Atlas / Skills / paperclipai / Paperclip Distill

Paperclip DistillCAUTION

skills/paperclipai/paperclip-distill

The open-source app everyone uses to manage agents at work

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
MIT
Stars
81,307
01

Overview

The open-source app everyone uses to manage agents at work

Read from source at commit 59d017e6174aOBSERVED · 2026-09-23
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
cursormentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
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-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.
2. **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.
3. **Read the target space's `AGENTS.md`** for page conventions: filename style, YAML frontmatter shape, link style, voice. Always pass the operation issue's `wikiId` and `spaceSlug` to LLM Wiki tools.
4. **Write `wiki/projects/<slug>/standup.md` first.** 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 infer
04

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (2)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
.claude/skills/company-creator
.claude/skills/company-creator
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
.claude/skills/paperclip
.claude/skills/paperclip
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-09-23 · audit v0.4.1 · source sha 59d017e6174afull audit observations/trust-audit/skill/paperclipai__paperclip-distill.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-09-2359d017e6174aCAUTIONB89first audit
06

Questions

What does the Paperclip Distill skill do?

The open-source app everyone uses to manage agents at work

Is Paperclip Distill safe to install?

With care. The audit graded it B (89/100) and found 2 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Paperclip Distill access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Paperclip Distill work with?

Its documentation mentions cursor. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (59d017e6174a), read on 2026-09-23. The repository is watched, and a new audit runs when it changes — this is the first audit.

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