Agent skill

dev-experts

Apply opinionated developer personas for architecture decisions, production debugging, language-specific code review, comprehensive reviewer passes, and test strategy. Use when you need an architect plan, devops investigation, Rust/Python/C++ review, grumpy reviewer audit, or tester-driven test plan. Triggers: architect, devops, rust-dev, python-dev, cpp-dev, reviewer, tester, pre-merge review, refactor for maintainability.

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Forks 6

Install this agent skill to your Project

npx add-skill https://github.com/DeevsDeevs/agent-system/tree/main/dev-experts

SKILL.md

Dev Experts

Use a single skill with persona selection. If the user specifies a persona name, use that persona. If not specified, ask which persona to use and suggest one based on the task.

Persona Map

  • architectagents/architect.md
  • devopsagents/devops.md
  • rust-devagents/rust-dev.md
  • python-devagents/python-dev.md
  • cpp-devagents/cpp-dev.md
  • revieweragents/reviewer.md
  • testeragents/tester.md

Workflow

  1. Read README.md for the global flow and constraints.
  2. Read the selected persona file and follow its workflow verbatim.
  3. Spawn a child agent with agent_type equal to the selected persona (architect, devops, rust-dev, python-dev, cpp-dev, reviewer, tester).
  4. Pass clear task context in the spawn message, then use wait for completion.
  5. If needed, send targeted follow-ups with send_input, then wait again.
  6. Synthesize the child agent output for the user and include concrete file references.
  7. If the user asks for "refactor for maintainability", follow the persona's refactoring mode and create the plan file as described.
  8. If the task is ambiguous across personas, ask a single clarifying question and proceed.

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arxiv-search

Search arXiv preprint repository for research papers in physics, mathematics, computer science, quantitative biology, finance, and statistics. Use when finding academic papers, preprints, ML research, scientific publications. Triggers: arxiv, preprint, research paper, academic paper, scientific literature.

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mft-research-experts

Run research orchestration for data quality, factor geometry, hypothesis validation, and incident forensics. Use when you need SHIP/KILL/ITERATE decisions with strict validation. Triggers: mft-strategist, data-sentinel, factor-geometer, skeptic, forensic-auditor, research pipeline, hypothesis validation, post-mortem.

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DeevsDeevs/agent-system

datetime

Get current date and time in various formats. Use whenever you need the current date, time, timestamps, or formatted datetime values for any purpose (logging, file naming, scheduling, comparisons, etc.)

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DeevsDeevs/agent-system

97-dev

Apply timeless programming wisdom from "97 Things Every Programmer Should Know" when writing, reviewing, or refactoring code. Use for design decisions, code quality checks, professional development guidance, testing strategies, and workflow optimization.

36 6
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DeevsDeevs/agent-system

polars-expertise

This skill should be used when the user asks about Polars DataFrame library (Apache Arrow) for Python or Rust. Triggers: "polars expressions", "lazy vs eager", "scan_parquet streaming", "convert pandas to polars", "pyspark to polars", "kdb to polars", "group_by_dynamic", "rolling_mean", "polars window functions", "asof join", "polars GPU", "polars parquet", "LazyFrame". Time series: OHLCV resampling, rolling windows, financial data patterns. Performance: native expressions over map_elements, early projection, categorical types, streaming.

36 6
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DeevsDeevs/agent-system

venue-expert

This skill should be used when the user asks about "market microstructure", "exchange mechanics", "order book", "auction", "NBBO", "Reg NMS", "trading venue", "halt", "LULD", "tick size", "maker-taker", "price-time priority", "SIP", "direct feed", "TRF", "wholesaler", "PFOF", "best execution", "trade-through", "ISO", "opening cross", "closing cross", "NOII", "ITCH", "OUCH", or mentions specific exchanges (Nasdaq, NYSE, CME, Binance, SHFE, DCE, CZCE, CFFEX, INE, etc.). For Chinese futures: "CTP", "综合交易平台", "夜盘", "night session", "看穿式监管", "position limits", "持仓限额", queue position in Chinese markets, or Chinese product codes (rb, cu, sc, if, ic, i, j, ta, ma, etc.). Provides hierarchical venue expertise for research and debugging trading systems.

36 6
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