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Agent skill

Macrodata Distill

by ascorbic in ascorbic/macrodata

Extract distilled actions and facts from today's conversations.

No licenceAuto-check passedAgent Workflows

Install Macrodata Distill

skills CLI
$ npx skills add ascorbic/macrodata --skill macrodata-distill -a claude-code

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

GitHub CLI
$ gh skill install ascorbic/macrodata macrodata-distill --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/ascorbic/macrodata.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/macrodata/opencode/skills/macrodata-distill .claude/skills/macrodata-distill && 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
macrodata-distill
GitHub stars
120
Token cost
~1.2k tokens
SKILL.md length
221 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
None found

At a glance

Extract distilled actions and facts from today's conversations.

  • Works in 4 steps: Find Today's Sessions → Process Each Session → Collect and Write Results → …
  • Tasks that involve Subagents
  • SKILL.md covers Storage Format, Process and Notes
  • Calls sqlite3

What it does

Macrodata Distill is an agent skill from ascorbic/macrodata. Extract distilled actions and facts from today's conversations. Spawns sub-agents per conversation to avoid context blowup.

Its SKILL.md is about 1.2k 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 Agent Workflows, covering Subagents. The repository describes itself as: Give Claude Code and OpenCode persistent, self-refining memory and autonomous scheduling.

When your agent uses it

  • Tasks that involve Subagents

Example prompts

  • “/macrodata-distill”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Find Today's Sessions
  2. Process Each Session
  3. Collect and Write Results
  4. Example Sub-Agent Output

What it can do on your machine

Read from SKILL.md and the folder at commit f07def3. 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:

    • sqlite3

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

  • Network

    No URLs in SKILL.md.

    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

Macrodata Distill loads about 1.2k tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 221 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~35
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

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 221 words (~1,239 tokens).

“Process today's conversations to extract actionable knowledge. This is the core of memory consolidation.”

— opening of SKILL.md by ascorbic
name
macrodata-distill

Read the full SKILL.md on GitHub

Files

Just SKILL.md in plugins/macrodata/opencode/skills/macrodata-distill of ascorbic/macrodata.

Open the folder on GitHubat commit f07def3

Compare with similar skills

Macrodata Distill 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.

Macrodata Distill compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Macrodata Distill this skillascorbic/macrodata120—~1.2kAutomated safety check: PassNone
Claude Code Agent Developmentanthropics/claude-plugins-official37k8 repos~2.8kAutomated safety check: PassApache-2.0
Subagent Driven DevelopmentAsvarox/allkaraoke26137 repos~1.2kAutomated safety check: PassNone
Dispatching Parallel Agentsultralisp/ultralisp25840 repos~1.5kAutomated safety check: PassNone
Paseo Advisor Second Opiniongetpaseo/paseo20k1 repos~756Automated safety check: PassCustom licence
Task Observerrebelytics/one-skill-to-rule-them-all3.2k1 repos~12kAutomated safety check: PassCC-BY-4.0

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More from ascorbic/macrodata

All 8 skills in this repo

  • Macrodata Onboarding

    ascorbic/macrodata

    Guide new users through macrodata setup. An agent skill from ascorbic/macrodata.

    120 GitHub stars~2.5k tokensUpdated yesterday
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  • Onboarding

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    Guide new users through macrodata setup. An agent skill from ascorbic/macrodata.

    120 GitHub stars~2.9k tokensUpdated yesterday
    Auto-check: notes

  • Distill

    ascorbic/macrodata

    Extract distilled actions and facts from today's conversations.

    120 GitHub stars~814 tokensUpdated yesterday
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  • Dreamtime

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    Deep nightly reflection. An agent skill from ascorbic/macrodata.

    120 GitHub stars~984 tokensUpdated yesterday
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  • Macrodata Dreamtime

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    Deep nightly reflection. An agent skill from ascorbic/macrodata.

    120 GitHub stars~714 tokensUpdated yesterday
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  • Macrodata Memory Maintenance

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    End of day memory maintenance. An agent skill from ascorbic/macrodata.

    120 GitHub stars~641 tokensUpdated yesterday
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Categories

Questions about Macrodata Distill

What does Macrodata Distill do?

Extract distilled actions and facts from today's conversations. Macrodata Distill is an agent skill from ascorbic/macrodata. Extract distilled actions and facts from today's conversations.

When should I use Macrodata Distill?

Macrodata Distill fits situations like: tasks that involve Subagents.

How do I install Macrodata Distill in Claude Code?

Run `npx skills add ascorbic/macrodata --skill macrodata-distill -a claude-code`. Or copy the skill folder (plugins/macrodata/opencode/skills/macrodata-distill in ascorbic/macrodata) into .claude/skills/macrodata-distill in your project. Claude Code loads it when a task matches its description.

How do I install Macrodata Distill in Codex?

Run `npx skills add ascorbic/macrodata --skill macrodata-distill -a codex`. Or copy the skill folder (plugins/macrodata/opencode/skills/macrodata-distill in ascorbic/macrodata) into .agents/skills/macrodata-distill in your project. Codex loads it when a task matches its description.

Can I use Macrodata Distill 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 ascorbic/macrodata --skill macrodata-distill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/macrodata-distill, .gemini/skills/macrodata-distill, .github/skills/macrodata-distill and .opencode/skills/macrodata-distill in your project.

What does Macrodata Distill need to run?

Going by SKILL.md and its folder, Macrodata Distill needs the command-line tools its instructions call (sqlite3).

Does Macrodata Distill access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Macrodata Distill 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 Macrodata Distill use?

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

How many tokens does Macrodata Distill use?

About 1.2k tokens (SKILL.md is roughly 5k 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 Macrodata Distill?

Skills that share tags, products or a category with Macrodata Distill: Claude Code Agent Development (anthropics/claude-plugins-official, 37k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Macrodata Distill?

ascorbic (a GitHub user) maintains it in ascorbic/macrodata, which has 120 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 6, 2026.

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