사용 방법
- 설치 명령을 복사하고 자신의 에이전트 환경에 설치하기 전에 소스 패키지를 확인하세요.
- 필요한 도구, 인증 정보, 지원 환경은 원본 문서에서 확인하세요.
- 입력과 원하는 산출물을 설명하고 출처와 결과를 대조하세요.
npx skills add https://github.com/parallel-web/parallel-agent-skills --skill parallel-memory시작 전 확인
- 설치에는 모델 구독, API 한도, 파일 접근 권한이 포함되지 않습니다.
- 별점 수와 설치 수는 활동 지표이며 독립적인 품질·보안 검증이 아닙니다.
원본 Skill 문서
원본 저장소의 제목, 예시, 코드, 표, 링크, 이미지를 유지해 표시합니다.
Parallel Memory
Action: $ARGUMENTS
Requiresparallel-cli >=0.8.1. If the installed version is older, orparallel-cli memory --helpfails withno such commandor similar, tell the user to updateparallel-cli, then retry.
When to use
- Inspect memory only when prior Parallel work may help fulfill the request or the user asks to retrieve, evict, or clear it.
- Memory results are excerpts from past runs; fetch the source run for full records, and launch a fresh run when current information is required.
Choose the operation
| User intent | Operation |
|---|---|
| Recall prior work about a topic | Retrieve with a concise query |
| Show recent past runs | Retrieve without query |
| Remove one saved Task, Monitor, or FindAll source | Evict by exact kind and id |
| Permanently remove all entries from your personal Memory | Clear memory |
| Turn memory off | Direct the user to account settings; do not clear as a substitute |
Use the CLI
Use parallel-cli memory for retrieve, evict, and clear operations.
- If memory is not eligible, report the returned reason; it distinguishes rollout, organization settings, account opt-in, and key eligibility.
- On a key-eligibility error, tell the user to reauthenticate.
Retrieve memory
Form a short semantic query that describes the prior work to find. Apply filters when they help. Empty results is a successful retrieval with no matches, not an error.
- Set
kindtotask,monitor, orfindallwhen it clearly narrows the retrieval. - Set
sincefor an explicit timestamp boundary (RFC 3339, e.g.2026-08-01T00:00:00Z). - Omit
querywhen retrieving recent memories rather than a topic.
Retrieve by query:
bash
parallel-cli memory retrieve \
--query "serverless inference vendors"For recent memories:
bash
parallel-cli memory retrieve \
--limit 5Use results
Available fields vary by kind:
task: useid,updated_at,input_excerpt, andoutput_excerpt.monitor: use the monitorid, status, query excerpt, and matching event IDs, timestamps, and excerpts.findall: useid,updated_at, objective excerpt, andmatched_count.
- Fetch the original Task result, Monitor events, or FindAll result when exact output, entities, citations, or provenance matter.
- Summarize the useful findings and unresolved questions.
- Lead with what the prior work established, then list the contributing saved runs with kind, ID, and timestamp.
- Distinguish recalled information from any fresh verification.
- Parallel runs do not consult Memory. If recalled information may be useful, include the relevant details in the new run's input.
Expect ingestion to be asynchronous. Do not promise that a newly completed run will be immediately retrievable.
Evict or clear memory
Evict a single run from your personal Memory, or clear it entirely. These do not delete the underlying Parallel runs. Ask for confirmation before clearing unless the user already asked for it.
bash
parallel-cli memory evict \
--kind task \
--id "trun_example"bash
parallel-cli memory clear \
--confirm-clear
