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Skills/rohitg00/agentmemory/recall
recall logo

recall

rohitg00/agentmemory
4K installs23K stars
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Installation

npx skills add https://github.com/rohitg00/agentmemory --skill recall

Summary

Search agentmemory for past observations, sessions, and learnings about a topic using hybrid BM25 plus vector plus graph search. Use when the user says "recall", "what did we do about", "did we ever", "have we seen", or needs context from past sessions.

SKILL.md

The user wants to recall past context about: $ARGUMENTS

Quick start

memory_smart_search { "query": "jwt refresh token rotation", "limit": 10 }

Expected output:

2 results across 2 sessions.
[importance 8] decision · "Rotate refresh tokens on every use" (session 7f3a9c21)
[importance 5] code · "limit.ts counts per-IP" (session b21d004e)

Why

Only surface what the tool returned. Never fabricate an observation, a session id, or an importance score. If nothing comes back, say so.

Workflow

  1. Call memory_smart_search with the user's text as query and limit: 10.

Pass project when the user scopes to a specific repo.

  1. Group results by session.
  2. For each observation show its type, title, and narrative.
  3. Lead with the high-signal observations (importance >= 7).
  4. If zero results, suggest 2-3 alternative search terms and stop. Do not guess.

Anti-patterns

WRONG: results are empty, so you write "We probably discussed token expiry last week" from assumption.

RIGHT: "No memories matched that query. Try refresh token, session expiry, or auth rotation."

Checklist

  • Every observation shown came from the tool response.
  • Results grouped by session, high-importance first.
  • Empty results trigger alternative-term suggestions, not invention.
  • No session id or score was paraphrased or rounded.

See also

  • remember: the write side; recall retrieves what it stores.
  • recap, handoff, session-history: session-scoped views of the same data.

Troubleshooting

See ../_shared/TROUBLESHOOTING.md if memory_smart_search is not available.

Score

0–100
71/ 100

Grade

B

Popularity23/30

3,950 installs — solid traction. Source repo has 22,836 GitHub stars.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Recall skill score badge previewScore badge

Markdown

[![Recall skill](https://www.claudemarket.ai/skills/rohitg00/agentmemory/recall/badges/score.svg)](https://www.claudemarket.ai/skills/rohitg00/agentmemory/recall)

HTML

<a href="https://www.claudemarket.ai/skills/rohitg00/agentmemory/recall"><img src="https://www.claudemarket.ai/skills/rohitg00/agentmemory/recall/badges/score.svg" alt="Recall skill"/></a>

Recall FAQ

How do I install the Recall skill?

Run “npx skills add https://github.com/rohitg00/agentmemory --skill recall” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Recall skill do?

Search agentmemory for past observations, sessions, and learnings about a topic using hybrid BM25 plus vector plus graph search. Use when the user says "recall", "what did we do about", "did we ever", "have we seen", or needs context from past sessions. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Recall skill free?

Yes. Recall is a free, open-source skill published from rohitg00/agentmemory. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Recall work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Recall works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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