chain-system/SKILL.md
Create, list, and load multi-session chain links that capture work context for later continuation. Use when you want to save current progress, resume a project from a prior session, or inspect chain history. Triggers: chain link, chain load, chain list, save context, resume work, continue later, session handoff.
npx skillsauth add deevsdeevs/agent-system chain-systemInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Capture durable, structured summaries of work so a later session can resume without re-discovery. Provide three subcommands under one skill: link, load, and list.
Invoke with a subcommand:
$chain-system link <chain-name>
$chain-system load <chain-name>
$chain-system list
If the chain name is missing for link or load, ask the user for it.
Default to .claude/chains to remain compatible with the existing Claude chain-system plugin. If the user explicitly wants Codex-only storage, switch to .codex/chains and confirm.
linkCreate a new chain link summarizing the current work.
Steps:
mkdir -p .claude/chains/<chain-name>.date '+%Y-%m-%d-%H%M'..claude/chains/<chain-name>/<timestamp>-<slug>.mdUse the same file format each time so load can extract summary and next step reliably.
loadLoad the most recent chain link for a named chain.
Steps:
ls .claude/chains/<chain-name>/*.md 2>/dev/null | sort -r | head -1list.ls .claude/chains/<chain-name>/*.md 2>/dev/null | sort -r | head -5listList all chains with counts and most recent link.
Steps:
ls -d .claude/chains/*/ 2>/dev/nullls .claude/chains/<chain-name>/*.md 2>/dev/null | wc -l)ls .claude/chains/<chain-name>/*.md 2>/dev/null | sort -r | head -1)link to start one.development
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.
development
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.
testing
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.
development
Use when building Go applications requiring concurrent programming, microservices architecture, or high-performance systems. Invoke for goroutines, channels, Go generics, gRPC integration.