Literature Review
Builds a structured literature review — survey of prior work, state of the art, related-work landscape — where every claim cites a verified reference. Use when the user says "literature review", "lit review", "survey the papers on X", "what's the state of the art", "synthesize prior work", or "organize these papers by theme". Composes sibling skills, search via find-papers (key-free DBLP/Crossref…
Assess Paper
One consolidated read on how good a paper is right now — top strengths, biggest risks, scores, and what to do next — by running the compliance, integrity, citation, conformance, and mock-review skills and summarizing them in one Paper Health Report. Use when a researcher asks "how good is my paper", "is my paper ready", "what are the strengths and weaknesses of my paper", "give me an overall asse…
Check Originality
Checks a draft for plagiarism, self-plagiarism, text recycling, and uncited near-quotes using several detection methods, and reports overlapping passages so the author can fix them before reviewers or an integrity check do. Use when a researcher says "check for plagiarism", "plagiarism check", "did I copy too much", "self-plagiarism", "text recycling", "am I reusing too much of my own paper", "ch…
Orchestrate Paper
Goal-driven conductor for the whole idea-to-published-paper lifecycle. Takes a research idea plus experiments and a target ("submit to NeurIPS 2026", or "help me pick a venue") and runs a goal->plan->execute->verify->reflect loop. It plans the stages, invokes the right lifecycle skills in order (literature-review, write-abstract, preflight-check, simulate-reviewers, and the rest), checkpoints wit…
Make Slides
Builds a conference talk deck (Beamer or Marp markdown) from a paper draft - problem-first narrative, one claim per slide, figures reused straight from the paper's LaTeX source, sized to the real slot (12-20 minute full talk vs 5-minute lightning). Use when the user asks to make slides, build a presentation or talk deck for an accepted paper, turn a paper into a talk, prepare a conference present…
Render Workspace Html
Renders the paper-workspace (outputs + lifecycle progress) into a single self-contained HTML dashboard the author can open in a browser, and refreshes it on request. Use when a researcher says "show me an HTML view", "give me a dashboard", "can I see my progress in a browser", "visualize what's been done", "make an HTML report", or "update the dashboard". Offered as an option whenever a visual ov…
Reflect And Improve
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Select Venue
Builds a ranked venue shortlist for a research paper. Use when the user asks where to submit, which conference or journal to target, venue selection, track selection, or mentions CORE rank, h5-index, acceptance rate, CCF class, or submission deadlines. Maps the paper's topic and contribution type (method, system, dataset, demo, vision, industrial, survey) to venue-track pairs scored on topic fit,…
Fit Page Limit
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Test Research Code
Make research code runnable and repeatable for artifact review by auditing README, dependencies, seeds, entrypoints, data instructions, result commands, and smoke tests with repro_check.py. Use for smoke tests, seed pinning, environment capture, reproducibility checks, or works-on-my-machine cleanup.
Reflect Paper
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Plan Submission
Builds a backwards submission timeline from a conference deadline - days remaining (AoE-aware), abstract-registration offsets, author-list freeze, OpenReview/CMT/EasyChair/HotCRP/PCS account lead times and per-system steps, supplementary-material and code size limits, reciprocal-reviewing duties, and a dual-submission audit. Use when the user wants to plan a submission, asks how long until a dead…
Verify Claims
Audit load-bearing paper claims against evidence in results, tables, figures, experiments, or citations. Use for claim audits, overclaiming checks, first or state-of-the-art claims, significant-result wording, prose-table number mismatches, and camera-ready or rebuttal evidence checks.
Paper Profile
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Parse Cfp
Parses a conference Call for Papers (CFP) URL into a machine-checkable requirements card - deadlines with timezone (AoE vs local), per-track page limits including/excluding references, single/double/triple-blind level, exact LaTeX template invocation, LLM/AI-use policy, rebuttal format, and submission system (OpenReview, CMT, EasyChair, HotCRP, PCS) - emitted as a year-versioned venue-profile YAM…
Prepare Artifacts
Prepares a reproducibility artifact (code/data) for submission and badging. Use when a researcher says "artifact evaluation", "artifact appendix", "reproducibility", "badge", "Artifacts Available/Evaluated/Functional/Reusable", "Results Reproduced/Replicated", "ACM badging", "USENIX/OSDI/SOSP AE", "SIGMOD ARI", "NeurIPS code/checklist", "ACL repro checklist", "Zenodo DOI", "Software Heritage", "a…
Polish Prose
De-AI-ifies and tightens academic prose without changing any technical claim. Use when a researcher says "this sounds like ChatGPT / AI-written", "humanize my paper", "remove the AI words", "too many delves and leverages", "polish my writing", "tighten the prose", "fix my hedging", "too many Moreover/Furthermore", "make my contributions active", or "keep my terminology consistent". Runs determini…
Triage Reviews
Turns raw peer reviews into a prioritized triage matrix before any rebuttal is written. Use it when reviews come back from OpenReview, EasyChair, CMT, or HotCRP and the researcher says "my reviews are in", "triage these reviews", "how do I respond to Reviewer 2", "plan my rebuttal", or pastes raw review text with ratings and confidence scores. Splits each review into individual concerns; classifi…
Make Poster
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Write Rebuttal
Drafts peer-review rebuttals and author responses in the three real venue formats - (a) strict one-page LaTeX rebuttal PDFs (CVPR-style), (b) OpenReview threaded per-review replies under 10,000-character budgets (NeurIPS/ICML/ICLR), and (c) revise-and-resubmit packages with a change-log response document (CHI, SIGMOD/ICDE revision rounds, journals). Anchors every response to paper sections, table…
Work With Overleaf
Bridges an Overleaf project to the local skills so a paper kept on Overleaf can be checked, polished, and reviewed, then synced back. Use when a researcher says "my paper is on Overleaf", "sync my Overleaf project", "pull my paper from Overleaf", "run preflight on my Overleaf paper", "edit my Overleaf project locally", or "push my changes back to Overleaf". Walks the three real paths — Overleaf G…
Rehearse Qa
Simulated-audience Q&A rehearsal for conference talks, thesis defenses, job talks, and poster sessions. Use when a researcher says "rehearse Q&A", "practice questions", "mock Q&A", "grill me on my paper", "what will the audience ask", "hostile questions", "defense practice", "viva prep", "anticipate questions for my talk", or "questions I hope nobody asks". Sizes a drill to the real Q&A slot, fir…
Refactor Structure
Diagnoses and fixes a paper's argument architecture and narrative flow, independent of any venue. Checks whether the story is built in the right order, whether each section does its job, whether the intro promises what the body delivers, and whether the contribution -> evidence -> conclusion arc holds — then produces a restructuring plan (move / merge / split / cut sections) the author approves B…
Draft Survey
Turns a topic into a ranked reading list of the best papers plus a two-column, arXiv-ready literature-review/survey draft grounded in verified citations. Use when a researcher says "write a survey on X", "do a literature review of X", "give me a ranked reading list on X", "what should I read on X first", "draft a survey paper for arXiv", or "two-column related-work survey on X". Searches across D…
Fetch Paper
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Refactor Research Code
Clean research code for public release while preserving reported results. Uses release_audit.py to separate safe mechanical cleanup from ask-first behavior risks and identity leaks. Use for release-ready repos, dead experiment branches, config extraction, documented entrypoints, and double-blind code cleanup.
Study Exemplars
Studies exemplar papers from a target venue and produces an original style-and-structure brief — fetches best-paper awardees and top-cited papers on demand (DBLP, Semantic Scholar, Unpaywall, arXiv, open-access ACM DL) and analyzes section architecture, contribution framing, evaluation patterns, and figure/table conventions. Use when the user wants to study best papers or award-winning papers at…
Preflight Check
Deterministic desk-reject preflight linter for LaTeX paper submissions. Use it when a researcher asks "is my paper ready to submit", or mentions preflight, desk reject, submission check, page limit, anonymization, double-blind, missing checklist, or format/template compliance for a conference (NeurIPS, ICML, CHI, SIGSPATIAL, SIGMOD, ICDE, CVPR, LNCS...). Lints the .tex source against a machine-re…
Verify Citations
Verifies every citation in a BibTeX .bib file against Crossref, DBLP, Semantic Scholar, and arXiv to catch hallucinated, fabricated, or incorrect references before reviewers do. Use when the user says verify citations, check references, validate bibliography, check my .bib, fake or hallucinated citations, retracted paper, or DOI check — and before any draft, rebuttal, or camera-ready leaves the m…
Prepare Camera Ready
Step-by-step camera-ready prep for accepted papers — the error-prone final stage before publication. Use when a researcher says "camera-ready", "final version", or "my paper got accepted, now what", or mentions ACM eRights / rights form / TAPS / ORCID / DOI block, IEEE PDF eXpress / conference ID / eCF copyright form / Xplore, OpenReview final upload, de-anonymization, or extra camera-ready pages…
Simulate Reviewers
Venue-calibrated peer-review simulation. Use when a researcher says "simulate reviewers", "mock review", "review my paper like a NeurIPS reviewer", "what would Reviewer 2 say", "red-team my paper", "find weaknesses before I submit", "peer review my paper", "strengths and weaknesses / pros and cons of my paper", "what to focus on", or wants a rubric score / borderline-reject risk estimate for a co…
Benchmark Paper
Scores a draft against the measurable patterns of recent award-winning and top-cited papers at a target venue, producing a shareable venue-fit scorecard. Use when a researcher asks "score my paper", "how does my paper compare to best papers at SIGSPATIAL/NeurIPS/...", "is my paper good enough for this venue", "benchmark my draft against award winners", "rate my paper out of 10", or wants a readin…
Anonymize Paper
Deep anonymization sweep for double-blind paper submissions, plus clean de-anonymization for camera-ready. Use when a researcher says "anonymize my paper", "double-blind check", "blind this submission", "remove author names", "did I leak my identity" — or, after acceptance, "de-anonymize" / "restore authors for camera-ready". Sweeps the whole leak surface, \author/\affiliation/\email/\orcid/\than…
Tailor To Venue
Diffs a paper draft against a machine-readable venue profile and produces a four-part tailoring plan - contribution reframing for the chosen track (research vs applications/industry vs demo vs short/vision), a page-budget cutting plan, a template/documentclass switch plan (acmart, IEEEtran, NeurIPS-style, llncs), and an anonymization sweep matched to the venue's blind level. Use when the user wan…
Write Abstract
Writes, rewrites, and lints venue-aware paper abstracts and prepares abstract-registration packages. Enforces venue length norms (e.g. LNCS 150-250 words), generates the correct keywords block (ACM CCS Concepts, IEEE Index Terms, LNCS \keywords, or none for NeurIPS-style), structures the abstract as motivation-gap-approach-results-impact, and builds the abstract-registration card (title, abstract…
Verify Results
Check whether reported paper metrics are consistent with outputs from the local code artifact. Use for result reproduction checks, artifact evaluation, reproducibility checklists, code-versus-paper audits, table or claim metric comparisons, and badge-readiness review.
Write Talk Script
Writes a timed, word-budgeted speaker script for an exact conference-talk slot (e.g. a 12-minute talk plus 3-minute Q&A, or a 5-minute lightning talk). Use when a researcher mentions talk script, presentation script, speaker notes, conference talk, lightning talk, rehearsal, "what do I say on each slide", or "my talk is running long". Turns a slide deck or outline into spoken-register prose with…
Draft Related Work
Drafts or rewrites a Related Work / prior work section positioned against actually-retrieved papers — derives the REQUIRED clusters from the paper's own claimed scope (not just whatever was retrieved), clusters prior work into themes, articulates the delta (what this paper adds) per cluster, enforces a per-cluster citation floor and routes empty expected clusters back to find-papers, follows the…
Match Style
Aligns a draft to a target writing voice — the author's own previous papers, a target venue's published style, or both — so it reads as consistent, native to the venue, and unmistakably the author's. Use when a researcher says "make this match my other papers", "use my usual writing style", "make it sound like my group's work", "match the style of this venue", "align terminology with my prior wor…
Add Venue Profile
Creates a new venue-profile YAML for venues/conferences/ from a conference CFP URL, validates it against venues/schema.yml, and preps the contribution PR. Use when the user wants to add a venue, contribute or refresh a venue profile, encode a conference's submission requirements (deadlines, page limits, blind level, template invocation, rebuttal format, submission system) as machine-readable YAML…
Find Papers
Searches scholarly literature with zero API keys across DBLP, Crossref, Semantic Scholar, and arXiv. Use when the user wants to find papers, search the literature, list a conference's proceedings (e.g. "all SIGSPATIAL 2025 papers"), survey related work on a topic, look up papers by author/venue/year, get DOIs or citation counts, or check recent arXiv preprints. Ships a venue-alias table that solv…
Polish Tables Figures
Polishes LaTeX tables and figures to publication quality. Use when a researcher mentions table formatting, booktabs, figure layout, subfigures, captions, colorblind-safe colors or palettes, cref/cleveref consistency, overfull hbox, column widths, or asks to make tables and figures look professional or camera-ready for a venue (ACM, IEEE, NeurIPS, LNCS, CHI). Converts hline-and-vertical-rule table…