{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "bootloops-ai-bootloops--audit-prose-with-skills",
 "repo": "BootLoops-ai/bootloops",
 "repo_url": "https://github.com/BootLoops-ai/bootloops",
 "repo_slug": "bootloops-ai-bootloops",
 "title": "Audit a draft's prose and bibliography with the skills",
 "page_title": "How to audit a draft's prose and bibliography with the skills with Bootloops",
 "summary": "Install the skills repository so an agent can check claims, quoted numbers, and bibliography entries.",
 "who": "A researcher preparing a paper, report, or result page who needs every quoted number traced and every citation verified before release.",
 "problem": "Unsupported claims, filler, and untraceable numbers slip into drafts. Manual checking is slow and easy to skip.",
 "outcome": "An agent-run review of your draft that flags unsupported claims, untraceable numbers, and bibliography problems, using the skills protocols.",
 "steps": [
  "Clone the skills repository beside Bootloops: `git clone https://github.com/BootLoops-ai/skills ../skills` (inferred, check the README)",
  "Install the skills into your agent using the routes described in the skills repository",
  "Point your agent at the prose-editing skill and the bibliography-verification skill",
  "Provide the draft and ask the agent to list each quoted number with its source",
  "Check each flagged item yourself before accepting or removing it"
 ],
 "agent_prompt": "Using the BootLoops skills repository at ../skills, apply the prose-editing and bibliography-verification skills to my draft <path to draft>. Report each unsupported claim, each quoted number that cannot be traced to a source, and each bibliography entry that fails verification. Verify that you did not add any claim that is absent from the draft.",
 "agents": [
  "claude-code",
  "codex",
  "cursor"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The skills define the protocols, but they do not check facts on their own, so every flagged item still needs a human check against the original source.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Git to clone the repository",
  "Python 3.12",
  "Python packages mpmath, sympy, numpy, python-flint, and pytest",
  "Julia only for packages that ship Julia components",
  "An LLM agent such as Claude Code, Codex, or Cursor, or any agent you prefer"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/",
 "md": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/bootloops-ai-bootloops--audit-prose-with-skills.json",
 "api_version": "v1"
}