paperclip-distill
GitHub将 Paperclip 项目活动蒸馏为持久化 Wiki 页面,生成洞察性摘要、决策与历史记录。支持光标窗口蒸馏、历史回填及手动请求,严格限制仅处理文本内容,禁止直接引用附件资产。
Trigger Scenarios
Install
npx skills add paperclipai/paperclip --skill paperclip-distill -g -y
SKILL.md
Frontmatter
{
"name": "paperclip-distill",
"description": "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."
}
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-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.
Version History
- 2eb9a09 Current 2026-08-20 07:22


