parallel-memory

Q: How do I install parallel-memory?

Run npx skills add https://github.com/parallel-web/parallel-agent-skills --skill parallel-memory in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/parallel-memory/ (personal) or .claude/skills/parallel-memory/ (project).

by parallel-webAI & Agents

Recall past Parallel Task, Monitor, and FindAll runs when they may help; evict runs or clear memory when asked.

Installs: 2.3K
Last 24h: +26
Trending rank: #4794
Security: Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/parallel-web/parallel-agent-skills --skill parallel-memory

01
Install
Run the command in your project. The CLI asks which agents to install for.
02
Describe the task
Ask your agent for something this skill covers. It loads parallel-memory automatically when relevant.
03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

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

FAQ

What does the parallel-memory skill do?

Recall past Parallel Task, Monitor, and FindAll runs when they may help; evict runs or clear memory when asked.

How do I install parallel-memory?

Run npx skills add https://github.com/parallel-web/parallel-agent-skills --skill parallel-memory in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/parallel-memory/ (personal) or .claude/skills/parallel-memory/ (project).

Which AI agents can use parallel-memory?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is parallel-memory safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains parallel-memory?

It is published by parallel-web in parallel-web/parallel-agent-skills. It has 2,321 recorded installs.