Conduct comprehensive market research and competitive analysis to validate the problem and understand the market landscape.
Guide de recherche UX : interviews, tests utilisateurs, personas et analyse. Se déclenche avec "UX research", "recherche utilisateur", "interview utilisateur", "test util — from…
Validation E2E parallela con Agent Team: test API e browser eseguiti simultaneamente in worktree separati.
Structured development workflows using /brainstorm, /write-plan, and /execute-plan patterns. Transform ad-hoc conversations into systematic project execution with…
Invoke DEVCOM_RESEARCH for deep research, cross-disciplinary analysis, and novel problem solving. Use when exploring cutting-edge concepts or investigating patterns that — from…
Invoke DEVCOM_RESEARCH for deep research, cross-disciplinary analysis, and novel problem solving. Use when exploring cutting-edge concepts or investigating patterns that — from…
Collect improvement insights from UI/UX reviews, document research, or external references, convert confirmed items into development requirements.
Use when creating a new contribution (analysis, experiment, dataset, software, reproduction) or regularizing a draft folder into badge compliance with its LaTeX report.
Build deterministic, high-performance gameplay systems, character controllers, state machines, and combat mechanics across game engines.
Develop a gas chromatography method from scratch: define analytical objectives, select column chemistry, optimize temperature programming, choose carrier gas and detector, and…
Develop a high-performance liquid chromatography method: define separation goals, select column chemistry and mobile phase, optimize gradient and flow conditions, choose the…
Builds a prioritized keyword list for technical search queries (error strings, "how to X in Y" tasks, integration intents, comparisons, migrations) mined from docs search logs,…
SEO strategy for technical queries and developer audiences. Covers keyword research for "how to X in language" queries, error message SEO, Stack Overflow-style content, technical…
Complete Developer workflow orchestration - task research sequence, implementation flow, validation gates, PRD synchronization, exit conditions.
Personal development philosophy emphasizing experiment-driven, fail-fast approach. Activate when planning implementations, reviewing code architecture, making design decisions, or…
Load development-mode context for codebase work — engineering principles and environment conventions.
Use when targeting Developmental Cell or deciding whether a developmental or cell-biology manuscript fits this venue.
AI Agent / LLM 应用工程化方法论。指导如何把一个 AI 智能体应用"拆成哪几块 + 如何避免重走老路"：分层管道、规则优先+LLM兜底、多模型触点路由、Prompt 统一治理、超时/缓存/降级、评测闭环、多厂商 SDK 适配。Triggers on "AI agent 架构", "LLM 应用怎么拆", "规则还是大模型", "prompt…
Review completed dev sessions to decide whether work should be distilled into devlab-* assets (skills, CLI tools, MCP servers, loops, subagents, or knowledge cards).
前后端契约规范技能（contract 技能簇首个，定位介于 devlab-srv-* 与 devlab-web-* 之间）。约束大型前后端分离项目的接口/序列化契约、字段类型一致性、错误码与配置分层，提供契约校验与联调防错清单。Triggers on "前后端契约", "接口对不上", "序列化", "字段类型不一致", "contract", "api…
DAO 层通用 SQL 方言兼容性检查 + 系统性修复工作流。支持 MyBatis/JPA/MyBatis-Plus/SQLAlchemy 四种持久层框架，扫描源码识别 Oracle/PostgreSQL/MySQL 方言混用风险，自动修复 80% 常见陷阱，剩余 20% 由 Agent 辅助人工确认。七阶段流程 + adapter…
数据库数据层安全迁移专家技能。覆盖 schema 演进（加列/改约束/建索引）与数据搬迁的完整安全流程：备份→幂等检测→迁移→验证→失败回滚。当项目需要变更已有表结构、生产报 no such column / 唯一约束冲突、或需编写独立迁移脚本时使用。与 devlab-dao-sql-compat 互补：本技能管数据层面，后者管 SQL…
eval 自评测体系驱动的 AI Agent 生产体系方法论。以评测集为核心资产，建立"评测集组织 + Mock 隔离 + 标准化比对 + 自动评测脚本 + 回归门禁"闭环；L3 数据后端接 Langfuse（dataset/scores/LLM-as-judge），配套 evalctl CLI（已发布 0.2.x）。Triggers on "评测集",…
通用 spec 驱动的 AI 协作开发方法论。把需求转成 requirements/design/tasks 三件套提案作为事实源，经审查→细化→分任务执行→回归验证，全程 human-on-the-loop。适用于任何支持 spec 工作流的 AI IDE/Agent（Kiro spec 仅为一个 example）。Triggers on "spec…
后端 API 测试专家技能。支持 Java（JUnit）/ Python（pytest）/ Node.js（supertest + jest）后端项目的接口测试、Mock 服务、测试数据管理。
技术债全生命周期运维：审计分析\u2192建议报告\u2192确认后重构（微观+宏观）\u2192回归验证。覆盖从\u201c发现债务\u201d到\u201c安全消除\u201d的闭环。Triggers on \"\u91cd\u6784\", \"\u6280\u672f\u503a\",…
前端项目上下文理解规则资产（-context 家族首个成员）：双模式（模式 A 规则包被 devlab-context-bootstrap 文件契约委托 / 模式 B 独立四步渐进式理解），产出前端 context 画像（7 固定键 + 置信度标注），供 bootstrap 消费填五件套台账。
存量 Web 系统深度功能验收方法论（L1-L4）。registry 功能点驱动 + 唯一入口执行器 + 假成功嗅探 + 三对齐审计，覆盖盘点建模、用例固化、失败五分类路由、多会话认领协作。与 devlab-web-test-e2e（绿field 用例生成）分工：本技能面向已有系统的全功能点深度验收与回归资产管理。实战陷阱全量清单见…
ECharts 在 Astro/前端项目中的完整集成指南，包含 tree-shaking、IntersectionObserver 按需加载、自定义系列集成、拓扑图实现、雷达图配置、Astro Islands 数据传递、调试经验。
Web / 前端工程化能力层（Frontend Engineering Capability）。语言无关覆盖六域：Project Bootstrap、Build、Dependency、Packaging、Runtime/Environment、Engineering Convention。路由键 = 语言 × 框架 双维：TS 主线 / JS 兼容 /…
Use when building a browser/web extension from scratch, especially one that extracts, downloads, or enhances data from an existing web app.
前端 GlitchTip 错误追踪接入技能。凡是用户提到 GlitchTip、Sentry SDK、前端错误聚合、Source Map 上传、JS 错误追踪、Issue 管理时触发。框架无关，支持 Vue/React/Angular/Svelte/原生 JS。
前端 SkyWalking RUM 接入技能。凡是用户提到前端监控、RUM、skywalking-client-js、Web Vitals 采集、浏览器端链路追踪、前端错误上报时触发。框架无关，支持 Vue/React/Angular/Svelte/原生 JS。
Web E2E 测试专家技能。专注 Vue/React 前端项目的浏览器端到端测试能力，基于 Playwright + AI Agent 实现测试计划生成 → 代码生成 → 失败修复的完整闭环。
Web 视觉化操作（Web Visual Operations）：对 Web 应用做 Observe/Navigate/Interact/Inspect/Validate/Capture 的 day-2 操作手册。Router 层统一编排 Playwright（确定性）、Stagehand（AI…
Pipelines GitLab CI/CD — stages, jobs, runners, artifacts, environments et Auto DevOps. Se déclenche avec "GitLab CI", "gitlab-ci.yml", "pipeline GitLab", "runner GitLab" — from…
Activated when facing research tasks, bulk file reading, codebase analysis, code generation, or testing work.
DevTeam v4.0 — Adaptive Code Fluidity & Architecture Engine. Calibrated scoring against the 7 Laws of Code Fluidity, domain auto-detection, regression guard, and project-docs…
Tierversuchsethik-Pflichten in DFG-Antraegen: 3R-Prinzip (Replace, Reduce, Refine), TierSchG, TierSchVersV, Tierversuchsantrag bei der Behoerde parallel zur DFG.
Hypothesis-first bug diagnosis. Verify the user's diagnosis before proposing alternatives. Keywords: bug, diagnose, debug, fix, hypothesis, root cause, crash, error, timeout,…
Find the root cause of a bug on a cliban ticket and prove it, logging the hypothesis ledger to the ticket as you go.
Disciplined diagnosis loop for hard bugs and performance regressions. Reproduce → minimise → hypothesise → instrument → fix → regression-test.
Runs diagnostics and a health check on one PostHog experiment: its setup, exposures, results and changes during the run.
Diagnoses bias, anomalies, and strange results on a PostHog experiment. Covers 0-exposure experiments, sample ratio mismatch, identity fragmentation, multi-variant exposure,…
Am I agreeing because it SOUNDS right, or because it IS right? Recursive adversarial dialectic for testing any claim, finding, or synthesis against its own opposite.
Direct the dialectical methods subdomain — route meta-methodological requests to Socratic questioning, steel-manning, thought experiments, or structured dialectic.
Dial in interface parameters of any kind — add live, tweakable controls (dials/knobs/sliders/timelines) to a UI so values like animation timing, spacing, colors, and physics can…
Log a daily check assessment for developer experience. Captures good/bad day indicators from C-6/C-7 research.
De-identify DICOM medical images by removing PHI tags for research sharing, with audit logging and study-linkage preservation support.
Convert informal English words, phrases, collocations, and sentence fragments into precise TOEFL-appropriate alternatives while preserving meaning and register.
verkoerpert den charakter die macherin (the doer / the executor) als umsetzungsgetriebene, entscheidungsorientierte rolle.
Simulated academic peer review for economics papers, named in honour of Claude Diebolt. Creates independent referee agents who review your paper in isolation.
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Diffusion-based molecular docking to predict 3D ligand–protein binding poses (blind docking) with confidence scoring; use when you need pose prediction for drug discovery or…
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Differentiable biophysical simulation framework for inferring Hodgkin-Huxley parameters from extracellular MEA data.
Differential abundance testing for microbiome data using compositionally-aware methods like ALDEx2, ANCOM-BC2, and MaAsLin2.