claudeaceae/.claude/skills/recall
.claude/skills/recall/SKILL.md
--- name: recall description: Semantic memory recall using FTS5 and Chroma. Use PROACTIVELY whenever the user asks about past events, themes, conversations, or when historical context would enrich a response. Trigger words: remember, when did we, what did we talk about, last time, before, previously, that conversation, that time, history, past, recall. context: fork allowed-tools: - Bash - Read --- # Semantic Memory Recall This skill searches through semantic memory indexes for associative
$ install --global
skillsauthnpx skillsauth add claudeaceae/samara-main .claude/skills/recallInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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TrivyContainer and dependency vulnerability scanner
95%
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SemgrepStatic code analysis for vulnerabilities
95%
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mcp-scan (Snyk)Model Context Protocol security validation
95%
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Snyk (dep)Open source security scanning
50%
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Socket.devSupply chain security analysis
50%
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Last scanned: Apr 24, 2026, 8:50 PM1.8s1 file scanned
SKILL.md
- name:
- recall
- description:
- Semantic memory recall using FTS5 and Chroma. Use PROACTIVELY whenever the user asks about past events, themes, conversations, or when historical context would enrich a response. Trigger words: remember, when did we, what did we talk about, last time, before, previously, that conversation, that time, history, past, recall.
- context:
- fork
Semantic Memory Recall
This skill searches through semantic memory indexes for associative recall of past conversations, themes, and context.
When to Use This Skill
Use proactively when:
- User asks about past conversations or events
- User references "that time when..." or "remember when..."
- Historical context would enrich your response
- User asks about themes discussed previously
- You need to recall what was said about a topic
Two Memory Systems
1. SQLite FTS5 (Keyword Search)
Fast keyword matching with BM25 ranking.
~/.claude-mind/system/bin/memory-index search "query" [limit]
Best for: Specific terms, names, dates, exact phrases
2. Chroma Vector Database (Semantic Search)
Embedding-based similarity search - finds related content even with different wording.
~/.claude-mind/system/bin/chroma-query "query" [n_results]
Best for: Themes, concepts, "conversations like X", finding related discussions
Search Strategy
-
Determine query type:
- Specific term/name/date → Use FTS5 first
- Theme/concept/vague reference → Use Chroma first
- Comprehensive search → Use both
-
Run searches:
# Keyword search (FTS5)
~/.claude-mind/system/bin/memory-index search "coffee shops" 10
# Semantic search (Chroma)
~/.claude-mind/system/bin/chroma-query "conversations about morning routines" 5
# For comprehensive recall, run both
~/.claude-mind/system/bin/memory-index search "project planning" 5
~/.claude-mind/system/bin/chroma-query "discussions about work priorities and goals" 5
- Synthesize results: Combine findings from both systems, noting dates and context.
Output Format
When presenting recalled memories:
- Lead with the most relevant finding
- Include dates to establish timeline
- Quote key excerpts when helpful
- Note which system found each result (keyword vs semantic match)
- Connect findings to the user's current question
Examples
User: "What did we talk about when I was at that coffee shop?"
# Semantic search for coffee shop conversations
~/.claude-mind/system/bin/chroma-query "coffee shop conversation" 5
# Keyword backup
~/.claude-mind/system/bin/memory-index search "coffee" 5
User: "Remember that discussion about Q1 planning?"
# Semantic for the theme
~/.claude-mind/system/bin/chroma-query "Q1 planning discussion goals priorities" 5
# Keyword for specifics
~/.claude-mind/system/bin/memory-index search "Q1" 5
User: "What have I said about my work situation?"
# Broad semantic search
~/.claude-mind/system/bin/chroma-query "work job career situation feelings" 10
# Follow up with specific terms found
~/.claude-mind/system/bin/memory-index search "specific_term_found" 5
Data Sources
Both systems index:
- Episode logs (daily conversation records)
- Reflections (dream cycle outputs)
- Learnings
- Observations
- Decisions
- Person profiles
Results include source type and date for context.
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