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paperclip-distill

Has your agent turn project data into useful summaries. It's useful for creating status reports, project pages, and decision history.

What it does

Transforms project and discussion information into clear, easy-to-understand wiki pages. The goal is for anyone to grasp the project's status, decisions made, and current state without needing to read all the technical details.

When to use it

  • ✓When you need to summarize a project's progress so everyone can understand it.
  • ✓To create a clear history of important project decisions.
  • ✓To organize project information into wiki pages that remain relevant over time.

Example of what to ask your AI

“Summarize the recent discussions for the 'Alpha' project into a clear wiki page.”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/paperclipai/paperclip/blob/master/packages/plugins/plugin-llm-wiki/skills/paperclip-distill/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/paperclipai/paperclip/blob/master/packages/plugins/plugin-llm-wiki/skills/paperclip-distill/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The AI reads project information (like discussions and documents) and organizes it into sections like 'What Changed', 'Decisions', and 'Next Steps'. It focuses on explaining the 'why' and 'what', not just listing tasks.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add paperclipai/paperclip --skill paperclip-distill

Or download just the file:

curl -L https://raw.githubusercontent.com/paperclipai/paperclip/master/packages/plugins/plugin-llm-wiki/skills/paperclip-distill/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

Paperclip Distill

Distill Paperclip project, issue, comment, and document activity into durable wiki pages. The success criterion is wiki-insightful, not procedural: a reader who has never seen Paperclip should learn what the project is, what was decided, what is at risk, and what the current state is — without scanning a list of ## [YYYY-MM-DD] headers.

When this skill is needed

  • Cursor-window distillation: the routine fed you a bounded source bundle of recent Paperclip activity for one project or root issue.
  • Backfill: the user asked to seed the wiki with the historical activity of a project or root issue. Source window may be wide.
  • Manual distill-paperclip-now request from the UI.

If the operation issue is operationType: "ingest" (raw file) or operationType: "query", this is the wrong skill — use wiki-ingest or wiki-query.

Destination space

In Phase 1, every Paperclip distill, backfill, and cursor-window operation writes into the default wiki space. The operation issue should always carry spaceSlug: "default". If an operation issue passes any other slug, stop and surface the mismatch in a comment — do not write Paperclip-derived pages into a non-default space.

This rule is destination-only. The Paperclip source scope (which projects, root issues, comments, documents are read) is set elsewhere in the operation issue and is independent of the destination.

Inputs

  • A Paperclip source bundle (issue list, comment refs, document refs, source hash, cursor window).
  • An existing or planned wiki/projects/<slug>/standup.md page path.
  • An existing or planned wiki/projects/<slug>/index.md page path.
  • The operation issue's target wikiId, spaceSlug, space root, and the target space's AGENTS.md for page conventions.
  • The current wiki/projects/<slug>/standup.md, wiki/projects/<slug>/index.md, decisions.md, and history.md if they already exist (so you write a patch, not a rewrite).

Paperclip Asset Gate

Do not treat Paperclip assets/attachments or issue work products as source text for this skill.

  • Allowed Paperclip body text: issue descriptions, comment bodies, document bodies.
  • Assets/attachments are metadata-only until a separate approved extraction policy exists.
  • Work products are metadata-only until a separate approved extraction policy exists.
  • Never fetch /api/assets/:id/content.
  • Never dereference a work-product url, preview URL, artifact URL, or other linked destination from this skill.
  • If an operator asks for attachment/work-product content distillation, stop and point them at the Phase 5 asset/work-product security gate policy instead of improvising.

Anti-patterns to avoid

The deterministic templating this skill replaces produced these failure modes — do not reproduce them:

  1. Datestamp-as-section-header. Lines like ## [2026-04-15] paperclip-distill | proposed belong in wiki/log.md, not in the project page. The project page is durable knowledge; the log is the audit trail.
  2. Procedural status lists. Issue mix: 3 todo, 5 in_progress, 2 done tells the reader nothing they could not read off Paperclip directly. State what is happening and why it matters, then cite the issues that constitute the evidence.
  3. One-line-per-issue dumps. A page that is mostly - PAP-1234: title (in_progress, updated 2026-...) is an issue list, not a wiki page. Group issues by what they are about (a decision, a risk, a workstream) and cite multiple issues per bullet when they share a story.
  4. Mechanical "Current as of" timestamps everywhere. One current_as_of in frontmatter is enough.
  5. No interpretation. "Active issues: PAP-A, PAP-B, PAP-C" is bookkeeping. "The team is concentrating on the schema migration ([PAP-A], [PAP-B]) and has parked the index work pending capacity ([PAP-C])." is wiki-insightful.
  6. Opaque identifiers in prose. UUIDs, cursor ids, source hashes, run ids, and raw metadata belong in logs or frontmatter when needed, not in executive-facing project narrative.

Workflow

  1. Read the bundle in full. Don't sample. Read every issue title, every comment, every document key the bundle includes. Note: which issues are decisions, which are risks/blockers, which are recently completed, which are inflight.

…

FAQ

What does 'wiki-insightful' mean?

It means the generated information is useful and understandable for someone unfamiliar with the project's technical details, like a clear overview in a manual (wiki).

Can I use this to summarize file attachments?

No, this tool does not process the content of attachments or files. It focuses only on the text of discussions and descriptions.

What happens if the project already has a wiki page?

The AI updates the existing page, adding new information and preserving old decisions, rather than creating a completely new page.

Details

Original description by the author

Use when an operation issue is a Paperclip cursor-window, distill, or backfill. Turn source-bundled Paperclip activity into wiki-insightful project standups, durable project pages, decisions, and history without asset dereferencing.

repo: paperclipai/paperclip

Popularity

GitHub stars
103k
Ranking position
#370
License
MIT
Updated
10/16/2026

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