recall
GitHub用于检索历史会话、观察记录和关于特定主题的学习内容。通过混合搜索技术获取上下文,避免虚构信息,适用于用户需要回顾过往讨论或决策的场景。
Trigger Scenarios
Install
npx skills add rohitg00/agentmemory --skill recall -g -y
SKILL.md
Frontmatter
{
"name": "recall",
"description": "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.",
"argument-hint": "[search query]",
"user-invocable": true
}
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
- Call
memory_smart_searchwith the user's text asqueryandlimit: 10. Passprojectwhen the user scopes to a specific repo. - Group results by session.
- For each observation show its type, title, and narrative.
- Lead with the high-signal observations (importance >= 7).
- 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.
Version History
- a8e7d19 Current 2026-07-24 11:39


