Scan reports · Imbad0202/academic-research-skills
academic-pipeline: scan report
Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper,… An automated scan of this public skill from Imbad0202/academic-research-skills: security, token cost, spec and clarity, with every finding and its fix.
Result
Verdict
25/100 · grade F
Imbad0202/academic-research-skills/academic-pipeline at cfd081d
Spec 0 · Efficiency 0 · Clarity 25 · Security 0 (each out of 25)
Always loaded 201 tokens · on trigger 14,461 · on demand 145,244
eff/body-tokenswarn · SKILL.md~14461 tokens load every time this triggers. Aim for under 5,000; split into reference files read on demand.sec/hidden-commentwarn · SKILL.mdHTML comment carries instructions the user won't see rendered.sec/hidden-commentwarn · agents/claim_ref_alignment_audit_agent.mdHTML comment carries instructions the user won't see rendered.sec/hidden-commentwarn · agents/integrity_verification_agent.mdHTML comment carries instructions the user won't see rendered.sec/hidden-commentwarn · agents/pipeline_orchestrator_agent.mdHTML comment carries instructions the user won't see rendered.sec/hidden-commentwarn · references/literature_corpus_consumers.mdHTML comment carries instructions the user won't see rendered.eff/body-lineswarn · SKILL.mdSKILL.md body is 763 lines; keep it under 500 and move detail into reference files.eff/description-triggerwarn · SKILL.mddescription doesn't say *when* to use the skill ("Use when …"). Agents decide from this line alone.spec/broken-refwarn · SKILL.md:21References .claude/CLAUDE.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:21References shared/references/routing_core.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:33References shared/references/intent_clarification_protocol.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:46References scripts/run_codex_audit.sh, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:46References shared/cross_model_verification.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:46References ../shared/cross_model_verification.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:413References shared/compliance_checkpoint_protocol.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:420References shared/compliance_checkpoint_protocol.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:461References references/two_stage_review_protocol.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:592References shared/collaboration_depth_rubric.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:690References templates/pipeline_status_template.md, which isn't in the skill folder.eff/orphan-fileinfo · examples/integrity_failure_recovery.mdexamples/integrity_failure_recovery.md is never mentioned in SKILL.md, so the agent won't know to read it.eff/orphan-fileinfo · references/adapters/overview.mdreferences/adapters/overview.md is never mentioned in SKILL.md, so the agent won't know to read it.eff/orphan-fileinfo · references/literature_corpus_consumers.mdreferences/literature_corpus_consumers.md is never mentioned in SKILL.md, so the agent won't know to read it.eff/nested-refsinfo · references/adapters/overview.mdreferences/adapters/overview.md is nested deeply; keep references one level below SKILL.md.
Where it comes from
Source
| Fact | Value |
|---|---|
| Repository | Imbad0202/academic-research-skills |
| Skill folder | academic-pipeline |
| Stars | 52,898 |
| License | None stated |
| Commit scanned | cfd081d |
| Scanned | 2026-10-19 |
| Files | 25 |
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[](https://proskills.dev/reports/imbad0202-academic-pipeline)
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FAQ
Questions
- Is academic-pipeline safe to install?
- No critical findings, some security notes. The scan covers prompt injection, hidden Unicode, remote code execution and credential access in every text file of the skill. It cannot judge intent, so read any flagged line in context before installing.
- How was this score calculated?
- Four checks of 25 points each: spec, efficiency, clarity and security. Findings take points off the check they belong to, and any critical finding caps the grade at F. The same scanner runs in your browser at proskills.dev/scan.
- Is this report current?
- It was made from commit cfd081d on 2026-10-19. If the skill has changed since, paste the new version into the scanner for a fresh score.
- I wrote this skill. Can I fix the score or have the page removed?
- Fix the findings and push. The reports are rebuilt from GitHub on a schedule, so the next run picks the change up. To have the page removed, open an issue on the ProSkills GitHub repo.
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