1.3k tokens
context cost
SKILL.md, read when the skill is used
3
files
plus fonts, images or templates
0
copies elsewhere
how many repositories repackaged it
100 959
stars on the repo
on the repository, not the skill itself
Install
one command, takes just this skill from the repository
npx skills add https://github.com/paperclipai/paperclip --skill pr-report
Copy
What comes with it
13 536 bytes besides the instruction
The instruction itself
16 sections, as written by the author
PR Report Skill
Produce a maintainer-grade review of a PR, branch, or large contribution.
Default posture:
understand the change before judging it
explain the system as built, not just the diff
separate architectural problems from product-scope objections
make a concrete recommendation, not a vague impression
When to Use
Use this skill when the user asks for things like:
"review this PR deeply"
"explain this contribution to me"
"make me a report or webpage for this PR"
"compare this design to similar systems"
"should I merge this?"
Outputs
Common outputs:
standalone HTML report in tmp/reports/...
Markdown report in report/ or another requested folder
short maintainer summary in chat
If the user asks for a webpage, build a polished standalone HTML artifact with
clear sections and readable visual hierarchy.
Resources bundled with this skill:
references/style-guide.md for visual direction and report presentation rules
assets/html-report-starter.html for a reusable standalone HTML/CSS starter
Workflow
1. Acquire and frame the target
Work from local code when possible, not just the GitHub PR page.
Gather:
target branch or worktree
diff size and changed subsystems
relevant repo docs, specs, and invariants
contributor intent if it is documented in PR text or design docs
Start by answering: what is this change *trying* to become?
2. Build a mental model of the system
Do not stop at file-by-file notes. Reconstruct the design:
what new runtime or contract exists
which layers changed: db, shared types, server, UI, CLI, docs
lifecycle: install, startup, execution, UI, failure, disablement
trust boundary: what code runs where, under what authority
For large contributions, include a tutorial-style section that teaches the
system from first principles.
3. Review like a maintainer
Findings come first. Order by severity.
Prioritize:
behavioral regressions
trust or security gaps
misleading abstractions
lifecycle and operational risks
coupling that will be hard to unwind
missing tests or unverifiable claims
Always cite concrete file references when possible.
4. Distinguish the objection type
Be explicit about whether a concern is:
product direction
architecture
implementation quality
rollout strategy
documentation honesty
Do not hide an architectural objection inside a scope objection.
5. Compare to external precedents when needed
If the contribution introduces a framework or platform concept, compare it to
similar open-source systems.
When comparing:
prefer official docs or source
focus on extension boundaries, context passing, trust model, and UI ownership
extract lessons, not just similarities
Good comparison questions:
Who owns lifecycle?
Who owns UI composition?
Is context explicit or ambient?
Are plugins trusted code or sandboxed code?
Are extension points named and typed?
6. Make the recommendation actionable
Do not stop at "merge" or "do not merge."
Choose one:
merge as-is
merge after specific redesign
salvage specific pieces
keep as design research
If rejecting or narrowing, say what should be kept.
Useful recommendation buckets:
keep the protocol/type model
redesign the UI boundary
narrow the initial surface area
defer third-party execution
ship a host-owned extension-point model first
7. Build the artifact
Suggested report structure:
Executive summary
What the PR actually adds
Tutorial: how the system works
Strengths
Main findings
Comparisons
Recommendation
For HTML reports:
use intentional typography and color
make navigation easy for long reports
favor strong section headings and small reference labels
avoid generic dashboard styling
Before building from scratch, read references/style-guide.md.
If a fast polished starter is helpful, begin from assets/html-report-starter.html
and replace the placeholder content with the actual report.
8. Verify before handoff
Check:
artifact path exists
findings still match the actual code
any requested forbidden strings are absent from generated output
if tests were not run, say so explicitly
Review Heuristics
Watch closely for:
docs claiming sandboxing while runtime executes trusted host processes
module-global state used to smuggle React context
hidden dependence on render order
plugins reaching into host internals instead of using explicit APIs
"capabilities" that are really policy labels on top of fully trusted code
Good signs
typed contracts shared across layers
explicit extension points
host-owned lifecycle
honest trust model
narrow first rollout with room to grow
Final Response
In chat, summarize:
where the report is
your overall call
the top one or two reasons
whether verification or tests were skipped
Keep the chat summary shorter than the report itself.