parallel-memory

通过 parallel-cli memory 检索过往 Parallel Task、Monitor 和 FindAll 运行记录，可按查询、类型和时间过滤；汇总相关发现及未解决问题，列出贡献记录的类型、ID 和时间戳，并可按记录移除或清空个人记忆。清空需确认，且不删除底层运行记录。

parallel-web

热度 32.29

最近更新 2026-10-19 02:49:33

分类：知识依赖：代码执行 / 第三方 API应用场景：研究 / 摘要总结 / 工作流

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add parallel-web/parallel-agent-skills/parallel-memory

Metadata

name: parallel-memory
description: Recall past Parallel Task, Monitor, and FindAll runs when they may help; evict runs or clear memory when asked.
user-invocable: true
argument-hint: <retrieve|evict|clear> [args]
compatibility: Requires parallel-cli >=0.8.1 and internet access.
allowed-tools: Bash(parallel-cli:*)
metadata: {"author":"parallel"}

Parallel Memory

Action: $ARGUMENTS

Requires parallel-cli >=0.8.1. If the installed version is older, or parallel-cli memory --help fails with no such command or similar, tell the user to update parallel-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 kind to task, monitor, or findall when it clearly narrows the retrieval.
Set since for an explicit timestamp boundary (RFC 3339, e.g. 2026-08-01T00:00:00Z).
Omit query when retrieving recent memories rather than a topic.

Retrieve by query:

parallel-cli memory retrieve \
  --query "serverless inference vendors"

For recent memories:

parallel-cli memory retrieve \
  --limit 5

Use results

Available fields vary by kind:

task: use id, updated_at, input_excerpt, and output_excerpt.
monitor: use the monitor id, status, query excerpt, and matching event IDs, timestamps, and excerpts.
findall: use id, updated_at, objective excerpt, and matched_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.

parallel-cli memory evict \
  --kind task \
  --id "trun_example"

parallel-cli memory clear \
  --confirm-clear