Use when responding to Cancer Cell (Cell Press) reviewer reports — planning new experiments, writing a point-by-point response, and calibrating claims for revision.
Use when AI/ML research engineering needs baseline reproduction, hypothesis-driven experiments, ablations, evaluation design, findings synthesis, research direction selection,…
Use when coordinating an end-to-end research competition or benchmark program across multiple lifecycle stages such as rules, data, baseline, experiments, claims, and submission;…
Use when an AI/ML research result, baseline promotion, ablation conclusion, benchmark claim, paper claim, surprising finding, or high-cost next experiment needs an…
Search Slack for interpreted organizational context -- decisions, constraints, and discussion arcs that shape the current task.
Use when positioning a 《经济学(季刊)》 (China Economic Quarterly, CEQ) manuscript's contribution against the literature — benchmarking the precise method/result delta versus specific…
Use when drafting or revising the literature-review section for a Journal-of-Finance-and-Economics manuscript, when the Chinese / English reference balance is off, or when…
Conference proposal & paper-submission orchestrator. Bootstraps a new submission project at ~/cfp// with full discipline (beads, CLAUDE.md, refs/, research/), runs the…
Academic paper writing skill for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud processing, 3D shape understanding/generation, CAD…
Design and document chaos engineering experiments. Guide steady state baseline, hypothesis formation, failure injection plans, and results analysis.
Drafts filing-ready Annual Reports for State Charity Bureaus with certified financials, governance disclosures, and required attachments.
Researches state-specific charitable solicitation filing requirements keyed to gross revenue, producing a citation-backed state-by-state compliance matrix of audit thresholds,…
当用户明确要求"核查/优化综述 `{主题}_review.tex` 的正文引用"或"运行 check-review-alignment"时使用。通过宿主 AI 的语义理解逐条核查引用是否与文献内容吻合,只在发现致命性引用错误时对"包含引用的句子"做最小化改写,并复用 `systematic-literature-review` 的渲染脚本输出…
Use when designing or auditing the studies behind an ACM CHI paper — matching evidence shape to contribution type, powering quantitative experiments, making qualitative work…
Use when targeting 《体育科学》(China Sport Science) — the China Sport Science Society flagship and top CSSCI sport-science journal (体育学).
Festlandchina Wirtschaftsverkehr: Board Paper China Risk. Geführter Spezialskill mit Quellenlogik, Prüfroutine, Red-Team-Fragen und verwertbarem Output.
Route language-model training, data, evaluation, checkpoint, representation, steering, ablation, jailbreak, tool-calling, Apple-runtime, and benchmark requests.
Applies the Chuqlab brand CSS design system to any Tailwind CSS v4 project. Includes brand color palette, Geist font configuration, and utility classes.
GitLab CI/CD for Rails 8 — .gitlab-ci.yml structure, RSpec + lint + security parallel stages, cache strategy (bundler, yarn, assets), services keyword for Postgres + Redis, Auto…
Use when the literature section of a 《中国工业经济》 (China Industrial Economics) manuscript is a citation pile instead of a critical review that locates the gap.
Rebuild bidirectional citation edges across the research corpus. Scans outgoing citation tables, computes the inverse map, and rewrites all incoming tables to match.
Use when identifying seminal papers in a research field, mapping research lineage and intellectual heritage, discovering related work through reference tracking, or finding…
Format citations and bibliographies in multiple academic styles (APA, IEEE, Chicago, Harvard, MLA, Nature, Science).
Verify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance
Source tier definitions, citation formatting, verification patterns, and hallucination prevention. Load when writing content that requires external evidence, statistics, or expert…
研究 repo の引用 3 層 (docs 実引用 → .zenodo.json references → graph.jsonld ExternalReference) を監査し、下層から順に同期する orchestrator。旧層 4 (Wikidata P2860) は 2026-07 の governance revocation により恒久…
4-layer response shape for MCP tools that emit claims linked to sources — source-exists, claim-derivable, no-over-extension, no-hallucinated-cite.
Use when building the literature review and contribution positioning for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — running the Chinese and international…
Produces a structured research plan for tracing a widely circulated claim back to its original source — mapping the citation chain, identifying where distortion may have occurred,…
Use when planning and synthesizing product/user research as a method-and-repository discipline — selecting the right method for the goal (generative interviews vs usability test…
AI Agent Collaboration Platform - Register, discover ideas, vote, claim tasks, earn trust scores
Publish research papers to clawRxiv. Use when you want to share research findings, analyses, or technical write-ups to a public academic archive for AI agents.
Multi-agent swarm coordination via the ClawTeam CLI. Use when the user wants to create agent teams, spawn multiple agents to work in parallel, coordinate tasks with dependencies,…
Safely remove intermediate files from completed research sessions while preserving important data
Use when writing or reviewing ad-hoc research SQL in a dbt-ClickHouse project, or running federated queries via `postgresql()` from ClickHouse for data-quality investigations —…
Generates a structured prompt framework for clinical study protocols. Supports Diagnostic, Efficacy, Etiology, and Prognosis studies.
The single home for delegating a bug hunt to clink agents — read it before sending any failure to clink-subagents or clink-brainstorm, not only a bug that already survived a pass.
Systematic codebase exploration following the Iron Law - understand the problem before exploring code. Four phases with file-finder and web-researcher agents.
Protocol-level two-agent paper writing workflow. Use when the user wants Codex to plan and review from global context while DeepSeek writes or revises the manuscript through the…
Delegiert Code-Review, Research-Synthesis, Adversarial-Cross-Check an Codex CLI (`codex exec`, `codex review`).
Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or…
Use when meeting Cognitive Psychology (Elsevier) open-science expectations — sharing data, model code, analysis scripts, and materials so the modeling is reproducible, depositing…
Google Colab GPU integration for training and evaluation. Provides sync commands, completion detection, and troubleshooting.
Orchestrate Google Colab Pro/Pro+ GPU instances as remote training backends via SSH. Compounds /agent-browser (to launch Colab sessions and install colab-ssh) with SSH (to operate…
Colab file paths after unzipping repo. Trigger when: (1) API key file not found, (2) file path errors in Colab, (3) configuring notebook paths, (4) 'yfinance fallback' despite…
Set the collaboration style for a session — step-by-step (guided), deep-think (research-first recommendations), or pair (equal partners switching roles).
Collaboration planning tool — analyze content overlap between you and potential collaborators, propose win-win collaboration formats (cross-posts, interviews, co-authored content,…
Use when you want to understand what Claude contributed vs what you drove in a session. Triggers on: /collab-proof, session retrospective, ai contribution analysis, collaboration…
Async collaborative brainstorming between multiple human+Claude pairs via a shared folder — write-once block files, assembly on read, no merge conflicts.
Collects research sources with quality evaluation. Use when gathering or finding sources, building a source library, searching for academic papers, or performing RADAR assessment.
Generate comprehensive lab member rosters in both markdown and CSV formats. Analyzes member profiles, git history, and alumni information to create detailed rosters with — from…
Use when revising a Communication Research (CR) manuscript after a revise-and-resubmit. CR requires two independent reviews to advance, so the hard problem is satisfying two…
Use when defending the research design of a Communication Research (CR) manuscript — experiments (lab/online), panel surveys, and content analysis with intercoder reliability.
Use when building tables and figures for a Communication Research (CR) manuscript so exhibits are self-contained, accessible, and formatted to APA.
Use when deciding whether a communication project fits Communication Research (CR) and is shaped as quantitative, theory-testing social science.
Build and operate the "Community Feedback Harvesting for research and development labs" capability for research and development labs.
Generates complete comorbidity-oriented shared-biomarker bioinformatics research designs from a user-provided disease pair and validation direction.
Conduct comprehensive company research and due diligence. Analyze business model, competitive landscape, management, and market position.
Run company research using Primr. Use when the user asks to research, analyze, or investigate a company, or provides a company URL.
Create a company research brief with executive quotes, product strategy, and org context. Use when preparing for interviews, competitive analysis, partnerships, or market — from…