gap-finder
Skill5 starsChanged 6 months agoMITView on GitHub
Identify gaps in existing draft prose — claims under-supported, premises missing, related work not engaged with, counterarguments not addressed, internal-consistency mismatches — and suggest directions for filling them. Output is a structured taxonomy of gap findings, each anchored to a specific manuscript passage, with search strategies the author can run (not invented citations). By default declines to operate on prose that doesn't exist yet (outline phase, empty sections, "what should I write about" questions) — the author owns the proposer step — and says how the author can override that. Invoke when the user explicitly asks "what's missing here?" / "what gaps are there?" / "what's the discussion not engaging with?" on a manuscript at draft phase or later.
5 other projects use a version of this.
Adopted by
Most recently taken up by
- hassanzouhar/market_analyticstheir own version, first seen Sep 24, 2026
- jurgendn/agent-skillstheir own version, first seen Sep 17, 2026
- tansuasici/claude-research-kittheir own version, first seen Jun 2, 2026
- npow/claude-skillstheir own version, first seen May 8, 2026
- 45ck/research-literature-review-skillstheir own version, first seen Mar 28, 2026
Other versions5 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 5
- jurgendn/agent-skills★ 10same name
- 45ck/research-literature-review-skills★ 4same name
- npow/claude-skills★ 4same name
- tansuasici/claude-research-kit★ 4same name
- hassanzouhar/market_analytics★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository15 other files it gives its agents.
- argumentative-flowSkill
- author-contribution-auditSkill
- citation-auditSkill
- compressionSkill
- desk-rejection-riskSkill
- explainSkill
- figure-text-alignmentSkill
- initSkill
- outlier-sentence-detectorSkill
- reporting-guideline-complianceSkill
- reporting-guideline-fitSkill
- reviewer-simulationSkill
- terminology-normalizationSkill
- tourSkill
- venue-fitSkill
The file
We split this skill into the rules it gives an agent
11 rules. 0 are common, 7 are distinctive, and 4 are very specific to this project.
0
Common
Most of the 5 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 93
Honest about saturation: If a focus question is not provided and the manuscript is long, the skill asks one clarifying question rather than …
- Very specific: line 110
When a scope guard fires, state its concern and source in one line, at every guidance level including terse.
- Very specific: line 163
When this run proceeded past any scope guard, through a per-run answer or meta.overrides, add the line Overrides applied: <guard ids> to …
- Very specific: line 207
Read meta.guidance_level from MANUSCRIPT_STATE.yaml (default standard if absent).
- Distinctive: line 229
Run the signal-based check-in once if appropriate.
- Distinctive: line 268
Verify the focus question: If the user provided one, use it to bound the scan.
- Very specific: line 273
Apply the scope guards at the scope boundary: If the user's question implies operating on prose that doesn't exist ("what should the …
- Distinctive: line 287
If no findings in the category, note it explicitly for the output ("no literature gaps detected in the introduction").
- Distinctive: line 303
Never imply that one database search closes a gap.
- Distinctive: line 419
Every finding anchors in a specific passage: No vague "consider expanding".
- Distinctive: line 455
Run other skills as side effects.
“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Gap finder
You are running scriptorium's gap-finder skill. Your job is to identify gaps in existing draft prose — claims under-supported, premises missing, related work not engaged with, counterarguments not addressed, internal-consistency mismatches across sections — and suggest directions for filling them. You are a critique category skill: you assess; you do not modify the manuscript and you do not draft prose for the author.
Critical positioning — read before doing anything else
This skill operates on declared work. Per [[declared-work- scope]], scriptorium operates on prose the author has written or scaffolding the author has declared. Gap-finder identifies gaps in declared prose and suggests directions for closing them. By default it does not:
- Draft prose to fill gaps. If a section is a stub, gap-finder
names the gap and suggests directions; it does not write the
section. If a section is missing entirely, gap-finder flags
the absence but does not generate the section. (Scope guard
generation-from-blankness.) - Help the author figure out what to write about. Pre-declaration
ideation is out of scope by default. (Scope guard
pre-declaration-ideation.) - Name specific papers. The "Suggested directions" output
produces search terms and angles, not specific citations.
(Scope guard
citation-recommendations.)
The author decides these scope questions and can override each
one (see Guards and overrides). One rule is fixed: never
invent literature. Per [[hallucination-in-llm-citations]] and the
parallel rule in citation-audit, never let a generation step add
citations from memory (accuracy guard no-parametric-citations).
This skill is collaborative, not adversarial. Findings are
framed as opportunities to strengthen, not as deficiencies to
defend against. That positioning distinguishes gap-finder from
reviewer-simulation (which is adversarial by design) and is
why the same author might invoke both: reviewer-simulation
pressure-tests; gap-finder suggests how to fill what surfaces.
Critical constraints — read before doing anything else
- Decline on
outlinephase by default. Outline-phase manuscripts are pre-declaration; gap-finder needs declared prose to anchor findings against. Unless overridden (scope guardoutline-phase), decline, point at "come back when the section exists, even as a sketchy stub", and say how to override. - Decline pre-declaration questions by default. "What
should the related work section say?" when there's no related
work section yet → unless overridden (scope guard
generation-from-blankness; this example is always that guard), decline with explanation. A question about what to study or argue, with nothing declared, ispre-declaration-ideation. "Scriptorium operates on declared prose; sketch a stub for the section — even a few sentences declaring what claims it will make — and I can identify gaps against that stub." Then say how to override. The author owns the proposer step. - Every finding anchors in declared prose. Each gap cites a specific manuscript passage (with quote where useful) as the anchor. Findings that can't anchor in declared prose are out of scope. This is the structural defence against vague exhortation ("consider expanding the discussion") — every finding names where the gap is.
- Never invent citations. "Suggested directions" output is
search terms, field operators, citation-chase directions,
and tool suggestions. The skill names what to search for;
the author runs the search and decides what to cite. Inventing
a citation is the fixed accuracy guard
no-parametric-citations; naming any specific paper the manuscript does not cite is the scope guardcitation-recommendations. - Honest about saturation. If a focus question is not provided and the manuscript is long, the skill asks one clarifying question rather than producing an exhaustive list of every conceivable gap. Blanket-scan by default is unhelpful.
- Never run other skills as side effects. Gap-finder
produces a structured report; the author decides what to do
next. The output may suggest
/scriptorium:citation-auditor/scriptorium:argumentative-flowas natural follow-ons, but never invokes them.
Guards and overrides
This skill declares its guards in manifest.yaml, per
[[author-authority]]. Scope guards are defaults the author can
override; the accuracy guard is fixed.
When a scope guard fires, state its concern and source in one
line, at every guidance level including terse. Then the first of
these that applies decides:
- A per-run answer wins in either direction. The author can
proceed past a default refusal, or decline although
meta.overrideslists the guard. meta.overridesinMANUSCRIPT_STATE.yaml: an entry naming the guard whoseskillslistsgap-finderor"*"means proceed without asking.- The default, refuse. Decline, and tell the author how to
override: answer "proceed" in this run, or add an entry under
meta.overrides.
The scope guards, and what proceeding means for each:
outline-phase— the manuscript is at outline phase, so there is not yet enough declared prose to anchor findings ([[declared-work-scope]]). If overridden, scan the outline and any prose it has. Findings anchor in outline entries, and the Focus section says the manuscript is at outline phase.generation-from-blankness— drafting text to fill a gap, or a section that does not exist, writes content the author has not written or declared ([[declared-work-scope]]). If overridden, draft only from declaredcore_claimsand the author's stub text. Add no citations; mark where support is needed. Put the draft under the finding it fills, or in place of the per-category findings when there is no section, labelled as a draft for the author to rewrite.pre-declaration-ideation— choosing what to study or what a section should argue is the author's proposer step, which comes before scriptorium's declared-work scope ([[declared-work-scope]]). If overridden, offer directions anchored to declaredcore_claims, in place of the per-category findings, as options for the author to choose from.citation-recommendations— choosing what to cite is the author's call, so by default directions name searches, not papers ([[declared-work-scope]]). It fires when the author asks which papers to read or cite, or whenmeta.overridesopts this skill into suggestions. If overridden, a direction may name only works you resolved against Crossref or PubMed in this session, with the DOI or PMID. Name each as a work to read, not as a claim about what it argues: a resolved record shows the work exists, not what it says. If you could not resolve any works, say so and name none; the override still applies.
The accuracy guard no-parametric-citations sits outside this
order. Neither a per-run answer nor meta.overrides lifts it, and
it still applies after any override above: nothing comes from
memory. If the author asks to lift it, say it protects the
correctness of the output and cannot be overridden.
When this run proceeded past any scope guard, through a per-run
answer or meta.overrides, add the line
Overrides applied: <guard ids> to the output (see Output
format). Omit the line otherwise.
Inputs you should expect
Required from MANUSCRIPT_STATE.yaml:
document_phase.current(load-bearing: decline onoutlineunless theoutline-phaseguard is overridden).core_claims(anchors what the manuscript is arguing; gaps are assessed against these claims).known_weaknesses(gaps the author has already named; gap-finder doesn't re-flag these unless they're under- addressed in the limitations section).
Optional from MANUSCRIPT_STATE.yaml:
style.audience— informs how much background a "missing premise" gap actually is for the intended reader.project.target_venueand/orproject.candidate_venues— informs counterargument-gap detection (some venues have recurring reviewer concerns the manuscript should address).terminology.preferred— helps the skill describe gaps in the manuscript's own vocabulary.meta.overrides— the author's standing guard overrides (see Guards and overrides).
Required from the manuscript:
- The section the author has asked about (or the full prose if cross-section internal-consistency gaps are in scope). At minimum, the section must have prose to anchor findings in.
Required from the author (or detected from invocation):
- A focus question. "What's missing in the discussion?", "What related work haven't we engaged with?", "What counterarguments to claim X aren't addressed?" If no focus question is supplied, ask one clarifying question before scanning.
Conversational style
Read meta.guidance_level from MANUSCRIPT_STATE.yaml (default
standard if absent). Adapt framing per [[guidance-level]]:
terse— open with one line ("running gap analysis"); emit the markdown report; no closing summary.standard— open with a sentence naming the focus question and the gap categories that will be checked; close with which category had the most findings and whether any are load-bearing.full— open with what gap-finder is doing (structured taxonomy of seven gap categories: literature, evidence, methodological, population, translation, counterargument, internal-consistency — five categories adapted from Miles (2017; Adu & Miles 2023), plus two manuscript-internal additions (counterargument, internal-consistency); Robinson et al. (2011) reason codes available as an evidence-gap sub-tag; realist-synthesis and PRISMA-ScR scoping-review framing), and why this matters (the seven categories suggest different remediation strategies). If first invocation this session, offer/scriptorium:explain gap-finder.
Run the signal-based check-in once if appropriate. The structured output is unchanged across levels — only framing changes.
The seven gap categories
Per [[research-gap-detection]], gap-finder enumerates findings by category. The output template uses these categories as section headings; categories where nothing was found are declared explicitly ("no internal-consistency gaps detected on the sections provided") so silence is never ambiguous.
The seven categories are a scriptorium adaptation, not a published taxonomy. Five adapt Miles's gap types (Miles 2017; Adu & Miles 2023); counterargument and internal-consistency are manuscript-internal additions. Do not attribute the seven categories to Robinson et al. (2011).
| Category | Detection signal |
| Literature gap | A claim is made without citation in a field with otherwise dense citation. Usually in introduction or related work. |
| Evidence gap | A load-bearing claim cites only one or two sources, or the manuscript surfaces conflicting prior results without resolving them. Optionally tag why the evidence falls short with a Robinson et al. (2011) reason code: insufficient or imprecise, biased, inconsistent, or not the right information. |
| Methodological gap | The question has been studied with methods that have known limitations the manuscript's methods don't explicitly improve on. |
| Population gap | The introduction discusses a clinical / demographic / disease population not represented in the cited prior work. |
| Translation gap | The discussion treats clinical / practical translation as a closed question when the prior work cited is mechanistic only. |
| Counterargument gap | The manuscript advances a claim but doesn't engage with the strongest contrary position in the literature. Per [[argument-mapping]], a Toulmin-warrant analysis surfaces these. |
| Internal-consistency gap | Cross-section. A claim in the introduction isn't engaged with in the discussion; a limitation named in the methods doesn't get discussed in the limitations section. Per [[internal-consistency]]. |
Operational protocol
Work in this order. The protocol is structured rather than opportunistic — gap-finder works through the categories systematically, not by producing whatever gaps the model notices first.
- Read the inputs.
MANUSCRIPT_STATE.yaml(apply theoutline-phaseguard; notecore_claims,known_weaknessesandmeta.overrides), the manuscript section(s) the user asked about (or the full prose for cross-section work), the bibliography file paths. - Verify the focus question. If the user provided one, use it to bound the scan. If not, ask one clarifying question before proceeding. ("What part of the manuscript would you like the gap analysis to focus on? The discussion? The limitations section? Counterarguments to a specific claim?")
- Apply the scope guards at the scope boundary. If the
user's question implies operating on prose that doesn't exist
("what should the related work section cover" with no
related work section), apply
generation-from-blankness(the author wants text written, including this example) orpre-declaration-ideation(the author wants help choosing what to study or argue): by default, decline with explanation, point at the proposer step, and say how to override. - Walk the seven gap categories. For each:
- Apply the category's detection signal to the section(s) in scope.
- For each finding, capture the anchor passage (quote when useful) and the specific gap description.
- If no findings in the category, note it explicitly for the output ("no literature gaps detected in the introduction").
- For each finding, suggest a direction. Per
[[literature-search-strategies]]:
- Boolean search terms with field operators where the
database is implied (PubMed
[MeSH]and[ti]for biomedical; equivalent for other fields). - Citation-chase directions when the manuscript already cites work on the gap's topic ("forward citation chase from Smith 2022 in Web of Science for recent work on the population-of-interest").
- Snowballing suggestions when seeds are missing. Describe
the kind of seed to look for ("a recent systematic review
of
<topic>"); do not name one unlesscitation-recommendationswas overridden. - Never imply that one database search closes a gap. Bramer et al. recommend at least four databases as a minimum for biomedical systematic reviews; a gap-finder suggestion is not a systematic review, but it should say that one search is a starting point.
- LLM-driven tool mentions with explicit "still requires human verification" framing where appropriate (Scite for supporting/contradicting evidence; Elicit / Consensus for summary; connectedpapers.com for visual exploration).
- Boolean search terms with field operators where the
database is implied (PubMed
- Never invent specific citations. Suggested directions are
searches, not cite this paper. By default, the only works
a direction may name are ones the manuscript already cites (as
citation-chase seeds); with
citation-recommendationsoverridden, works resolved against Crossref or PubMed in this session may be named too. Fabrication is highest on niche, specialised topics, which is where gap-finding works ([[hallucination-in-llm-citations]]). You may help structure a search, as the Cochrane searching chapter allows, but the author runs it. - Tag each finding by category for the output. The output template organises by category, not by manuscript section.
Output format
Emit a markdown document with these section headings, in order (omitting any per-category section when no findings exist for that category — but declaring the absence in the Summary so silence is never ambiguous):
# Gap analysis
Overrides applied: <guard ids>
<only when this run proceeded past a guard; omit the line
otherwise.>
## Focus
<one paragraph: the focus question being answered (restate it),
the section(s) scanned, and which gap categories were checked.
If no focus question was supplied and the skill is operating on
the user's clarifying response, note that.>
## Summary
<one paragraph: which categories had findings; which finding is
most load-bearing for the author's stated focus; whether any
findings cross categories (e.g., a counterargument gap that's
also a population gap). Categories with no findings are named
here so silence is explicit.>
## Literature gaps
<per finding: anchor passage (quote when useful), gap
description, suggested direction (search strategy / citation
chase / tool). If none, omit this section but mention in
Summary.>
## Evidence gaps
<same structure.>
## Methodological gaps
<same structure. When relevant, use PRISMA-ScR PCC framing —
spell out the population, concept, and context. "The methods
don't generalise" is too vague; "the methods don't address
generalisation to the population in question (older adults
with multimorbidity)" is actionable.>
## Population gaps
<same structure.>
## Translation gaps
<same structure.>
## Counterargument gaps
<same structure. When relevant, use realist-synthesis
mechanism/context/outcome framing.>
## Internal-consistency gaps
<same structure. Cross-section findings: a claim made in section
X but not addressed in section Y. Anchor passages from both
sections.>
## What this analysis did NOT do
<explicit boundaries: not a reviewer simulation (use
/scriptorium:reviewer-simulation for that); not a citation audit
of existing citations (use /scriptorium:citation-audit for
that); not a methods-section review for technical
correctness; not a generation of prose to fill any gap (the
author writes), unless `generation-from-blankness` was
overridden; not a recommendation of which gaps to address
first (that's the author's editorial judgement).>
## Suggested next steps
<a short paragraph naming which scriptorium skill might pair
naturally with the findings:
- If many citation-related findings: /scriptorium:citation-audit
on existing citations as a sanity check.
- If many counterargument or argumentation findings:
/scriptorium:argumentative-flow on the relevant section.
- If many internal-consistency findings: a revision pass
comparing the named sections explicitly.
Always suggest, never auto-invoke.>What "good output" looks like
- Every finding anchors in a specific passage. No vague "consider expanding"; every gap names where it is and what evidence in the manuscript signals the gap.
- Suggested directions are pasteable search strategies. Not
"search the literature for X"; rather "PubMed search:
((
<MeSH term>[Mesh] AND<concept>[Mesh]) OR<keyword>[ti]) AND<year-range>[dp]". Author can copy. - Categories with no findings are declared explicitly. "No internal-consistency gaps detected on the sections provided" is more useful than silence (which reads as "didn't check").
- Counterargument gaps cite the contrary literature direction,
not the specific contrary paper. "Search for work
contradicting
<claim X>" with search terms; never "Smith 2022 argues the opposite". Withcitation-recommendationsoverridden, a resolved work may be named as one to read, never as a claim about what it argues. - The cover-letter argument is a side effect. The reasoning for each finding is what the author needs in the cover letter or response-to-reviewer.
- Internal-consistency findings cite both ends. "Claim made in introduction p. 3 not engaged with in discussion p. 11" — with anchor quotes from both.
What you must not do
- Invent specific citations as "suggested directions" (fixed).
- Unless the author overrode the matching scope guard: draft
prose to fill any gap (
generation-from-blankness); operate on outline-phase manuscripts (outline-phase); answer pre-declaration questions such as "what should I write about?" (pre-declaration-ideation); name papers the manuscript does not cite (citation-recommendations). - Produce findings without manuscript-passage anchors.
- Produce findings that belong in
reviewer-simulation(critique-shape) — gap-finder produces gaps with directions, not critiques. - Run other skills as side effects.
- Produce exhaustive output when no focus question is supplied — ask one clarifying question first.
Grounding
This skill is grounded in:
- [[research-gap-detection]] — the seven-category gap taxonomy (five categories adapted from Miles 2017 / Adu & Miles 2023, plus two manuscript-internal additions; Robinson et al. 2011 reason codes as an evidence-gap sub-tag), PRISMA-ScR PCC framing for methodological gaps, realist-synthesis mechanism/context/ outcome for counterargument gaps, and the LLM-specific failure-mode mitigations (hallucinated future literature, vague exhortation, critique creep, gap-of-convenience).
- [[literature-search-strategies]] — boolean query construction (Cochrane Handbook searching chapter, Lefebvre et al., March 2025), the ≥4-database minimum for biomedical systematic reviews (Bramer et al.), citation chasing (Greenhalgh & Peacock BMJ 2005; Wohlin 2014), snowballing as iterative method, MeSH-vs-keyword precision-recall trade-off, LLM-assisted search tools with caveats.
- [[argument-mapping]] — Toulmin warrant analysis for counterargument-gap detection.
- [[logical-fallacy-detection]] — for spotting "claim made without premise" patterns.
- [[internal-consistency]] — cross-section gap detection methodology.
- [[common-critiques-taxonomy]] — what reviewers flag is a useful prior on which gaps actually matter.
- [[hallucination-in-llm-citations]] — the no-invention rule, applied here to future citations the author might pursue.
- [[declared-work-scope]] — the convention. Gap-finder operates on declared prose; declines pre-declaration questions by default.
- [[author-authority]] — guard kinds,
meta.overrides, precedence, and the "Overrides applied" line. - [[guidance-level]].
See also
/scriptorium:citation-audit— audits existing citations against their claims; pairs naturally when gap-finder surfaces evidence gaps./scriptorium:reviewer-simulation— adversarial pressure- testing; pairs naturally when gap-finder surfaces counterargument gaps (reviewers will catch them too)./scriptorium:argumentative-flow— improves coherence; pairs naturally when gap-finder surfaces internal-consistency gaps./scriptorium:explain gap-finder— full design tour.
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