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…
4-layer response shape for MCP tools that emit claims linked to sources — source-exists, claim-derivable, no-over-extension, no-hallucinated-cite.
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…
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.
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…
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…
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.
Compare competing hypotheses on a decision-shaped question using an ACH-style evidence matrix (hypotheses × evidence-for/against).
Performs deep 13-dimension competitor analysis with quantitative scoring rubric. Produces a competitor dossier
Research UI component patterns across 60 component types and 95 production design systems (2,676+ examples from component.gallery).
11 academic writing skills. Trigger: writing paper sections, structuring arguments, academic prose. Design: section-by-section guides (abstract, intro, methods, discussion) with…
Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls
Performs systematic literature review following PRISMA guidelines with search strategy documentation.
Use conference poster pitch for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedbac — from…
把已完成并验证的 R 或 Python 分析打包为客户可独立复现、可直接阅读且保留真实溯源的咨询交付物。用于“给客户交付”“打包结果”或在 05_reports/ 建正式结果包；不用于未完成分析或内部探索。上游为 biostat-principles，文本终审配合 academic-humanizer，签发配合 epi-project-audit。
Record and organize a complex, multi-party, evolving situation involving a contact — a dispute, a scam, a crisis, a "two sides tell opposite stories" tangle, anything that takes…
When two skills, agents, or independent research tracks produce conflicting verdicts on the same output, reads the conflict as a signal rather than an error and harvests new skill…
Detect context drift, rehydration loops, hypothesis sprawl, scope creep, active-mode loss, and durable-state gaps. Recommend the smallest corrective action.
Automatically fetch latest library/framework documentation for Claude Code via Context7 API — from BenedictKing/context7-auto-research
Contextual Retrieval implementation for RAG - chunks clinical notes with LLM-generated context prepended to each chunk before embedding.
Give MCP clients hosted browser tools for scraping, crawling, structured extraction, search, and computer-use browser automation.
Generates complete conventional non-oncology bioinformatics research designs from a user-provided disease context, process-related gene family or biological theme, and va — from…
Provides expertise in converting Figma designs to HTML/CSS using Figma MCP tools, with data attributes for content tracking and comprehensive analysis.
面向中文学术论文的降 AIGC 检测率 Skill。针对知网、万方、维普、Turnitin 中文版的检测机制，识别并消除中文大语言模型的 17 类结构化写作痕迹。采用"定位 → 诊断 → 改写 → 自评 → 复查"五步闭环工作流，分章节差异化策略（摘要/引言/文献综述/方法/结果/讨论/结论），保持学术严谨性前提下通过检测。
Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, conn — from…
Drive a live Rocq/Coq proof session through the coqtail-mcp MCP server — start a session from a .v file, step forward/backward to any line, inspect the current goal and hypothesis…
Board Paper und Business Judgment: Erstellt Entscheidungsunterlagen für Vorstand/Geschäftsführung/Aufsichtsrat mit Informationsgrundlage, Alternativen, Risiken und KI-Ein — from…
Personal assistant for university management (Uniremington). Orchestrates Moodle Navigator and ClickUp Manager to sync courses, track deadlines, and manage study materials.
Use when the research design is the bottleneck for a 《中国行政管理》 manuscript — choosing and stress-testing a quantitative, qualitative, or normative design and matching it to the…
Use when drafting or revising the literature-review section for a 《中国行政管理》 manuscript, when the public-administration theory anchor is missing, or when the Chinese-governance /…
Use when a 《中国行政管理》 manuscript is at the topic-selection stage and the public-administration theory frame, the research question, or the venue match are unsettled.
Use when drafting or revising the literature-review section for a 《中国农村经济》 manuscript, when the Chinese / English reference balance is off, or when canonical 三农 theory references…
Creates Epics following the T-Minus-15 process template. Epics are large bodies of work containing multiple Features.
Creates Features following the T-Minus-15 process template. Features represent significant deliverables that contain multiple User Stories.
GitHub-Issues mit `gh issue create` strukturiert anlegen, inklusive deutschem Markdown-Body, Emoji-Präfix im Titel und repo-nativen Labels aus `gh label list`.
Primary planning branch after /shape for major-tranche work that requires multiple independent PRDs. Use to create a GitHub milestone plus sequenced feature issues that will later…
Create a GitLab Merge Request for the current story branch. Use when the user says 'create an MR', 'open a merge request', or 'ready for review' in a GitLab project.