发现 Skills

Creates professional portfolio project entries with achievement-focused content showcasing impact and technical depth. Use when adding new projects, documenting work accomplishments, or showcasing professional experience. Generates content using strong action verbs and quantifiable metrics.

Cluster TCR/BCR clones by CDR3 sequences using GIANA or ClusTCR (both Faiss-based). Adds `CDR3_Cluster` column to metadata for clonotype analysis.

Master skill for generating immunopipe pipeline configurations. Determines pipeline architecture based on data type (scRNA-seq with or without scTCR/BCR-seq) and analysis requirements. Routes to individual process skills for detailed configuration. Use this skill when starting a new immunopipe configuration or modifying pipeline-level options.

Sync delta specs from a change to main specs. Use when the user wants to update main specs with changes from a delta spec, without archiving the change.

Advanced DSPy modules including ReAct agents, tool calling, output refinement (BestOfN, Refine), and adapters. Use when building agent systems, integrating external tools, or implementing multi-step reasoning.

QSCMF framework backend development. Auto-detects version from composer.json. **Version Detection**: Reads composer.json for `tiderjian/think-core` version. - `^14.0` -> v14 (PHP 8.2+, PHPUnit 10, AntdAdmin Component API, Inertia.js) - `^13.0` -> v13 (PHP 8.2, PHPUnit 9, ListBuilder API, jQuery) - not found -> v14 (default to latest) **API Differences**: - v13: Uses `\Qscmf\Builder\ListBuilder` API (jQuery rendering) - v14: Uses `\AntdAdmin\Component\Table` API (React rendering) OR ListBuilder API (backward compat) **Operation Modes**: - Scaffold Mode: Code generation triggered by "创建", "生成", "scaffold", "CRUD" - Guide Mode: Development assistance for QSCMF questions **Project Detection**: Activates when project contains app/ + lara/ directories. **Version Override**: Use "qscmf-backend v14 ..." or "qscmf-backend v13 ..." to force version. Triggers: "创建", "生成", "CRUD", "API", "QsListController", "GyListModel"

Slice the spine into acts and sequences — choosing how many acts the story needs, where each act ends with an irreversible turning point, where any False Ending sits, and how the act rhythm escalates. Runs in main context for collaborative design. Use after structure-skeleton has locked the spine, before scene-architect begins building scenes. Trigger: /act-designer, "design the acts", "how many acts", "act structure", "act rhythm", "where does act 1 end", "False Ending", "act design".

Show detailed token ROI report across all tracked sessions

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.

Deep research skill powered by NotebookLM MCP. Conducts structured multi-source research (market analysis, competitive intel, trend analysis, prospect research) using Google NotebookLM as the research engine, then delivers formatted briefs and optional studio artifacts (slides, audio podcasts, videos, infographics, reports, mind maps).

Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform

Home Assistant on r0gr server: Docker installation, Nginx reverse proxy, device integration, troubleshooting.

Swift/iOS/macOS development automation toolkit. Router for sub-skills: build, fastlane, project, profile, xcodegen, docc. Triggers: "build", "fix errors", "Bundle ID", "App Groups", "localization", "translation", "screenshot", "UI screenshot", "Widget", "TestFlight", "App Store", "deploy", "upload", "archive", "fastlane setup", "fastlane init", "DocC", "tutorial", "xcodegen", "xcodeproj", "create project", "new project", "profile", "profiler", "performance", "performance profiling", "Instruments", "xctrace", "Time Profiler", "bottleneck" Japanese examples: "Build", "Fix errors", "Change Bundle ID", "Configure App Groups", "Check translations", "UI screenshots", "Add Widget", "Set macOS category", "Upload to TestFlight", "Deploy", "Fastlane setup", "Create DocC tutorials", "Create project", "Generate xcodeproj", "Measure performance", "Profile", "Investigate bottlenecks"

Code review. Triggers when the user is preparing to push or expresses review intent, including "review this", "check this", "see if there are any issues", "ready to push", "about to push", "check before pushing"

Audit and govern Alibaba Cloud KMS key lifecycles, Certificate Manager, SSM (Secrets Manager), and HSM key operations. Ensure encryption-at-rest coverage and rotation compliance across CMKs, envelope encryption, and certificate lifecycle.

Edit AWS IaC files including CloudFormation, SAM, CDK config, and Terraform to patch defects, prepare change set review, or unblock rollout work. Prefer this for bounded repo changes only; do not use for apply, deploy, or destructive infrastructure execution.

Review AWS resilience and business continuity strategy across RTO/RPO, dependency maps, multi-AZ, multi-Region, failover/failback, game days, runbooks, drift, and recovery validation. Prefer data protection backup steward for backup-plan/vault/restore implementation details.

name: ovhcloud-cost-finops-analyst description: Analyze OVHcloud Public Cloud cost posture across projects and regions: identify idle instances and unattached volumes, review Savings Plans and comm...

Workflow 5: orchestrate a text-only resubmit of a polished paper to a different venue under hard constraints (no new experiments, no bib edits, no framework changes, never overwrite prior submissions). Phase 0 physical isolation, Phase 0.5 health + anonymity check, Phase 1 audit (proof / claim / citation), Phase 2 microedits via auto-loop with edit-whitelist + citation-audit --soft-only, Phase 3 kill-argument adversarial gate, Phase 4 final compile + Overleaf push via /overleaf-sync. Use when user says "resubmit pipeline", "重投流程", "port paper to <new venue>", "resubmit to <venue>", "tighten paper for resubmission", or has a rejected/withdrawn paper to move to a different top venue under tight time budget.

Add cursor-based pagination for list endpoints with stable ordering (project)

Manage the Authentik identity provider via its REST API. Use when: (1) User asks to create, update, or delete users in Authentik, (2) User asks to manage groups or group memberships, (3) User asks to create a new OAuth2/OIDC application or provider, (4) User asks to protect a service with forward auth (Authentik + Traefik), (5) User asks about SSO, single sign-on, authentication, or identity, (6) User asks to manage Authentik flows, stages, or policies, (7) User asks to configure social login (Google, GitHub, Facebook), (8) User asks about OIDC for Kubernetes or who has access to what, (9) User deploys a new service that needs authentication. Authentik v2025.10.3 running in Kubernetes, managed via REST API.

Convert C code to idiomatic C++. Use when migrating C projects to C++, translating C patterns to modern C++ idioms, or refactoring C codebases into C++. Extends meta-convert-dev with C-to-C++ specific patterns covering all 8 pillars (Module, Error, Concurrency, Metaprogramming, Zero/Default, Serialization, Build, Testing).

[Implementation] Fast implementation - skip research, minimal planning

Use when reading from 1Password, discovering vaults/items, rotating secrets, or piping credentials to other tools via op CLI.