
Paperclip Distill
FreeTransform Paperclip activity into insightful wiki pages.
Free · Opens the source repo
What Paperclip Distill does
Paperclip Distill is a specialized tool designed to convert project-related activities from Paperclip into structured, informative wiki pages. This skill takes various inputs, including issue lists, comments, and documents, to create a cohesive narrative that captures the essence of project progress and decision-making. The goal is to produce a document that is insightful for readers unfamiliar with the project, allowing them to understand its current state, past decisions, and potential risks without sifting through procedural logs or raw data.
The skill is particularly useful in scenarios where a cursor-window of recent Paperclip activity needs to be distilled or when historical project data needs to be backfilled into a wiki. It ensures that the output focuses on meaningful insights rather than mechanical listings or timestamped logs. By adhering to specific guidelines, such as avoiding procedural status lists and opaque identifiers, Paperclip Distill creates a narrative that is both executive-friendly and informative.
Users will benefit from this skill when they need to maintain a clear and concise record of project activities that can be easily referenced by stakeholders. It is ideal for project managers, team leads, and anyone involved in documentation who needs to convey project status effectively. The skill emphasizes the importance of context and interpretation, transforming raw data into actionable insights that can guide future decisions.
However, it is crucial to note that Paperclip Distill is not intended for operations involving raw file ingestion or querying data. Users should be aware that assets and attachments are treated as metadata only, and this skill does not fetch or dereference content from those sources. By following the outlined workflows and rules, users can ensure that their project documentation remains relevant and insightful, fostering better communication and understanding across teams.
When to use it
Use Paperclip Distill when you need to summarize recent project activity or backfill historical data into a wiki format.
When not to use it
Do not use this skill for raw file ingestion or querying tasks; it is not suitable for operations involving Paperclip assets or attachments.
What you can build with it
Summarizing Recent Project Activity
Use Paperclip Distill to create a concise summary of recent project activities for stakeholders, ensuring they understand the current status and decisions.
Backfilling Historical Data
When a project lacks historical documentation, this skill can backfill past activities into the wiki, providing a comprehensive view of the project's evolution.
Creating Executive Standups
Generate executive standups that highlight key project updates, risks, and next actions, making it easier for leadership to stay informed.
How to install Paperclip Distill
View source1. Install with the skills CLI
npx skills add paperclipai/paperclip/paperclip-distill --agent claude-code2. Or install it manually
Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.
Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs
Inside SKILL.md
Written by paperclipaiPaperclip 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-nowrequest 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.mdpage path. - An existing or planned
wiki/projects/<slug>/index.mdpage path. - The operation issue's target
wikiId,spaceSlug, space root, and the target space'sAGENTS.mdfor page conventions. - The current
wiki/projects/<slug>/standup.md,wiki/projects/<slug>/index.md,decisions.md, andhistory.mdif 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:
- Datestamp-as-section-header. Lines like
## [2026-04-15] paperclip-distill | proposedbelong inwiki/log.md, not in the project page. The project page is durable knowledge; the log is the audit trail. - Procedural status lists.
Issue mix: 3 todo, 5 in_progress, 2 donetells 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. - 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. - Mechanical "Current as of" timestamps everywhere. One
current_as_ofin frontmatter is enough. - 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.
- 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
- 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.
- Read the existing project page (if any) so you write a patch, not a rewrite. The "Decisions" section in particular accumulates over time — never wipe accepted decisions; supersede them with
> ⚠ reversed by ...callouts when something later overrides them. - Read the target space's
AGENTS.mdfor page conventions: filename style, YAML frontmatter shape, link style, voice. Always pass the operation issue'swikiIdandspaceSlugto LLM Wiki tools. - Write
wiki/projects/<slug>/standup.mdfirst. Every Paperclip project represented in the wiki must have this file. It is the executive standup: where the project stands today, what changed recently, what is blocked or risky, and what happens next. Use stable sections, in this order:- Frontmatter (
type: project-standup,project: <slug>,current_as_of: YYYY-MM-DD,sources). - Executive Readout — one short paragraph that explains the current project posture in plain language.
- What Changed — the meaningful work completed or advanced since the last window. Group by concept; cite issues/comments/documents only as evidence.
- Decisions — accepted/rejected/reversed decisions that changed the project direction. Omit when none exist.
- Blockers / Risks — current blockers and risks with named owner or next action when the source provides one.
- Next Actions — concrete next actions and owners inferred from Paperclip issues, not vague aspirations.
- Links — durable wiki project page and relevant Paperclip project/issues/documents.
Rewrite the standup to today's state. Do not append endless dated sections; the audit trail belongs in
wiki/log.mdand Paperclip comments.
- Frontmatter (
- Write
wiki/projects/<slug>/index.mdwith these stable sections, in this order:- Frontmatter (
type: project,current_as_of: YYYY-MM-DD,tags,sources). - Overview — 2–4 sentences saying what the project is and why it exists. Use the project description if it exists; otherwise synthesise it from the root issue.
- Current Direction — narrative paragraph naming the active workstreams, the immediate next concrete deliverable, and the stance on risks. Cite 2–4 issues, do not list 20.
- Workstreams — a short, grouped list. Each line is a workstream or idea, not an issue.
- Decisions — accepted and reversed decisions with one paragraph each. Each decision cites the issue / approval / comment that ratified it. Format:
### Decision — short titlethen a paragraph; never a bare bullet list. - Open Risks / Blockers — what could derail the project, with the issue ref that surfaces it. Skip this section when the bundle has no risk signal — do not pad with
_(none)_. - References — readable links to the current standup and supporting Paperclip tasks/documents. Keep hashes and cursor ids out of the narrative.
- Frontmatter (
- Optionally write
wiki/projects/<slug>/decisions.mdwhen the project has accumulated more decisions than the project page can carry without becoming a wall of text. Each decision is a##section with: short title, accepted/reversed/superseded status, one-paragraph rationale, citing the source. Do not duplicate decisions already on the project page — link instead. - Optionally write
wiki/projects/<slug>/history.mdfor a compact narrative timeline of meaningful project changes. Not an issue dump — group by phase ("Discovery", "Architecture", "Build", "Stabilisation"), not by date. Each phase is a paragraph that cites the 2–4 issues that defined it. - Refresh
wiki/index.mdunder the## Projectssection — one line per durable project page with a one-sentence summary of the project's purpose, plus a link to the currentwiki/projects/<slug>/standup.mdwhen present. - Append
wiki/log.mdentry — this is where the datestamp belongs:## [YYYY-MM-DD] paperclip-distill | <project name> - standup: wiki/projects/<slug>/standup.md - page: wiki/projects/<slug>/index.md - source hash: `<hash>` - cursor window: <start> → <end> - notes: <one line on what changed in this distill, e.g. "decisions section grew with PAP-X reversal", "low-signal window, no page changes"> - Surface bundle warnings (clipped sources, low signal, stale hash). Bundle warnings →
human_review_required: trueon the patch. Do not paper over them.
Voice
- Past-tense for completed work, present-tense for current state, future-tense only with citation ("the team plans to … per [[…]]").
- Cite Paperclip source refs inline using their issue identifier (e.g.
PAP-3179), not opaque UUIDs. - Use issue links as evidence, not as the shape of the page. Headings and paragraphs should be organized by concepts, workstreams, decisions, and blockers.
- Wiki voice: terse, factual, neutral. No "the team is excited to" or "this initiative aims to".
- Headings are about content, not metadata.
## Schema migrationnot## Active Issues.
When the bundle has no signal
If the bundle has no durable signal — no decisions, no risk, no completed work, only routine status churn — do not write a project page. Instead:
- Append a
paperclip-distill | low-signal skiplog entry naming the cursor window. - Close the operation issue with a one-line "no durable change in this window" comment.
- Do not bump the source hash on a binding that has no proposed page.
Verification
Before closing the operation issue:
- The project page reads as wiki content, not as a Paperclip status report. A reader new to the company should understand what the project is.
-
wiki/projects/<slug>/standup.mdexists for the represented project and reads as an executive current-state update, not a raw issue dump. - Decisions section names decisions, not issues — every decision has a one-paragraph rationale and a citation.
- The page contains exactly one
current_as_of(in frontmatter), zero## [YYYY-MM-DD]headings (those go to the log). - Bundle warnings (clipped, low signal, stale hash) are surfaced; the patch carries
human_review_required: truewhen the deployment is authenticated/public. -
wiki/index.mdandwiki/log.mdare updated. - No file under
raw/was modified.
Tools
wiki_search, wiki_read_page, wiki_write_page, wiki_list_sources, wiki_read_source. Always include the operation issue's wikiId and spaceSlug. The Paperclip source bundle arrives as part of the operation context — you do not need to assemble it.
Frequently asked questions about Paperclip Distill
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