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mem-search

npx machina-cli add skill uukuguy/dev-phase-manager/mem-search --openclaw
Files (1)
SKILL.md
4.8 KB

Mem Search

Search and browse work memories with local MEMORY_INDEX.md as the primary source.

Execution Steps

1. Read Local Memory Index (Priority)

Read docs/dev/MEMORY_INDEX.md first:

if [ -f docs/dev/MEMORY_INDEX.md ]; then
  # File exists - use as primary source
  cat docs/dev/MEMORY_INDEX.md
fi

1.1 No search query provided → Show recent entries

Display the most recent 20 entries from MEMORY_INDEX.md:

  • Show all entries from [Active Work] section
  • Show recent entries from the latest completed phase section
  • Format: time-descending order
šŸ“‹ Memory Index (Recent 20 entries)

## [Active Work]
- 15:30 | Completed mem-save skill implementation
- 14:00 | Started dev-phase-manager v1.1.0

## Phase 4 - MCP Tool Server [COMPLETED 2026-02-22]
- 18:30 | Phase 4 complete: MCP server 30 tests all pass
- 16:45 | Architecture decision: spawn_blocking wraps Wasm sync execution
...

1.2 Search query provided → Filter matching entries

Search for entries containing the query keyword in MEMORY_INDEX.md:

  • Case-insensitive matching
  • Search across all sections (active + archived phases)
  • Highlight matching keywords in output
šŸ” Search results for "architecture" in MEMORY_INDEX.md:

- [Phase 4] 16:45 | Architecture decision: spawn_blocking wraps Wasm sync execution
- [Phase 0] 10:00 | Architecture design completed: bilingual Python + TypeScript

2. Search claude-mem

Use mcp__plugin_claude-mem_mcp-search__search to search MCP memory:

# If query provided
mcp__plugin_claude-mem_mcp-search__search \
  --query "$ARGUMENTS" \
  --limit 10

# If no query, search recent project memories
mcp__plugin_claude-mem_mcp-search__search \
  --query "[ProjectName]" \
  --limit 10

3. Search Memory Knowledge Graph

Use mcp__memory__search_nodes to search the knowledge graph:

# If query provided
mcp__memory__search_nodes \
  --query "$ARGUMENTS"

# If no query, search project entity
mcp__memory__search_nodes \
  --query "[ProjectName]"

4. Merge and Display Results

Present results in a unified view with local index first:

šŸ“‹ Memory Search Results

━━━ Local Index (MEMORY_INDEX.md) ━━━
[Results from step 1]

━━━ claude-mem ━━━
šŸ“ [2026-02-22 18:30] [memory] Phase 4 completed - MCP server all tests pass
šŸ“ [2026-02-22 15:00] [memory] Phase 4 architecture decision - spawn_blocking

━━━ Knowledge Graph ━━━
šŸ”— Ouroboros
   - Adopted bilingual architecture (Python + TypeScript)
   - Using FastMCP as MCP server framework
šŸ”— MCP Server
   - Using FastMCP framework
   - Expose vault skills as MCP tools

šŸ’” Tips:
- Use /mem-search <keyword> to search specific topics
- Use /mem-save to save current progress
- For full details on a memory, ask me to fetch it

5. Offer Detail Retrieval

If user wants more details on a specific memory:

# Fetch full observation details
mcp__plugin_claude-mem_mcp-search__get_observations \
  --ids [id1, id2]

Use Cases

Scenario 1: Browse all recent memories

/mem-search
# → Shows MEMORY_INDEX.md recent 20 entries
# → Shows claude-mem recent memories
# → Shows knowledge graph entities

Scenario 2: Search specific topic

/mem-search architecture
# → Filters MEMORY_INDEX.md for "architecture" entries
# → Searches claude-mem for "architecture"
# → Searches knowledge graph for "architecture"

Scenario 3: New session context recovery

# New session starts
/mem-search
# → Quickly see what happened in recent work
# → Understand current state without reading all files

Smart Features

1. Local Index Priority

MEMORY_INDEX.md is the primary source because:

  • It's structured by phase with timestamps
  • It's browsable without semantic search
  • It provides a chronological overview
  • It works offline without MCP servers

2. Deduplication

When merging results from multiple sources:

  • Local index entries are always shown first
  • claude-mem results that match local entries are marked as (indexed)
  • Knowledge graph results supplement with entity relationships

3. Graceful Degradation

If MEMORY_INDEX.md doesn't exist:

  • Skip local index display
  • Fall back to claude-mem and knowledge graph
  • Suggest running /mem-save to create the index

Notes

  1. Read-only: This skill only reads data, never modifies files
  2. Performance: Local index is fast; MCP searches may take longer
  3. Fallback: If MCP servers unavailable, still shows local index
  4. Project detection: Auto-detect project name from git remote or directory

Source

git clone https://github.com/uukuguy/dev-phase-manager/blob/main/skills/mem-search/SKILL.mdView on GitHub

Overview

Mem Search prioritizes MEMORY_INDEX.md as the primary source to browse work memories. It then augments results with claude-mem searches and a knowledge graph, delivering a unified view of recent activity and related context.

How This Skill Works

Mem Search first reads the local MEMORY_INDEX.md (priority source). It then queries claude-mem for memory entries and searches the memory knowledge graph, finally merging all results into a single, ordered view with the local index prioritized.

When to Use It

  • Browse all recent memories from MEMORY_INDEX.md when starting a new session
  • Search for a specific topic across memory sources (MEMORY_INDEX.md, claude-mem, knowledge graph)
  • Recover context for a new session by quickly reviewing recent activity
  • Explore related entities in the knowledge graph linked to your project
  • Get a quick, unified memory snapshot for project kickoff

Quick Start

  1. Step 1: Run /mem-search to load the local index and surface recent entries
  2. Step 2: Provide a keyword (e.g., /mem-search architecture) to filter memories
  3. Step 3: Review the unified results and fetch full details with the observation command if needed

Best Practices

  • Start with MEMORY_INDEX.md to ground context before querying other sources
  • Use concise keywords to filter for precise memory entries
  • Review recent entries (Active Work) first, then completed phases for context
  • Fetch full observation details only when a memory needs deeper understanding
  • Regularly refresh MEMORY_INDEX.md to capture the latest project updates

Example Use Cases

  • Run /mem-search with no query to surface recent MEMORIES and claude-mem history
  • Search for 'architecture' to pull architecture-related entries and graph hints
  • Fetch detailed observations for a specific memory via the get_observations command
  • Use knowledge graph results to identify entities like Ouroboros and MCP Server
  • Merge results to compare phases and decisions across sources

Frequently Asked Questions

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