Use when addressing existing GitLab merge request review discussions: classify feedback against current code and the latest diff, prepare focused fixes, prove exact source-head…
Manages GitLab runners. Use for registering, updating, deleting runners at various levels. Triggers: CI infrastructure.
The model must apply when tasks involve .gitlab-ci.yml configuration, GitLab Flavored Markdown (GLFM) syntax, gitlab-ci-local testing, CI/CD pipeline optimization, GitLab CI Steps…
Manages GitLab tags. Use for creating, deleting, protecting tags. Triggers: versioning.
Create GitLab issues through conversational brainstorming. Use when user wants to capture ideas, features, bugs, or work items as GitLab tickets.
Receive and verify GitLab webhooks. Use when setting up GitLab webhook handlers, debugging token verification, or handling repository events like push, merge_request, issue,…
GitLab best practices for merge requests, CI/CD pipelines, issue tracking, and DevOps workflows
Create, list, and delete GitLab CLI command aliases and shortcuts. Use when creating custom glab commands, managing CLI shortcuts, or viewing existing aliases.
GitLab CLI (`glab`) reference and workflow for repository, merge request, issue, CI/CD, release, and API operations across GitLab.com and self-managed or dedicated instances.
Interact with GitLab using the `glab` CLI. Use when Claude needs to work with GitLab merge requests, CI/CD pipelines, issues, releases, or make API requests.
Display help information for glab commands and subcommands. Use when learning glab commands, viewing command syntax, or getting usage examples.
Review GitLab MRs with inline diff comments and suggestions via glab API. Use when asked to "review MR", "code review", or "add review comments".
Work with OpenTofu state management in GitLab. Use when managing Terraform/OpenTofu state, configuring state backends, or working with infrastructure as code.
Resolve GitLab MR review threads interactively. Use when the user wants to address MR comments, fix review feedback, resolve discussion threads, or work through code review issues…
Manage your GitLab to-do list from the CLI, including listing pending or completed items and marking items done.
Manage GitLab personal access tokens and project access tokens. Use when creating tokens, revoking access, or managing API authentication.
View and manage GitLab user information including profile, events, and SSH keys. Use when viewing user profiles, checking user activity, or managing user settings.
Use the repository's glabx discussion workflow for MR review collaboration, including listing unresolved discussions, posting replies with required prefixing, and expected…
GNS3 network lab operations including topology management, device configuration via console, and troubleshooting workflows for routers and switches
Apply David Deutsch's "hard-to-vary explanation" test to a theory, hypothesis, business strategy, scientific claim, or any explanatory story.
Performs advanced Google searches with Playwright for OpenClaw technical resources and summarizes results for Telegram channel delivery in Markdown format.
Use when writing, editing, or checking Russian academic text for compliance with GOST and university text-formatting rules, including punctuation spacing, quotation marks,…
Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with — from…
Research and explain GPU-driven rendering techniques, find academic papers on graphics algorithms (APV, Spherical Harmonics, BVH), explain complex rendering concepts, and bridge…
Model-only playbook for promoting spike/research code into a typed, tested, maintained module.
Use grant budget justification for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Use for researching German and European funding programs (DFG, ERC, VolkswagenStiftung, Gerda Henkel, Fritz Thyssen, bilateral DE-IL) for projects in theology, biblical…
Use when writing or reviewing NIH, NSF, or foundation grant proposals. Invoke when user mentions specific aims, R01, R21, K-series, significance, innovation, approach section,…
Use when interpreting scientific graphs and charts, explaining data visualizations for research presentations, writing figure captions for publications, or analyzing trends in…
Board Paper und Business Judgment: Erstellt Entscheidungsunterlagen für Vorstand/Geschäftsführung/Aufsichtsrat mit Informationsgrundlage, Alternativen, Risiken und KI-Ein — from…
Bring agent-mode paper chat, citation-grounded answers, note saving, tagging, importing, and library-wide research operations into Zotero.
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training — from huggingface/open-r1
Produces a structured, host-ready research brief on an upcoming podcast guest — covering their background, key work, public positions, conversation history, and suggested angles —…
Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft — from…
Use when writing or revising ML or AI conference papers for venues such as NeurIPS, ICML, ICLR, ACL, AAAI, or COLM, especially when the workflow is conference-first rather than…
Builds a structured lab result summary with current biomarker values, reference ranges, trend direction vs.
Explique des résultats d'analyses médicales en langage simple. À utiliser quand l'utilisateur colle un bilan sanguin, une analyse, des valeurs biologiques ou demande ce q — from…
Triggered when new lab results arrive from a patient portal (MyChart/Epic) or are uploaded manually. Parses each biomarker against clinical reference ranges (glucose, A1c, LDL,…
Writes a structured flag to vault/health/open-loops.md when a lab biomarker falls outside its clinical reference range.
Structured ideation primitive for hex. Ingests evolution/observations.md, todo.md backlog, project contexts, and raw/captures/ — then thematically clusters them into candidate…
Quickly judges whether a biomedical paper is worth deep reading by screening for question fit, design quality, sample adequacy, methodological novelty, and reproducibility value.
Extract slide visual grammar from high-end web and design references for HTML-first academic or technical decks, focusing layout, whitespace, evidence imagery, color rhythm,…
Implements HIPAA Privacy Rule requirements for research uses of protected health information under 45 CFR §164.512(i).
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images.
WSI processing for digital pathology. Tissue detection, tile extraction (random, grid, score-based), filter pipelines for H&E/IHC. For dataset prep, tile-based DL, slide QC.
Use when changing, debugging, or reviewing homelab Ceph, Ceph CSI, RGW, RBD StorageClasses, PVCs, S3 buckets, object storage credentials, or storage-related backup paths.
Automated service deployment with validation, templating, and verification - use when deploying new services, updating existing deployments, or troubleshooting deployment issues
Use when working with Proxmox homelab infrastructure - Terraform provisioning, Ansible configuration, or Nix devshells. Covers LXC containers, services, secrets, and IaC workflows.
Readiness checklist for homelab VLAN segmentation, local DNS filtering, and WireGuard-style remote access before changing router, firewall, DHCP, or VPN configuration.
Home network architecture from scratch — gateway placement, switch and AP selection, IP addressing scheme design, DHCP scoping, and common setup mistakes for homelab beginners.
Use when adding a new application to the Federico Serini homelab Kubernetes cluster — covers tunnel creation, manifest scaffolding, SOPS-encrypted secrets, and Flux GitOps wiring…
Pi-hole installation, blocklist management, DNS-over-HTTPS setup, DHCP integration, local DNS records, and troubleshooting broken DNS resolution on a home network.
Use when planning, documenting, or debugging Proxmox, PBS, Ceph, VM/LXC, node, storage, or backup operations in this homelab.
Segmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk config, firewall rules, and…
WireGuard VPN server setup, peer configuration, key generation, split tunneling vs full tunnel routing, and remote access to a home network from mobile and laptop clients.
Review homework notebooks for completeness, reproducibility, safe execution, and academic-integrity boundaries.
Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration.
HarnessOps core、target repository、project repository を meta 的に眺め、発散的な改善案、構造的な違和感、逆張り仮説、未言語化のテーマを出すときに使う。ユーザーが「meta的な視点で改善案はある？」「発想を広げたい」「普通に眺めて違和感を出して」「まだ記録や評価はしないで」と頼んだときに使う。lab…
Academic Paper deck theme: LaTeX-paper feel on paper-white #fdfcf8 — all-serif type (Latin Modern Roman → Playfair Display fallback), ink-black body, link-blue #1a3a7a underlined…
Monochrome — Ivory ledger paper with all-black type; Lora serif headlines, Jost body, no color at all.