novelty-competitive-audit — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited novelty-competitive-audit (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Eureka's internal rigor gates (claims-audit, research-reviewer, figure-design) verify that the manuscript is internally consistent — every number traces, every figure is reproducible, every statistical claim is sound. They do NOT verify external competitiveness — whether the field already knows this, whether someone preempted the work in the 6-12 months between design approval and submission, or whether the claimed contribution altitude is still defensible against recent literature.
This skill is the external competitiveness gate, fired before submission.
Core premise: editors' first desk-reject filter is "does this advance the field?" A manuscript with 96/100 PASS on internal rigor will still desk-reject if a preempt paper appeared during manuscript preparation. This skill catches that failure mode before submission.
NO SUBMISSION WITHOUT EXTERNAL NOVELTY VERIFICATION.
INTERNAL 96/100 PASS ≠ FIELD-LEVEL COMPETITIVENESS.
RIGOR IS NECESSARY. IT IS NOT SUFFICIENT.Internal rigor can be perfect and the paper can still desk-reject on the editor's first read — because the field moved. This skill is not optional.
Use this skill when:
section-reviewer, Abstract written last per manuscript-writing rules)submission-readiness — this skill is the 5th prerequisite of that skill's Step 1 gatenarrative-guide.md section "Venue-specific altitude tuning")Do NOT use when:
research-brainstorming Step 3 literature gap handles pre-data novelty. This skill is the submission-time complement, covering the 6-12 months of field drift since design approvalresearch-brainstorming Step 3 — the two are complementary, not interchangeableYou MUST create a task for each of these and complete them in order:
docs/references/novelty-audit-guide.md section "Search strategy by field")docs/eureka/novelty-audit/YYYY-MM-DD-search-log.md)narrative-guide.md section "Contribution altitude — 4 tiers") still defensible?<HARD-GATE> The verdict is not negotiable. Submission cannot proceed until PASS. </HARD-GATE>
| Verdict | Condition | Action |
|---|---|---|
| PASS | No high-overlap candidates in the time window, OR every high-overlap candidate has a substantive differentiation AND the claimed altitude is defensible | Proceed to submission-readiness |
| CONCERN | ≥1 high-overlap candidate, differentiation defensible but the altitude needs narrowing, OR preempt requires pre-emptive citation and discussion added to the manuscript | Narrow the claim OR add preempt citations + discussion; re-fire manuscript-writing Step 3 (narrative-arc lock); re-run this audit to confirm |
| BLOCK | ≥1 high-overlap candidate claiming the same finding with same-tier evidence, differentiation fails | Action menu: (a) narrow to sub-question still novel, (b) change venue to one where the current claim is still original, (c) expand evidence (additional dataset, sensitivity analysis, mechanism), (d) abandon (archive per submission-readiness Option 4 — negative evidence is still evidence) |
Read the Abstract, final paragraph of the Results section, and the opening paragraph of the Discussion. Extract 3-5 declarative sentences that state what the paper claims as contribution. These should map 1:1 to the contributions enumerated in the Introduction (see section-reviewer-prompt.md Intro-Discussion symmetry rule).
Choose search parameters in advance (not post-hoc — this is the novelty-audit analog of pre-registration).
novelty-audit-guide.md section "Search strategy by field")Agent/user executes search. This skill does not automate search (structured review pattern, not automated scraping — deliberate design choice to ensure domain judgment stays with the user/agent).
Record: what was searched, when, in what database, with what terms, how many hits, and the top 5-15 candidates for evaluation. This log is the object the reviewer subagent audits.
For each candidate: (title, authors, year, venue, one-sentence claim). Don't filter before recording — the reviewer subagent needs to see what was considered, including the ones you rejected fast.
For each candidate, fill the 4-dimensional rubric:
| Dimension | High | Partial | Low |
|---|---|---|---|
| Primary claim | Same effect/conclusion claimed | Related variable or narrower/broader claim | Different question entirely |
| Method | Same approach (algorithm/study design) | Related but meaningfully different | Orthogonal |
| Data / population | Same dataset/cohort | Similar but different sample | Different |
| Date | Published / preprinted after your registration | Around registration time | Before registration |
Any candidate with 3+ "high" is flagged high-overlap.
For each high-overlap candidate, write:
They used [method A] on [dataset D1] and reported [result R1]. We used [method B] on [dataset D2], which resolves [limitation L] and enables [new finding F] not accessible to their approach.
Hand-waved differentiations ("ours is different because we focus on X" without explaining how) are disallowed. See novelty-audit-guide.md for bad/good templates.
Re-read the manuscript's contribution altitude claim (reflects the decision made at manuscript-writing Step 3 narrative-arc lock). Is it still defensible given what now exists in the field?
Use the HARD-GATE table above. Document the reasoning in the audit report.
Fill {AUDIT_REPORT_PATH}, {MANUSCRIPT_PATH}, {RESULTS_DIR}, {TARGET_VENUE}, {SEARCH_LOG_PATH} placeholders in skills/novelty-competitive-audit/novelty-audit-reviewer-prompt.md. Dispatch via Task tool (general-purpose subagent).
The reviewer returns severity-tiered output: Advisory (does not block), Should-fix (address before submission), Must-fix (blocks verdict). In red-team mode the reviewer independently hunts for 2-3 preempts the author may have missed.
| Excuse | Reality |
|---|---|
| "Ours is different because we focus on X" | Not a differentiation — a restatement of scope. State how the approach, data, or findings are substantively different |
| "The preempt is only a preprint, doesn't count" | Preprints count for novelty assessment. Editors and reviewers read them. Excluding preprints silently is biased search |
| "They used a smaller sample / different species / different cohort" | Sample-size-only differentiation is weak. State what the difference enables scientifically, not just that it exists |
| "The field is too fast-moving to keep up" | This is exactly when a novelty audit matters most. Fast-moving fields have the highest preempt rate |
| "We ran the experiment before they published" | Publication priority matters for the record, not for editorial novelty. If they published first, the editor reads their work as the field's baseline |
| "Our contribution is the combination of X, Y, Z" | Combination novelty is valid but needs a specific case. State why the combination enables a finding none of X, Y, Z alone could reach |
| "We have more citations" | Citation count is not a novelty argument. Cite specifically: what does your contribution add that existing citations don't? |
| "Our internal scores are all 95+" | Internal scores don't check external preemption. That's exactly why this skill exists |
| Concern | Owned by |
|---|---|
| Pre-data literature gap, design-time | research-brainstorming Step 3 |
| Internal number traceability | claims-audit |
| Internal 7-dimension rigor scoring | research-reviewer agent |
| Figure integrity (script-generated) | claims-audit + figure-design |
| Figure design and reporting | figure-design + multi-gate |
| Narrative framing / contribution altitude | manuscript-writing Step 3 + narrative-guide.md |
| External novelty at submission time | this skill |
| Pre-submission fresh verification | verification-before-publication |
| 4-option submission decision | submission-readiness |
Each owns a distinct concern. No overlap. A manuscript must pass all that apply.
eureka:using-eureka when pre-submission intent detected; or explicit user requestsection-reviewer for all sectionsnovelty-audit-reviewer subagent (per audit, after the inline verdict)submission-readiness Step 1 prerequisites — this is the 5th gate alongside verification-before-publication, research-reviewer ≥95/100, claims-audit, venue-framing checkresearch-brainstorming Step 3 (same concern, earlier phase)manuscript-writing Step 3 narrative-arc lock, if verdict is CONCERN or BLOCK and the manuscript's altitude needs adjustmentdocs/references/novelty-audit-guide.md — search strategies, preemption rubric, differentiation templates, verdict decision tree, worked examples, anti-patternsresearch-journal (log the audit verdict and action decisions for cross-session continuity)RIGID — The discipline (must run pre-submission, verdict is non-negotiable, structured rubric, reviewer subagent dispatch) does not flex. Search strategy and candidate evaluation are FLEXIBLE by field — a medical paper's databases differ from a CS paper's databases; see novelty-audit-guide.md for field-specific guidance.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.