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PythonReactSEOPDF
GitHub Skill

memory

The Hippocampus Interface - Vector-based Memory for LLM (LanceDB + FastEmbed)

tao3k☆ 7 Étoiles du dépôt0 Forks du dépôt

Installation

Suivez les instructions du dépôt pour votre agent. Consultez les fichiers et dépendances avant l’installation.

Voir la source ↗Guides

Instructions

Memory Skill Policy

Router Logic

Scenario 1: User wants to store something
  1. Analyze: Determine the type of memory (insight, rule, decision)
  2. Store: Call save_memory(content, metadata)
  3. Confirm: Show the saved memory ID
Scenario 2: User wants to remember/search
  1. Search: Call search_memory(query, limit)
  2. Format: Present results with relevance scores
  3. Respond: "I found X memories about that..."
Scenario 3: User asks "What have you learned?", "Show memories"
  1. List: Call get_memory_stats()
  2. Recall: Call search_memory() with relevant keywords
  3. Present: Show structured summary

Commands Reference

Command Description Example
save_memory Store insight/recipe into vector memory save_memory("Use semantic versioning", {"tag": "git"})
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 an Insight

User: Remember that for this project, all commit messages must be in English.

Claude:
  1. save_memory(
       content="All commit messages must be in English only",
       metadata={"domain": "git", "source": "user"}
     )
  2. → Saved memory [a1b2c3d4]: All commit messages must be in English only
  3. → "Got it! I'll remember that commit messages must be in English."

Workflow: Recall Past Learning

User: What do we use for git tags?

Claude:
  1. search_memory("git tags semantic versioning")
  2. → Found 2 matches:
     - [Score: 0.8921] Always use semantic versioning for git tags...
     - [Score: 0.7234] v1.2.3 format for releases
  3. → "I found memories about git tags:
       - Always use semantic versioning for git tags..."

Memory vs Knowledge Skill

Aspect Memory Knowledge
Source LLM's own learnings Project documentation
Storage LanceDB (vector) File system (markdown)
Query Semantic search Keyword/pattern match
Purpose "What did I learn?" "What are the rules?"
Update Runtime accumulation Pre-indexed docs

Best Practices

  1. Store actionable insights, not obvious facts
  2. Include domain in metadata for filtering
  3. Use clear, searchable phrasing in content
  4. Recall before acting on project-specific patterns

Exemples

Consultez les exemples du dépôt source.

Voir la source ↗

Historique source

Date d’indexation
2026-01-20
Mise à jour de l’index
2026-02-02
Branch
main

Les dates concernent ce répertoire. Consultez le dépôt pour l’historique du code.

GitHub ↗

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