Skill Store 33

Mem0 Tour

Browses all stored memories grouped by category with full content display.

by mem0ai · Apache-2.0

The skill

Browses all stored memories grouped by category with full content display. Use when reviewing all project memories, exploring stored knowledge, onboarding to a project, or getting an overview of captured decisions, conventions, and learnings.

Mem0 Project Tour

Show the user what mem0 has stored for the current project.

Cross-project mode

When invoked with --all-projects (e.g., /mem0-tour --all-projects or /mem0-tour --all-projects auth middleware), search across ALL projects:

  1. Call get_memories with filters={"AND": [{"user_id": "<active_user_id>"}]}, page_size=200 — no app_id filter.
  2. If a search query was also provided, run search_memories with query=<query>, filters={"AND": [{"user_id": "<active_user_id>"}]}, top_k=20 — again no app_id.
  3. Group results by app_id first, then by category within each project.
  4. Display:
    ## <app_id_1> (<N> memories) ← current
    **Architecture Decisions** — <memory content>
    ...
    
    ## <app_id_2> (<N> memories)
    ...
    
    <N> memories across <M> projects
    
  5. Mark the current project with ← (current) in the heading.

If --all-projects is NOT present, use the standard single-project flow below.

Peek mode (compact search)

When /mem0-tour receives a search query argument (e.g., /mem0-tour auth middleware) WITHOUT --all-projects, run in peek mode — compact one-liner results:

  1. Run 2 parallel search_memories calls:
    • Broad: query=<query>, filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]}, top_k=10, rerank=true
    • Targeted: query=<query>, filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}, {"metadata": {"type": "decision"}}]}, top_k=5, rerank=true
  2. Deduplicate by ID, display 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>]
  3. If no results: No memories matching "<query>" for project <project_id>.

If no query argument and no --all-projects flag, use the full tour flow below.

Execution

Step 1: Fetch ALL memories for this project

Call get_memories to fetch all memories for this project:

filters={"AND": [{"user_id": "<active_user_id>"}, {"app_id": "<active_project_id>"}]}, page_size=100

Step 2: Run supplementary semantic searches

In parallel, run these search_memories calls to get relevance-ranked results for key topics:

  • query="architecture decisions design choices", filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]}, top_k=10, rerank=true
  • query="bugs errors failures anti-patterns", filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]}, top_k=10, rerank=true
  • query="project setup tooling conventions preferences", filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]}, top_k=10, rerank=true

Do NOT filter by metadata.type in these calls. The platform auto-assigns categories — filtering on metadata.type misses memories that were auto-categorized but don't have an explicit metadata.type.

Step 3: Merge and group

Merge all results by memory ID (deduplicate). For each memory, determine its group using this priority:

  1. Platform categories field (array on each memory, auto-assigned by Mem0). Use the first category value.
  2. metadata.type field (if present, set explicitly by hooks/agent). Use as fallback if no categories.
  3. "other" bucket for memories with neither.

Map category names to display names:

Platform category / metadata.type Display name
architecture decisions, architecture_decisions, decision Architecture Decisions
anti patterns, anti_patterns, anti_pattern Anti-Patterns
task learnings, task_learnings, task_learning Task Learnings
coding conventions, coding_conventions, convention Coding Conventions
user preferences, user_preferences, user_preference User Preferences
project profile, project_profile Project Profile
tooling setup, tooling_setup, environmental Tooling & Setup
technology, professional_details Tooling & Setup
session_state Session State
compact_summary Compact Summaries
anything else Other

Step 4: Display results

Sort groups by descending memory count. Display in compact tabular format:

First show the category summary table:

mem0 tour

Session (ses_abc123)  branch: main
Project: my-project  -  349 memories

Category                   Count
-----------------------------------------
tooling_setup                119
bug_fixes                     78
architecture_decisions        32
task_learnings                14
...

Then for each category (sorted by count descending), show memories as numbered one-liners. Truncate each memory to 100 chars max:

tooling_setup (119)
  1. User requires that no git commit or push be performed without explicit permission... 
  2. OpenCode plugins are loaded from ~/.config/opencode/plugins/ for global installation...
  3. Assistant determined that the symlink method for loading the Mem0 plugin was failing...
  ... and 116 more

bug_fixes (78)
  1. Fixed getAll filter format from flat object to AND-wrapped array for mem0ai TS SDK v3...
  2. Root cause of user_id mismatch: plugin derived kartik.labhshetwar from git email...
  ... and 76 more

Show top 5 memories per category by recency. If a group has more than 5, note ... and <N> more.

Skip empty groups entirely.

Step 5: Print totals

<N> memories across <M> categories
project: <project_id>  branch: <active_branch>

Identity - user: <user_id>  project: <project_id>  branch: <branch>

Step 6: Empty state

If zero memories found for this project, print:

No memories stored yet for project <project_id>.
Start working - mem0 captures learnings automatically, or use /mem0-remember to save something now.

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.

Use this skill

Connect your agent to the Skill Store MCP server and ask for it by ref: mem0ai/mem0-tour-79603761193.

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Details

Publisher
mem0ai
Category
AI & Agents › Memory & context
License
Apache-2.0
Updated
2026-10-14

References

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