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mem0-search

Searches memories and displays compact one-liner results, or looks up a specific memory by ID. Use for quick memory lookups, checking if a decision was recorded, resolving [mem0:id] citations, or browsing memories without full category detail.

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Dépôt
Natsummerance/agents
Dernière activité de la source
26 août 2026 à 06:52
Langue détectée de SKILL.md
anglais
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SKILL.md
Instructions source · Aperçu en lecture seule
name
mem0-search
description
Searches memories and displays compact one-liner results, or looks up a specific memory by ID. Use for quick memory lookups, checking if a decision was recorded, resolving [mem0:id] citations, or browsing memories without full category detail.
# Mem0 Search Quick search with compact output. Lighter than `/mem0-tour`. ## Execution ### Step 1: Parse query The user provides a search query: `/mem0-search auth middleware` If no query provided, ask: "What should I search for?" **Memory ID detection:** If the query matches any of these patterns, treat it as a direct memory ID lookup instead of a search: - Bare hex: `^[a-f0-9]{8}$` (short ID) or `^[a-f0-9]{8}-[a-f0-9-]+$` (full UUID) - Citation ref: `[mem0:<hex>]` — extract the hex portion When an ID is detected: 1. Call `get_memory(<id>)` directly (if short ID, try as prefix of full UUID) 2. If found, skip to Step 3 and display the single result 3. If not found, fall through to search using the ID as query text ### Step 2: Search Run 2 parallel `search_memories` calls: 1. Broad: `query=<user's query>`, `filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]}`, `top_k=10`, `rerank=true` 2. Targeted: `query=<user's query>`, `filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}, {"metadata": {"type": "decision"}}]}`, `top_k=5`, `rerank=true` ### Step 3: Display Deduplicate by ID, then show compact results: ``` ## mem0 search: "<query>" (<N> results) 1. [decision] Auth module uses JWT with RS256 keys (2025-05-15) [mem0:a3f8b2c1] 2. [anti_pattern] Don't use symmetric HS256 — leaked in env (2025-05-10) [mem0:7e2d9f4a] 3. [convention] All middleware in src/middleware/ (2025-05-08) [mem0:c4d5e6f7] ``` Format: `<number>. [<type>] <content, 80 chars> (<date>) [mem0:<short_id>]` If no results: ``` No memories matching "<query>" for project <project_id>. ``` ## Output formatting IMPORTANT: Do NOT use markdown in your output. OpenCode TUI renders text verbatim — markdown like **bold**, ## headers, and | table | syntax appears as raw characters. Use plain text with indentation for structure. Use dashes for lists. Use spaces to align columns instead of markdown tables.
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