recall
GitHub通过混合搜索检索历史会话、观察和知识,用于回忆过往上下文。支持按项目或智能体筛选,强调基于工具结果展示,禁止臆造内容。
触发场景
安装
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 andagentIdwhen they request one agent's history. UsetargetLayer: "memory"for explicitly saved knowledge, ortargetLayer: "observation"for captured activity. Omit it for mixed search. - Search results are compact. Before quoting full content or describing
provenance, call
memory_smart_searchwith the selected IDs as a comma-separatedexpandIdsstring and the same project, agent, and layer filters. If expansion fails or the record is no longer available, report that limitation; a title alone is not the full fact. - Group expanded observations by session and show the returned type, title, and narrative. Include provenance only when the response supplies it.
- Lead with the high-signal observations (importance >= 7).
- With
memory_recall, inspectmatched_count,excluded_by_budget, andcontent_truncatedbefore treating an empty or shortened response as absent knowledge. Recover full content withmemory_smart_searchusingexpandIdsand the same project, agent, and layer filters.minimum_budgetreports the estimated budget needed for a minimal preview when the budget is too small. - If there are no matches, 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.memory-discipline: when to run this search unprompted.
Troubleshooting
See TROUBLESHOOTING.md if memory_smart_search is not available.
版本历史
-
e01540e
当前 2026-10-19 02:22
增强检索能力:支持指定 agentId 和 targetLayer;优化空结果处理,增加预算检查与内容恢复机制;细化冲突记录的处理逻辑。
-
2d38daf
2026-08-19 18:52
新增记录来源通道(user/agent/tool等)的处理逻辑及冲突偏好说明;增强空结果时的替代词建议指引。
- a8e7d19 2026-07-24 11:39


