数据处理
数据转换、清洗与 ETL
metrics-collection
dadbodgeoff
Prometheus-compatible metrics collection with counters, gauges, and histograms. Export metrics for dashboards and alerts with proper labeling.
monorepo-structure
dadbodgeoff
Set up a Turborepo + pnpm monorepo for sharing code between frontend, backend, and workers. One repo, multiple packages, shared types, parallel builds.
feature-flags
dadbodgeoff
Implement a feature flag system for gradual rollouts, A/B testing, and kill switches. Use when you need to control feature availability without deployments, test features with specific users, or implement percentage-based rollouts.
logging-observability
dadbodgeoff
Structured JSON logging with correlation IDs, request context propagation across async boundaries, performance timing decorators, and worker metrics collection.
ai-generation-client
dadbodgeoff
External AI API integration with retry logic, rate limiting, content safety detection, and multi-turn conversation support for image generation.
backpressure
dadbodgeoff
Manage data flow when producers outpace consumers. Bounded buffers, adaptive flushing, and graceful degradation prevent OOM crashes and data loss.
cloud-storage
dadbodgeoff
Cloud storage integration with signed URLs, visibility control, multi-tenant path conventions, and presigned uploads for direct client uploads.
geographic-clustering
dadbodgeoff
Grid-based geographic clustering with O(n) performance, medoid finding for map markers, and multi-factor risk scoring from event density, sentiment, and recency.
background-jobs
dadbodgeoff
Implement robust background job processing with dead letter queues, retries, and state machines. Use when building async workflows, scheduled tasks, or any work that shouldn't block the request/response cycle.
graceful-degradation
dadbodgeoff
Build resilient systems that degrade gracefully under failure. Implement fallbacks, feature flags, and partial responses when dependencies fail.
flow-next-sync
gmickel
Manually trigger plan-sync to update downstream task specs after implementation drift. Use when code changes outpace specs.
blind-review-sanitizer
aipoch
One-click removal of author names, affiliations, acknowledgments, and excessive self-citations from manuscripts to meet double-blind peer review requirements. Preserves document structure while anonymizing sensitive information.
alumni-career-tracker
aipoch
Analyze laboratory alumni career trajectories and outcomes to provide data-driven
grant-mock-reviewer
aipoch
Simulates NIH study section peer review for grant proposals. Triggers
figure-legend-gen
aipoch
Generate standardized figure legends for scientific charts and graphs.
bcftools-variant-manipulation
jaechang-hits
"Command-line toolkit for VCF/BCF variant file manipulation. Filter, merge, annotate, query, normalize, and compute statistics on variant call files. Essential for post-variant-calling pipelines: quality filtering, multi-sample merging, rsID annotation, and genotype extraction. Companion to samtools in the HTSlib ecosystem. Use GATK instead for complex indel realignment during variant calling; use VCFtools instead for population genetics statistics."
tanstack-vue-query-skilld
harlan-zw
"ALWAYS use when writing code importing \"@tanstack/vue-query\". Consult for debugging, best practices, or modifying @tanstack/vue-query, tanstack/vue-query, tanstack vue-query, tanstack vue query, query."
vue-data-ui-skilld
harlan-zw
"ALWAYS use when writing code importing \"vue-data-ui\". Consult for debugging, best practices, or modifying vue-data-ui, vue data ui."
rev-idapython
P4nda0s
IDAPython and IDALib script reference for reverse engineering. Activate when the user needs to write IDAPython scripts in IDA, use IDALib for headless analysis, operate on IDB databases, debug with IDA, manipulate memory/registers, traverse functions/blocks/instructions, work with Hex-Rays decompiler API, handle obfuscation, or batch-process binaries.
rev-u3d-dump
P4nda0s
Dump Unity IL2CPP symbols from iOS/Android builds. Extract method names, addresses, and type info from IL2CPP binaries and global-metadata.dat, then generate IDA/Ghidra import scripts.
datafusion-python
apache
Use when the user is writing datafusion-python (Apache DataFusion Python bindings) DataFrame or SQL code. Covers imports, data loading, DataFrame operations, expression building, SQL-to-DataFrame mappings, idiomatic patterns, and common pitfalls.
section-11
CrankAddict
Evidence-based endurance coaching protocol (v11.22). Use when analyzing training data, reviewing sessions, generating pre/post-workout reports, planning workouts, answering training questions, or giving endurance coaching advice. Always read or fetch athlete JSON data before responding to any training question.
create-ex
therealXiaomanChu
Distill an ex-partner into an AI Skill. Import WeChat history, photos, social media posts, generate Relationship Memory + Persona, with continuous evolution. 把前任蒸馏成 AI Skill，导入微信聊天记录、照片、朋友圈，生成 Relationship Memory + Persona，支持持续进化。
pyimagej-fiji-bridge
jaechang-hits
"Python bridge to ImageJ2/Fiji enabling macro execution, plugin calls (Bio-Formats, TrackMate, Analyze Particles), bidirectional NumPy↔ImagePlus/ImgLib2 data exchange, and ImageJ Ops from Python. Use for automating Fiji-specific workflows headlessly from Python scripts. Use scikit-image instead for pure Python pipelines that do not require Fiji plugins; use napari for interactive visualization."