feedback-learning
feedback-learning
【开发与工程】Classify and record explicit corrective feedback without turning skills or instructions into append-only knowledge dumps.
THE SKILLS DIRECTORY
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paperclip-converting-plans-to-tasks
paperclip-converting-plans-to-tasks
【效率与协作】Decide whether Paperclip work needs delegation, and connect justified tasks with owners and real dependencies. Use when turning an authorized plan into work.
hypothesis-generation
hypothesis-generation
【数据与研究】Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready analysis plans. Used when turning observations or preliminary findings into transparent, testable research plans without treating hypotheses as facts.
crossframe-casebook
crossframe-casebook
【效率与协作】Use when CrossFrame Suite routes explicit Chinese casebook work: turning materials into reusable cases, anonymized entries, mechanisms, and retrieval indexes.
jev-social
jev-social
【数据与研究】Run read-only, browser-grounded Instagram, TikTok, or LinkedIn research through Jev routing and socai CLI, returning source-linked evidence and reports.
web-media-getter
web-media-getter
【开发与工程】One query across free image / video / GIF APIs (stock + historical/archival + GIF engines), returning normalized, license-tagged results with optional top-K download + attribution sidecar. The retrieval peer to local semantic search and generative media.
turning-engineering-analytics-into-insights
turning-engineering-analytics-into-insights
【数据与研究】Converts engineering analytics (PR / CI) data into saved PostHog insights, dashboards, and subscriptions, and explains how to query the product data directly with SQL. Covers discovering per-team GitHub warehouse tables via engineering-analytics-sources, replicating curated column semantics in HogQL, reading exposed engineering_analytics_* warehouse …
exploring-replay-vision-observations
exploring-replay-vision-observations
【效率与协作】Guides agents through pulling a Replay Vision scanner's observations, reading the findings, and acting on them — summarizing patterns across sessions, drilling into individual recordings, and turning real, corroborated issues into PostHog tasks, insights, or an investigating-replay hand-off. TRIGGER when: user wants to pull/read/triage Replay Vision …
simulate-returning-user
simulate-returning-user
【开发与工程】Send synthetic single-session multi-page traffic to a URL and confirm PostHog $pageview events fire across page views. Use when verifying that cookies persist correctly, that the same distinct_id is reused across navigations, or when debugging session-stitching issues.
harness-engineering
harness-engineering
【开发与工程】Adopt repository-level harness engineering for coding agents. Use when a user wants to prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption reports tailored to the target repository.
execute
execute
【效率与协作】/cs:execute <decision> — Generate a 90-day execution plan with weekly milestones, DRIs, and check-in cadence from an approved decision. Use when a logged decision needs to become an operating plan — e.g. turning an approved market-entry call into weekly milestones with DRIs.
self-improving-agent
self-improving-agent
【开发与工程】Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, extract recurring solutions into reusable skills. Use when: (1) reviewing what Claude has learned about your project, (2) graduating a pattern from notes to enforced rules, (3) turning a debugging …
Notion Knowledge Capture
notion-knowledge-capture
效率与协作技能，来自 openai/skills，查看原文获取完整用途和操作说明。
coverage-analysis
coverage-analysis
【数据与研究】Measures and interprets what a fuzzing campaign actually reaches, using llvm-cov, lcov, or a fuzzer's own coverage output. Covers baselining a new campaign, reading coverage reports, and turning uncovered regions into harness, seed, or dictionary work. Use when a fuzzer plateaus, when judging whether a harness is effective, after changing a harness, …
pestel-delta-monitor
pestel-delta-monitor
【数据与研究】Quarterly re-scan of a prior PESTEL analysis. Use when checking which macro factors moved, which assumptions broke, and what's new — turning PESTEL from a workshop artifact into a radar.
prd-development
prd-development
【文档与办公】Build a structured PRD that connects problem, users, solution, and success criteria. Use when turning discovery notes into an engineering-ready document for a major initiative.
roadmap-planning
roadmap-planning
【效率与协作】Plan a strategic roadmap across prioritization, epic definition, stakeholder alignment, and sequencing. Use when turning strategy into a release plan that teams can execute.
user-story
user-story
【开发与工程】Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testable conditions.
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