Paperclip is a Node.js server and React application for coordinating AI agents as a business team, with goals, organizational roles, budgets, governance, and work tracking in one interface. It is used by people managing multiple agents or autonomous agent organizations across tools such as OpenClaw, Claude Code, Codex, and Cursor. The catalogue includes skills, agents, an MCP add-on, and an instruction for working with Paperclip.
Borrowing it
Nothing to install: this file belongs to paperclipai/paperclip. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/paperclipai/paperclip/master/.agents/skills/prcheckloop/SKILL.mdgit clone --depth 1 https://github.com/paperclipai/paperclipWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/paperclipai/paperclip/prcheckloop)<a href="https://agentmods.dev/skills/paperclipai/paperclip/prcheckloop"><img src="https://agentmods.dev/badge/skills/paperclipai/paperclip/prcheckloop/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/paperclipai/paperclip/prcheckloop"><img src="https://agentmods.dev/badge/skills/paperclipai/paperclip/prcheckloop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Snyk pass
- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00044 | $0.01437 |
| Opus 5.5 | $0.00018 | $0.00575 |
| Sonnet 5.5 | $0.00009 | $0.00287 |
| Haiku 4.5 | $0.00004 | $0.00144 |
Grade A, and why
prcheckloop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 207 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PRCheckloop
Get a GitHub PR to a fully green check state, or exit with a concrete blocker.
Scope
- GitHub PRs only. If the repo is GitLab, stop and use
check-pr. - Focus on checks for the latest PR head SHA, not old commits.
- Focus on CI/status checks, not review comments or PR template cleanup.
- If the user also wants review-comment cleanup, pair this with
check-pr.
Inputs
- PR number (optional): If not provided, detect the PR for the current branch.
- Max iterations: default
5.
Workflow
1. Identify the PR
If no PR number is provided, detect it from the current branch:
gh pr view --json number,headRefName,headRefOid,url,isDraft
If needed, switch to the PR branch before making changes.
Stop early if:
ghis not authenticated- there is no PR for the branch
- the repo is not hosted on GitHub
2. Track the latest head SHA
Always work against the current PR head SHA:
PR_JSON=$(gh pr view "$PR_NUMBER" --json number,headRefName,headRefOid,url)
HEAD_SHA=$(echo "$PR_JSON" | jq -r .headRefOid)
PR_URL=$(echo "$PR_JSON" | jq -r .url)
Ignore failing checks from older SHAs. After every push, refresh HEAD_SHA and
restart the inspection loop.
3. Inventory checks for that SHA
Fetch both GitHub check runs and legacy commit status contexts:
gh api "repos/{owner}/{repo}/commits/$HEAD_SHA/check-runs?per_page=100"
gh api "repos/{owner}/{repo}/commits/$HEAD_SHA/status"
For a compact PR-level view, this GraphQL payload is useful:
gh api graphql -f query='
query($owner:String!, $repo:String!, $pr:Int!) {
repository(owner:$owner, name:$repo) {
pullRequest(number:$pr) {
headRefOid
url
statusCheckRollup {
contexts(first:100) {
nodes {
__typename
... on CheckRun { name status conclusion detailsUrl workflowName }
... on StatusContext { context state targetUrl description }
}
}
}
}
}
}' -F owner=OWNER -F repo=REPO -F pr="$PR_NUMBER"
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 207 lines · 44 tokens per session scan A ea5c63f5f8a8
prcheckloop is a skill published in the GitHub repository paperclipai/paperclip (107,044 stars, last pushed today), licensed MIT. It adds 44 tokens to every session and 1,437 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
agent-sync-coordinator
Agent skill for sync-coordinator - invoke with $agent-sync-coordinator.
agentic-jujutsu
Quantum-resistant, self-learning version control for AI agents with ReasoningBank intelligence and multi-agent coordination.
agent-release-manager
Agent skill for release-manager - invoke with $agent-release-manager.
agent-release-swarm
Agent skill for release-swarm - invoke with $agent-release-swarm.
agent-repo-architect
Agent skill for repo-architect - invoke with $agent-repo-architect.
agent-swarm-pr
Agent skill for swarm-pr - invoke with $agent-swarm-pr.