Agent skill

Distill Memory

by nowledge-co in nowledge-co/community

Recognize breakthrough moments, blocking resolutions, and design decisions worth preserving.

No licenceAuto-check passedDevelopment

Install Distill Memory

skills CLI
$ npx skills add nowledge-co/community --skill distill-memory -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install nowledge-co/community distill-memory --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/nowledge-mem-claude-code-plugin/skills/distill-memory .claude/skills/distill-memory && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
distill-memory
GitHub stars
185
Token cost
~683 tokens
SKILL.md length
249 words
Files
1
Skills in repo
52
Repo updated
First seen
Licence
None found

At a glance

Recognize breakthrough moments, blocking resolutions, and design decisions worth preserving.

  • Tasks that involve Architecture decision records
  • SKILL.md covers When to Suggest (Moment…, Memory Quality, Tool Usage and Suggestion, plus 1 more section
  • Calls pip

What it does

Distill Memory is an agent skill from nowledge-co/community. Recognize breakthrough moments, blocking resolutions, and design decisions worth preserving. Detect high-value insights that save future time. Suggest distillation at valuable moments, not routine work.

Its SKILL.md is about 680 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development, covering Architecture decision records. The repository describes itself as: Community Repo for Nowledge Labs Products.

When your agent uses it

  • Tasks that involve Architecture decision records

Example prompts

  • “/distill-memory”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 0567734. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • pip

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Distill Memory loads about 683 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 249 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~683

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 249 words (~683 tokens).

“Save proactively when the conversation produces a durable fact, preference, decision, plan, procedure, learning, event, or important context. Do not wait to be asked.”

— opening of SKILL.md by nowledge-co
name
distill-memory

Read the full SKILL.md on GitHub

Files

Just SKILL.md in nowledge-mem-claude-code-plugin/skills/distill-memory of nowledge-co/community.

Open the folder on GitHubat commit 0567734

Compare with similar skills

Distill Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Distill Memory compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Distill Memory this skillnowledge-co/community185—~683Automated safety check: PassNone
PR Design DocOpenHands/OpenHands90k—~2.4kAutomated safety check: PassMIT
Cto AdvisorIbrahim-3d/orchestrator-supaconductor3804 repos~2.4kAutomated safety check: PassMIT
Improve Codebase Architectureywwynm/EverythingDone14415 repos~1.3kAutomated safety check: PassGPL-3.0
Domain Modelingbrim-borium/spotify_sdk1665 repos~806Automated safety check: PassApache-2.0
Design Doc MermaidSpillwaveSolutions/design-doc-mermaid1751 repos~5.6kAutomated safety check: PassNone

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  • PR Design Doc

    OpenHands/OpenHands

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    Ibrahim-3d/orchestrator-supaconductor

    Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.

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  • Domain Modeling

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Categories

Questions about Distill Memory

What does Distill Memory do?

Recognize breakthrough moments, blocking resolutions, and design decisions worth preserving. Distill Memory is an agent skill from nowledge-co/community. Recognize breakthrough moments, blocking resolutions, and design decisions worth preserving.

When should I use Distill Memory?

Distill Memory fits situations like: tasks that involve Architecture decision records.

How do I install Distill Memory in Claude Code?

Run `npx skills add nowledge-co/community --skill distill-memory -a claude-code`. Or copy the skill folder (nowledge-mem-claude-code-plugin/skills/distill-memory in nowledge-co/community) into .claude/skills/distill-memory in your project. Claude Code loads it when a task matches its description.

How do I install Distill Memory in Codex?

Run `npx skills add nowledge-co/community --skill distill-memory -a codex`. Or copy the skill folder (nowledge-mem-claude-code-plugin/skills/distill-memory in nowledge-co/community) into .agents/skills/distill-memory in your project. Codex loads it when a task matches its description.

Can I use Distill Memory in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nowledge-co/community --skill distill-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/distill-memory, .gemini/skills/distill-memory, .github/skills/distill-memory and .opencode/skills/distill-memory in your project.

What does Distill Memory need to run?

Going by SKILL.md and its folder, Distill Memory needs the command-line tools its instructions call (pip). Our summary lists: Python 3.

Does Distill Memory access the network?

SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Distill Memory safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Distill Memory use?

No licence was found for Distill Memory or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Distill Memory use?

About 683 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Distill Memory?

Skills that share tags, products or a category with Distill Memory: PR Design Doc (OpenHands/OpenHands, 90k stars), Cto Advisor (Ibrahim-3d/orchestrator-supaconductor, 380 stars), Improve Codebase Architecture (ywwynm/EverythingDone, 144 stars) and Domain Modeling (brim-borium/spotify_sdk, 166 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Distill Memory?

nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 185 GitHub stars. The repository holds 52 skills in this directory. The repository was last updated on October 8, 2026.

Source: nowledge-co/community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.