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git clone --filter=blob:none --no-checkout https://github.com/Ingar30/reviewer.git .hotskills/ingar30-reviewer && git -C .hotskills/ingar30-reviewer checkout --detach e6ae89dbab1aa642392d813caebcce197844edff
# Copy each selected skill directory from .hotskills/ingar30-reviewer into .agents/skills/<skill-name>/Heat
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Individual skills in this repository
- review-paper
plugins/economics-paper-reviewer/skills/review-paper
How it works
review-paper
When your agent uses it
Review an attached academic economics paper PDF with independent specialist audits and a complete evidence-grounded report, resume an interrupted paper review, or export a completed Reviewer report as PDF. Not for a summary, a rewrite, or proofreading alone.
What it loads into context
Frontmatter
53 tokensAlways available to the agent
SKILL.md
1,427 tokensWhen the skill is activated
Reference documents
4,876 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Start with the user experience
- Adapt the execution host, not the methodology
- Mode contract
- Evidence and completion boundaries
Scripts executed separately
runtime/scripts/build_editor_input.pyruntime/scripts/check_final_report.pyruntime/scripts/editor_decisions.pyruntime/scripts/evidence_registry.pyruntime/scripts/finding_verification.pyruntime/scripts/normalize_review_outputs.pyruntime/scripts/numerical_checks.pyruntime/scripts/pipeline_paths.pyruntime/scripts/prepare_work_environment.pyruntime/scripts/preprocess_pdf.pyruntime/scripts/render_prompts.pyruntime/scripts/render_report_pdf.pyruntime/scripts/review_acceptance.pyruntime/scripts/review_coverage.pyruntime/scripts/reviewer_config.pyruntime/scripts/reviewer_routing.pyruntime/scripts/strict_json.pyruntime/scripts/validate_review_json.pyruntime/scripts/work_plugin.py../../../../scripts/work_plugin.py
Files
SKILL.mdcore7,191 bytesSKILL.mdcore7,191 bytesSKILL.mdcore7,191 bytesSKILL.mdcore7,191 bytesagents/openai.yamlasset219 bytesreferences/orchestration.mddoc15,208 bytesruntime/LICENSE.mddoc1,073 bytesruntime/bundle_manifest.jsonasset5,708 bytesruntime/config/reviewers.jsonasset6,126 bytesruntime/prompts/templates/abstract_conclusion_consistency_audit.txtdoc1,520 bytesruntime/prompts/templates/claim_evidence_audit.txtdoc2,029 bytesruntime/prompts/templates/crossref_audit.txtdoc1,697 bytesruntime/prompts/templates/data_availability_replication_audit.txtdoc2,858 bytesruntime/prompts/templates/design_randomization_audit.txtdoc2,695 bytesruntime/prompts/templates/economic_magnitude_audit.txtdoc1,926 bytesruntime/prompts/templates/editor_report.txtdoc19,849 bytesruntime/prompts/templates/finding_verifier.txtdoc2,115 bytesruntime/prompts/templates/grammar_audit.txtdoc1,834 bytesruntime/prompts/templates/identification_audit.txtdoc1,767 bytesruntime/prompts/templates/institutional_context_audit.txtdoc2,460 bytesruntime/prompts/templates/limitations_external_validity_audit.txtdoc1,270 bytesruntime/prompts/templates/literature_audit.txtdoc3,478 bytesruntime/prompts/templates/model_equation_audit.txtdoc1,808 bytesruntime/prompts/templates/numerical_audit.txtdoc4,525 bytesruntime/prompts/templates/parser_quality_audit.txtdoc8,699 bytesruntime/prompts/templates/power_multiple_testing_audit.txtdoc2,170 bytesruntime/prompts/templates/reference_audit.txtdoc1,620 bytesruntime/prompts/templates/reviewer_contract.txtdoc10,465 bytesruntime/prompts/templates/reviewer_selection.txtdoc5,177 bytesruntime/prompts/templates/robustness_audit.txtdoc2,119 bytesruntime/prompts/templates/sample_construction_audit.txtdoc2,432 bytesruntime/prompts/templates/source_consistency_audit.txtdoc4,631 bytesruntime/prompts/templates/theory_logic_audit.txtdoc2,259 bytesruntime/requirements.txtdoc87 bytesruntime/reviewer-guidance/paper-reviewer.mddoc8,124 bytesruntime/schemas/editor_decisions.schema.jsonasset3,253 bytesruntime/schemas/finding_verification.schema.jsonasset3,287 bytesruntime/schemas/reviewer_output.schema.jsonasset13,529 bytesruntime/schemas/reviewer_selection.schema.jsonasset1,527 bytesruntime/scripts/build_editor_input.pyruns29,508 bytesruntime/scripts/check_final_report.pyruns11,055 bytesruntime/scripts/editor_decisions.pyruns11,188 bytesruntime/scripts/evidence_registry.pyruns11,305 bytesruntime/scripts/finding_verification.pyruns5,641 bytesruntime/scripts/normalize_review_outputs.pyruns25,420 bytesruntime/scripts/numerical_checks.pyruns10,736 bytesruntime/scripts/pipeline_paths.pyruns1,729 bytesruntime/scripts/prepare_work_environment.pyruns5,843 bytesruntime/scripts/preprocess_pdf.pyruns150,657 bytesruntime/scripts/render_prompts.pyruns4,789 bytesruntime/scripts/render_report_pdf.pyruns14,741 bytesruntime/scripts/review_acceptance.pyruns2,413 bytesruntime/scripts/review_coverage.pyruns6,182 bytesruntime/scripts/reviewer_config.pyruns5,965 bytesruntime/scripts/reviewer_routing.pyruns8,286 bytesruntime/scripts/strict_json.pyruns616 bytesruntime/scripts/validate_review_json.pyruns14,542 bytesruntime/scripts/work_plugin.pyruns52,286 bytes../../../../scripts/work_plugin.pyruns52,286 bytes
Read SKILL.md
# Review this paper
Deliver the complete report as a downloadable **PDF**, with a brief plain-language
summary. Preserve the editor's `report.md` as the authoritative source and an optional
download; the PDF is a deterministic presentation, not a rewritten review.
Use **native ChatGPT Work subagents** for parser preflight, the applicability
router, each selected reviewer, and the editor. This skill explicitly requests that
delegation. The parent orchestrates and validates; only the editor authors the report.
## Start with the user experience
For a **PDF-only export of an existing completed Reviewer report**, go directly to
[PDF-first delivery](references/orchestration.md#pdf-first-delivery). Do not start
new audits, spend agent allowance, or resume an incompatible older checkpoint justView the complete source on GitHubSkills included
- review-paper
Repository facts
- License
- MIT
- Created
- May 14, 2026
- Last pushed
- Oct 29, 2026
- Forks
- 47
- Open issues
- 2
- Project activity
- Active
Before you install
Local scriptsAutomated signals, not a guarantee
Checked Nov 6, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 3 notes
plugins/economics-paper-reviewer/skills/review-paper/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugins/economics-paper-reviewer/skills/review-paper/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugins/economics-paper-reviewer/skills/review-paper/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- No dangerous shell commands
- 3 network referencesin 1 file: review-paper/runtime/scripts/prepare_work_environment.py:74
- No hidden or obfuscated text
- No instruction overrides
- 20 executable scriptsin 20 files: review-paper/runtime/scripts/build_editor_input.py:1 review-paper/runtime/scripts/check_final_report.py:1 review-paper/runtime/scripts/editor_decisions.py:1 and 17 more
- No access to secrets
- No requests to vote in Hot
Show all 23 signals by file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/build_editor_input.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/check_final_report.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/editor_decisions.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/evidence_registry.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/finding_verification.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/normalize_review_outputs.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/numerical_checks.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/pipeline_paths.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/prepare_work_environment.py
- Executable scriptline 1
Executable file - Network accessline 74
python = destination / ("Scripts/python.exe" if sys.platform == "win32" else "bin/python") setup_command([str(python), "-I", "-m", "pip", "--isolated", "--disable-pip-version-check", "--no-input", "install", "--index- - Network accessline 75
setup_command([str(python), "-I", "-m", "pip", "--isolated", "--disable-pip-version-check", "--no-input", "install", "--index-url", "https://pypi.org/simple", "--only-binary=:all:", "--no-cache-dir", "- - Network accessline 76
"--no-input", "install", "--index-url", "https://pypi.org/simple",
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/preprocess_pdf.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/render_prompts.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/render_report_pdf.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/review_acceptance.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/review_coverage.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/reviewer_config.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/reviewer_routing.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/strict_json.py
- Executable scriptline 1
Executable file
plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/validate_review_json.py
- Executable scriptline 1
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plugins/economics-paper-reviewer/skills/review-paper/runtime/scripts/work_plugin.py
- Executable scriptline 1
Executable file
scripts/work_plugin.py
- Executable scriptline 1
Executable file
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Declared and executed: 1 fact
- Contacts pypi.org, which SKILL.md, the README and the plugin manifest do not mentionreview-paper/runtime/scripts/prepare_work_environment.py:76High confidence
Signal confidence: 23 facts
- Executable script in code of a file that runsreview-paper/runtime/scripts/build_editor_input.py:1High confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/check_final_report.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/editor_decisions.py:1Low confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/evidence_registry.py:1Low confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/finding_verification.py:1Low confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/normalize_review_outputs.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/numerical_checks.py:1Low confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/pipeline_paths.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/prepare_work_environment.py:1Low confidence
- Network access in code of a file that runsreview-paper/runtime/scripts/prepare_work_environment.py:74High confidence
- Network access in code of a file that runsreview-paper/runtime/scripts/prepare_work_environment.py:75High confidence
- Network access in code of a file that runsreview-paper/runtime/scripts/prepare_work_environment.py:76High confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/preprocess_pdf.py:1High confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/render_prompts.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/render_report_pdf.py:1Low confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/review_acceptance.py:1Low confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/review_coverage.py:1Low confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/reviewer_config.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/reviewer_routing.py:1Low confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/strict_json.py:1Low confidence
- Executable script in code of a file that runsreview-paper/runtime/scripts/validate_review_json.py:1High confidence
- Executable script in prose of a file that runsreview-paper/runtime/scripts/work_plugin.py:1Low confidence
- Executable script in prose of a file that runsscripts/work_plugin.py:1Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md plugins/economics-paper-reviewer/skills/review-paper/SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Native | Manifest AGENTS.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md plugins/economics-paper-reviewer/skills/review-paper/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md plugins/economics-paper-reviewer/skills/review-paper/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md plugins/economics-paper-reviewer/skills/review-paper/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md plugins/economics-paper-reviewer/skills/review-paper/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.