a1b2c3d4]: Temporary workaround: increase parser timeout...
  3. → "Stored as short-term operational memory."

Workflow: Recall Recent Operational Context

User: What workaround did we use for MCP queue timeout?

Claude:

  1. search_memory("MCP queue timeout workaround")
  2. → Found 2 matches:
    • [Score: 0.8921] Temporary workaround: increase parser timeout...
    • [Score: 0.7234] Queue backpressure note...
  3. → "I found recent operational memory for this issue..."

Memory vs Knowledge Skill

Aspect Memory (this skill) Knowledge skill

Scope Short-term operational context Long-term reusable knowledge

Nature Transient (can be purged after revalidation) Stable (promoted/curated)

Purpose "What recent issue/workaround context exists?" "What durable rule/pattern should be reused?"

Policy Managed by Rust memory core lifecycle Managed by knowledge ingestion/curation flows

Exposure MCP tool facade MCP tool interface

Best Practices

  • Store transient operational memory, not permanent rules

  • Include kind in metadata (incident , workaround , observation )

  • Use clear, searchable phrasing in content

  • Promote only proven durable patterns to knowledge

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

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