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Claude Skills by OpenLAIR
github.com/OpenLAIR91 skills5 installs207 views
- DeepspeedExpert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attentionVotes: 0GitHub stars: 1,132
- Ds Analysis CampaignUse when a quest needs one or more follow-up runs such as ablations, robustness checks, error analysis, or failure analysis after a main experiment.Votes: 0GitHub stars: 1,132
- Ds BaselineUse when a quest needs to attach, import, reproduce, repair, verify, compare, or publish a baseline and its metrics.Votes: 0GitHub stars: 1,132
- Ds DecisionUse when the quest needs an explicit go, stop, branch, reuse-baseline, write, finalize, reset, or user-decision transition with reasons and evidence.Votes: 0GitHub stars: 1,132
- Ds ExperimentUse when a quest is ready for a concrete implementation pass or a main experiment run tied to a selected idea and an accepted baseline.Votes: 0GitHub stars: 1,132
- Ds Figure PolishUse when a quest needs a polished milestone chart, paper-facing figure, appendix figure, or a mandatory render-inspect-revise pass before treating a figure as final.Votes: 0GitHub stars: 1,132
- Ds FinalizeUse when the quest is ready to consolidate final claims, limitations, recommendations, summary state, and graph exports before stopping or archiving.Votes: 0GitHub stars: 1,132
- Ds Full PipelineFull DeepScientist research pipeline: scout → baseline → idea → experiment → analysis → optimize → write → review → finalize. End-to-end autonomous research lifecycle.Votes: 0GitHub stars: 1,132
- Ds IdeaUse when a quest needs concrete hypotheses, limitation analysis, candidate directions, or a selected idea relative to the active baseline.Votes: 0GitHub stars: 1,132
- Ds Intake AuditUse when a quest does not start from a blank state and the agent must first audit, trust-rank, and reconcile existing baselines, results, drafts, or review materials before choosing the next anchor.Votes: 0GitHub stars: 1,132
- Ds OptimizeUse when an algorithm-first quest should manage candidate briefs, optimization frontier, branch promotion, or fusion-aware search instead of the paper-oriented default loop.Votes: 0GitHub stars: 1,132
- Ds RebuttalUse when a quest already has a paper, draft, or review package and the task is to map reviewer feedback into experiments, manuscript deltas, and a durable rebuttal / revision response.Votes: 0GitHub stars: 1,132
- Ds ReviewUse when a draft, paper, or paper-like report is substantial enough for an independent skeptical audit before finalization, rebuttal, or revision routing.Votes: 0GitHub stars: 1,132
- Ds ScoutUse when a quest needs problem framing, literature scouting, dataset or metric clarification, or baseline discovery before deeper work.Votes: 0GitHub stars: 1,132
- Ds WriteUse when a quest has enough evidence to draft or refine a paper, report, or research summary without inventing missing support.Votes: 0GitHub stars: 1,132
- Gemini Deep ResearchPerform deep, multi-source research using Google Gemini's Deep Research Agent. Use this skill whenever the user asks for comprehensive research, literature reviews, competitive analysis, market research, technology surveys, or any investigation that requires synthesizing information from many web sources. Also trigger when the user says "deep research", "research this thoroughly", "do a comprehensive study on", or wants a structured report with evidence gathered from across the web — even if ...Votes: 0GitHub stars: 1,132
- Inno Code SurveyAcquires missing code repositories for the selected idea (Phase A) and conducts comprehensive code survey mapping academic concepts to implementations (Phase B). Outputs acquired_code_repos, updated_prepare_res, and model_survey for downstream use by inno-implementation-plan.Votes: 0GitHub stars: 1,132
- Inno Deep ResearchComprehensive research assistant that synthesizes information from multiple sources with citations. Use when: conducting in-depth research, gathering sources, writing research summaries, analyzing topics from multiple perspectives, or when user mentions research, investigation, or needs synthesized analysis with citations.Votes: 0GitHub stars: 1,132
- Inno Experiment AnalysisThis skill should be used when the user asks to "analyze experimental results", "generate results section", "statistical analysis of experiments", "compare model performance", "create results visualization", or mentions connecting experimental data to paper writing. Provides comprehensive guidance for analyzing ML/AI experimental results and generating paper-ready content.Votes: 0GitHub stars: 1,132
- Inno Experiment DevCreates implementation plan, writes project code with judge feedback loop, and submits final experiment run. Use after code-survey in both Idea and Plan branches.Votes: 0GitHub stars: 1,132
- Inno Figure GenGenerate/edit images with OpenAI gpt-image-2 by default, falling back to Gemini (gemini-3.1-flash-image-preview) when OPENAI_API_KEY is unset. Supports text-to-image + image-to-image; 1K/2K/4K; use --input-image for editing, --provider to force a provider, --model to override the model.Votes: 0GitHub stars: 1,132
- Inno Grant ProposalHelp professors and researchers write, revise, adapt, and polish grant proposals for US agencies (NSF, NIH, DOE, DARPA, NASA) and Chinese agencies (NSFC 国自然). Use this skill whenever the user mentions grants, proposals, funding applications, 基金申请, 本子, R01, R21, CAREER, 面上, 青年基金, specific aims, 立项依据, broader impacts, or wants to plan, draft, review, or resubmit any research funding proposal — even if they don't explicitly say "grant". Also use this skill when the user wants to adapt a previous...Votes: 0GitHub stars: 1,132
- Inno HumanizerRemove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.Votes: 0GitHub stars: 1,132
- Inno Idea EvalMulti-persona idea evaluation with quality gate. Evaluates ideas across 5 InnoEval dimensions (Clarity, Novelty, Validity, Feasibility, Significance) using 3 reviewer personas and a meta-review. Sits between inno-idea-generation and inno-code-survey in the Idea branch. Use after inno-idea-generation.Votes: 0GitHub stars: 1,132
- Inno Idea GenerationFacilitates structured brainstorming sessions, conducts comprehensive research, and generates creative solutions using proven frameworks. Trigger keywords - brainstorm, ideate, research, SCAMPER, SWOT, mind map, creative, explore ideas, market research, competitive analysis, innovation, problem solving, feature generationVotes: 0GitHub stars: 1,132
- Inno Paper ReviewerStructured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating claims/evidence quality use scientific-critical-thinking; for quantitative scoring frameworks use scholar-evaluation.Votes: 0GitHub stars: 1,132
- Inno Paper WritingCreates formal academic research papers following IEEE/ACM formatting standards with proper structure, citations, and scholarly writing style. Use when the user asks to write a research paper, academic paper, or conference paper on any topic.Votes: 0GitHub stars: 1,132
- Inno Pipeline PlannerGuides the user through an interactive conversation to define their research project, then generates research_brief.json and tasks.json. Use when starting a new project, when no research_brief.json exists, when the user wants to start from a specific pipeline stage, or when the user wants to redefine their research pipeline.Votes: 0GitHub stars: 1,132
- Inno Prepare ResourcesLoads the evaluation instance, searches GitHub for related repositories, builds a dataset description, queries the Prepare Agent for reference codebases, and downloads arXiv paper sources. Covers both Idea mode and Plan mode (the only difference is whether innovative ideas are included in the Prepare Agent query).Votes: 0GitHub stars: 1,132
- Inno Rclone To OverleafAccess Overleaf projects via CLI. Use for reading/writing LaTeX files, syncing local .tex files to Overleaf, downloading projects, and managing Overleaf project structure. Triggers on Overleaf, LaTeX sync, or tex file uploads to Overleaf.Votes: 0GitHub stars: 1,132
- Inno RebuttalDrafting and refining academic rebuttals for top-tier AI/CS conferences (NeurIPS, ICML, ICLR, CVPR, ECCV, AAAI, ARR, KDD, UAI, AISTATS, TMLR, etc.). Use this skill whenever the user needs to respond to reviewer comments, write a rebuttal, handle reviewer feedback, clarify technical misunderstandings, present additional experimental results, or deal with borderline accept/reject decisions. Also trigger when the user mentions keywords like "rebuttal", "reviewer", "review response", "author resp...Votes: 0GitHub stars: 1,132
- Inno Reference AuditThis skill provides reference guidance for citation verification in academic writing. Use when the user asks about "citation verification best practices", "how to verify references", "preventing fake citations", or needs guidance on citation accuracy. This skill supports ml-paper-writing by providing detailed verification principles and common error patterns.Votes: 0GitHub stars: 1,132
- Making Academic PresentationsCreate academic presentation slide decks and optionally demo videos from research papers. Use when the user asks to "make slides", "create a deck", "make a presentation", "demo video", "paper slides", "conference talk slides", or wants to turn a paper into a visual presentation. Covers slide generation, narration scripts, TTS audio, and video assembly.Votes: 0GitHub stars: 1,132
- News Idea BriefingRead the latest news feed results (server/data/news-results-*.json), cluster items by topic, and generate grounded research idea seeds with citations. Use when the user wants to turn their daily news into actionable ideation proposals, or when invoked by the proactive research scout (Option C).Votes: 0GitHub stars: 1,132
- Paper AnalyzerDeep analysis of a single paper — generate structured notes with figures, evaluation, and knowledge graph updatesVotes: 0GitHub stars: 1,132
- Paper FinderSearch existing paper notes by title, author, keyword, or research domainVotes: 0GitHub stars: 1,132
- Paper Image ExtractorExtract figures from papers — prioritizes arXiv source package for high-quality imagesVotes: 0GitHub stars: 1,132
- Research NewsDaily paper recommendation workflow — search arXiv and Semantic Scholar, score and recommend papersVotes: 0GitHub stars: 1,132
- Writing StyleApply the 21 prose rules from "The Elements of Agent Style" — 12 canonical rules (Strunk, Orwell, Pinker) plus 9 field-observed AI-output patterns. Use when the user says "writing style", "agent style", "apply style rules", "style review", "check my prose", or explicitly invokes /writing-style with an optional draft to revise. For detecting and rewriting AI-specific tells (symbolism inflation, promotional vocabulary, rule of three), prefer /inno-humanizer.Votes: 0GitHub stars: 1,132
- Biorxiv DatabaseEfficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.Votes: 0GitHub stars: 1,132
- Scientific WritingCore skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.Votes: 0GitHub stars: 1,132