
Mem0 Tour
- 5 installs
- 62.5k repo stars
- Updated August 5, 2026
- mem0ai/mem0
Helps with ai & agent building tasks during AI-assisted development.
About
mem0-tour is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted coding.
- mem0-tour
- AI & Agent Building
- AI-coding skill
Mem0 Tour by the numbers
- 5 all-time installs (skills.sh)
- +1 installs in the week ending Aug 4, 2026 (Skillselion tracking)
- Ranked #13,052 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 5 |
|---|---|
| repo stars | ★ 62.5k |
| Last updated | August 5, 2026 |
| Repository | mem0ai/mem0 ↗ |
What it does
Helps with ai & agent building tasks during AI-assisted development.
Files
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> projects5. 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=truequery="bugs errors failures anti-patterns",filters={"AND": [{"user_id": "<id>"}, {"app_id": "<pid>"}]},top_k=10,rerank=truequery="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 moreShow 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.