Software Development AI Skills

Create and use BAI/CSI indices for BAM/CRAM files using samtools and pysam. Use when enabling random access to alignment files or fetching specific genomic regions.

Expand all TaskMaster tasks with deep research before coding begins. Reads tasks.json, launches parallel research agents per task in waves using the research-expander agent. Writes findings back to…

Apple Human Interface Guidelines for Apple Watch. Use when building watchOS apps, complications, or workout features. Triggers on tasks involving Watch UI, Digital Crown, glanceable interfaces, or…

Run skill evals via evals/runner.js — wrapper validates skill names, captures stdout/stderr, persists JSON results. Triggers: bkit evals, evals run, skill quality, eval runner

Design Jev-assisted workflows using collected use cases, references and examples. Adapt and combine patterns, then use Jev for classification, scoring or candidate selection when useful, including…

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

Diagnose hard bugs and performance regressions with reproducible evidence, focused hypotheses, and proportional instrumentation. Use when something is broken, failing, throwing, intermittently wrong,…

基金经理深度行为审计引擎。逐笔买卖验尸(拿12个月后走势验对错)、独立决策取证(同门/全市场/热榜三把尺子)、K线战役回放、抄作业指数、被动减仓判定、造神检测、闸门时间轴、年底冲排名、一车多牌、开门批次,产出单文件交互 HTML 报告。当用户要求分析某只基金或基金经理、判断能不能买、经理水平如何、独立性如何、Alpha…

零界挑战二：密钥交换周期 — 每5分钟执行，检查私信、处理密钥碎片、执行TFT决策、拼接提交flag。

Use this skill when setting up, initializing, or Dockerizing a project, even if the user doesn't explicitly mention Docker but describes a need for containerized local development, adding a database…

Quality audit of a whole repo: bugs, security holes, what breaks under real load, risky code without tests, slow paths, and what to delete, merge or split. Ranked, each finding explained in plain…

Use after a session to promote useful episodic notes from logs/episodic/ into distilled, dated entries in MEMORY.md and memory/semantic/.

Use when an n8n workflow isn't working, errors appear, results don't match what was expected, or the user says "this isn't working." Triggers on errors, unexpected output, "it's not working", "why is…

Create custom subagents for specialized AI tasks. Use when the user wants to create a new type of subagent, set up task-specific agents, configure code reviewers, debuggers, or domain-specific…

Troubleshoot and resolve common issues with the ClickHouse Node.js client (@clickhouse/client). Use this skill whenever a user reports errors, unexpected behavior, or configuration questions involving…

A skill for reading and writing Bilibili data with Python + UV, using bilibili-api-python + aiohttp. It automatically obtains cookies through `browser_use get_cookies` for authentication, so no manual…

Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration

Use when users report access denied errors, see wrong data, RLS policies are not working, or when troubleshooting Row-Level Security issues in Butterbase

Have an interactive discussion about a topic, approach, feature, or bug without making code changes. Researches the codebase as needed and talks through options. Use to think through an approach…

Final arbiter for Bug Hunter. Receives Hunter findings and Skeptic challenges, independently re-reads code, and delivers authoritative verdicts with CVSS scoring and proof-of-concept generation for…

Set up a Cursor Automation that proves each pull request on a Revyl cloud device using a CI-uploaded build. Use when creating Cursor proof, BYO-CI device proof, proof of changes without the Revyl…

Check and deploy Signal (the `remote-api` service in `remote/`) to production from a release tag. Use when asked to deploy, redeploy, update or roll back Signal, to check that a Signal deployment has…

Use this skill to fix scroll jank, lost item state, and broken animateItem() animations in LazyColumn, LazyRow, LazyVerticalGrid, and LazyHorizontalGrid. Covers stable item keys, contentType for…

Owns what a session cost and who it was for, under src/contexts/telemetry/ — reading a tool's own local files, attributing a figure to a person, a task, a flow or a step, and the sink that keeps…

Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling.

Propose minimal seams and local substitutes so tests run without real RDBMS/Redis/Mongo infrastructure.

Generate a PartCAD part from a natural-language description (and optional reference images/requirements) by authoring a CAD script and validating it with the PartCAD CLI. Use for /pc:gen-part or when…

IR playbook execution, evidence collection, forensic timeline analysis, memory forensics, and post-incident reporting following NIST SP 800-61 and SANS PICERL methodology

Independently witness that an Allium loop's convergence claim is true and was reached honestly. Use when the user wants to verify a loop's self-report, confirm tests really pass and no generated test…

Generates standalone Markdown reference documentation for QML components and applications. Use this skill whenever you want to document QML files, create API reference docs for a QML component or…

Use this skill whenever the user wants to create, customize, or troubleshoot G6 v5 graph/network visualizations. Triggers include: any mention of 'G6', 'antv g6', '@antv/g6', 'G6 graph', 'G6 图',…

Use for login-walled portals and headless browser automation with agent-browser. Skip public HTTP reading and explain-only questions.

Reviewer lane of the super-board pipeline and standalone PR/branch readiness review — forms its own hypotheses before reading the builder's summary, remembers prior findings and re-checks each with…

Add real-time voice conversations to a custom agent runtime with ElevenLabs Speech Engine. Use when building Speech Engine servers, WebSocket handlers, WebRTC browser clients, conversation token…

Sets up, manages, queries, and configures Cloud Firestore databases (Standard/Enterprise edition), including data modeling, security rules, indexes, and SDK integrations (Web, Python, iOS, Android,…

聚宽（JoinQuant）本地数据 SDK，提供 A 股行情、历史K线、财务数据、指标数据等，与聚宽官网数据同源。当用户提及 jqdatasdk、聚宽数据、需要获取A股数据，或已注册聚宽账号时使用。与 baostock（免费）和 tushare（数据最全）不同，jqdatasdk 需注册聚宽账号获取 Token，适合已在使用聚宽平台的用户。本地数据获取请用本技能，聚宽官网策略开发请用…

Comprehensive smart contract security audit framework with multi-expert analysis. Use for full audits of Ethereum / EVM Solidity and Vyper, Solana / SVM Anchor Rust, TON / FunC / Tact, or Sui / Move…

Annotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to tasks, specify input/output datasets, or enable lineage tracking for operators…

Guides the creation of detailed agile feature documentation from an existing epic. Use when the user wants to split an epic into feature files, derive features with scope and acceptance criteria, or…

SAP BTP best practices for enterprise architecture, account management, security, and operations, with verification evidence tracked in the repository ledger. Use when planning BTP implementations,…

Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring…

Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time. Use when user asks to: check calendar, schedule a meeting, create an event, find available…

Alt text, SVGs, figures, charts, heading order, page titles and landmarks.

Use to structure collaborative success plans with milestones, KPIs, and governance.

GitHubのプルリクエスト（PR）を作成する際に使用します。変更のコミット、プッシュ、PR作成を含む完全なワークフローを日本語で実行します。「PRを作って」「プルリクエストを作成」「pull requestを作成」などのリクエストで自動的に起動します。

Write Blender 5.2 add-ons as extensions - blender_manifest.toml, operators/panels/menus/property groups/preferences, bpy.props rules after 5.0, undo/redo, modal and timer patterns, gpu drawing (no…

Migrate from npm-installed metaswarm to the marketplace plugin — removes redundant files with safety checks

Turns a reviewed spec or decided brief into ordered tasks for separate agent runs. Use for implementation tasks, tracker tickets, or useful milestones. Do not use for one coding task or its short…

Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool ...

Extract canonical domain terms into CONTEXT.md. Flag ambiguities (same word, different meanings) and synonyms (different words, same meaning). Re-invoking updates the file in place. Use when authoring…

Ghost Security - Secrets and credentials scanner. Scans codebase for leaked API keys, tokens, passwords, and sensitive data. Detects hardcoded secrets and generates findings with severity and…