Skip to content
Agentmart
Submit a tool

memory-reviewer

Read-only quality audit of stored mem0 memories — finds duplicates, contradictions, untyped entries, and likely-stale facts.

Skill by pjope

IndexedMIT
Write a review

Chalk Labs

Need help deploying memory-reviewer?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/pjope-memory-reviewer

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Read-only quality audit of stored mem0 memories — finds duplicates, contradictions, untyped entries, and likely-stale facts. Use when recall feels noisy or before running a consolidation.

Use cases: security

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/memory-reviewer

What's inside

Skill name
memory-reviewer
Description
Read-only quality audit of stored mem0 memories — finds duplicates, contradictions, untyped entries, and likely-stale facts. Use when recall feels noisy or before running a consolidation.
License
MIT
Instructions
24 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Memory reviewer

This only reports; it changes nothing. Fixing is `dream`'s job.

Read the curated set with `get_memories` using `exclude_sources: ["session", "archived"]` and `limit` 1000 — raw captures are transcript chunks, not facts, and auditing them is noise. Compare the returned count against the response's `total_matching`: if fewer came back than matched, the audit is **partial** — say so in the header and in the verdict. If the response lacks `total_matching`, the server predates the filter patch; label the audit partial by default.

Group by `metadata.type`. Then scan for:

- **Duplicates** — entries saying the same thing in different words (compare within and across groups).
- **Contradictions** — pairs that can't both be true (e.g. "deploy via CI" vs "deploy by hand").
- **Untyped** — memories with no `metadata.type`.
- **Stale** — facts tied to a tool/version/path that the current repo no longer matches. Flag as *suspected*, not certain; you can't always tell from the text alone.

Output counts first — scanned vs total — then the specific pairs/ids worth a human's attention:

```
review: <scanned> of <total_matching> curated memories — <dups> dup, <contra> contradiction, <untyped> untyped
- dup: [mem0:a1] / [mem0:b2] — both say deploys go through CI
- contradiction: [mem0:c3] vs [mem0:d4]
```

End by pointing at `dream` if there's anything to merge or prune.

From pjope/mem0-selfhosted-hooks, MIT.

Signals

Stars
0
Forks
0
Open issues
0
Last commit (this folder)
Jul 7, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from pjope

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get memory-reviewer running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying memory-reviewer?

CallGet help
Cite this page

memory-reviewer skill. Agent Mart. https://agentmart.dev/skills/pjope-memory-reviewer (last updated 2026-10-24)