cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

WORKS 48
Execute genomics workflows on DNAnexusskillEngineeringL3
dnanexus-integration · Deploying bioinformatics pipelines (alignment, variant calling, quality control) to a managed cloud platform with built-in data governance.
WORKS 48
Deploy and manage Cloudflare infrastructureskillEngineeringL3
cloudflare-manager · Rapid infrastructure-as-code deployment of Cloudflare services when you need immediate URL feedback and scripted setup.
WORKS 48
Create formatted Word documentsskillOpsProductivityL1
docx · Programmatically generating professional Word documents with complex formatting (TOC, headings, styled lists, page breaks) when manual editing is infeasible.
WORKS 48
Map codebase architecture and dependenciesskillEngineeringL2
architecture-knowledge-graph · Creating an auditable, queryable service map across multiple repos when you need to track deployment units and their communication patterns.
WORKS 48
Route Cloudflare tasks to specialistsskillEngineeringL2
cloudflare-orchestrator · Unblocking a Cloudflare user who knows what they want to build but not which skill/service to use.
WORKS 48
Run protein folding and embeddings modelsskillEngineeringL2
esm · Computing per-residue embeddings for downstream ML tasks (docking, binding prediction, active-site detection) when you need a pretrained protein encoder.
WORKS 48
Design clean architecture diagramsskillEngineeringProductL1
excalidraw-diagram-design · Creating hand-drawn style system diagrams when you want visual clarity without the stiffness of Visio or PlantUML.
WORKS 48
Deploy Cloudflare Workers and PagesskillEngineeringL2
cloudflare · Quick reference for common Cloudflare questions when you don't need specialized skill depth.
WORKS 48
Analyze phylogenetic tree dataskillEngineeringL2
etetoolkit · Comparative genomics and phylogenetic analysis when you need programmatic tree manipulation and statistical summaries.
WORKS 48
Generate workflow and process diagramsskillOpsProductL2
flowzap-diagrams · Quickly iterating on process flowcharts and decision trees when you need automatic layout and export.
WORKS 48
Create interactive code walkthroughsskillEngineeringProductivityL1
code-tour · Onboarding developers or documenting complex code patterns when linear documentation is insufficient.
WORKS 48
Search technical and scientific contentskillDataSalesL2
exa-search · Finding technical references, research papers, and blog posts when keyword search is too literal.
WORKS 48
Reference valid CLI commandsskillL1
2293-commands_b3537439 · Legacy command execution when no more specific skill is available.
WORKS 54
Onboard to new codebases quicklyskillEngineeringL2
codebase-onboarding · Bootstrapping documentation for an unfamiliar codebase when you need structure before reading individual files.
WORKS 48
Analyze scientific data filesskillDataL2
exploratory-data-analysis · Quickly understanding data distribution, correlations, and anomalies before modeling when you need visual and statistical summaries.
WORKS 48
Orchestrate coding agents non-interactivelyskillEngineeringL3
coding-agent · Rapidly bootstrapping code or refactoring when you have a clear spec and want to avoid manual boilerplate.
WORKS 48
Parse flow cytometry data filesskillDataL1
flowio · Flow cytometry experiments requiring FCS file parsing and event data extraction.
WORKS 48
Build chromatin accessibility mapsskillDataL2
accessibility-aggregation · Building comprehensive open chromatin maps from multiple ATAC-seq and DNase-seq experiments.
WORKS 48
Run computational fluid dynamics simulationsskillEngineeringL2
fluidsim · High-performance computational fluid dynamics simulations with pseudospectral methods.
WORKS 48
Batch process genome experimentsskillDataL2
batch-analysis · Quality screening and comparison across 5+ ENCODE experiments simultaneously.
WORKS 48
Generate images with AI modelsskillMarketingProductivityL2
generate-image · Creating visual assets and artwork when technical diagrams are not needed.
WORKS 48
Train genomic region embeddingsskillDataL2
geniml · Unsupervised learning on genomic interval data, region embeddings, and single-cell ATAC analysis.
WORKS 48
Validate single-cell gene expressionskillDataL2
cellxgene-context · Resolving cell-type contributions to bulk ENCODE regulatory signals using single-cell expression.
WORKS 48
Fetch department information from FeishuskillOpsL2
organization-batch-get-departments-skill · Fetching department metadata in bulk from Feishu (Lark) directory systems.
WORKS 52
Analyze competitor positioning and messagingskillSalesMarketingL1
competitor-teardown · Structured competitive analysis comparing positioning, messaging, and channel behavior.
WORKS 48
Process satellite imagery and geospatial dataskillDataL3
geomaster · Geospatial workflows spanning satellite imagery, GIS operations, and spatial ML across 70+ topics.
WORKS 48
Generate ENCODE research citationsskillEngineeringL1
cite-encode · Formatting citations for ENCODE datasets and publications consistently.
WORKS 48
Build multiplatform Kotlin Compose UIskillEngineeringL2
compose-multiplatform-patterns · Building reusable UI component patterns for web and mobile platforms simultaneously.
WORKS 48
Analyze geographic and spatial dataskillDataL2
geopandas · Vector geospatial data operations (shapefiles, GeoJSON) with spatial joins and analysis.
WORKS 48
Annotate genetic variants with clinical dataskillEngineeringL2
clinvar-annotation · Annotating genomic variants with ClinVar pathogenicity and frequency data.
WORKS 48
Refactor React components for flexibilityskillEngineeringL1
composition-patterns · Documenting and testing reusable component composition architectures.
WORKS 48
Detect and report available compute resourcesskillEngineeringL1
get-available-resources · Discovering available cloud resources and capabilities programmatically.
WORKS 48
Compare regulatory patterns across tissuesskillDataL2
compare-biosamples · Comparing metadata and attributes across ENCODE biosamples.
WORKS 48
Build computer-use agents with vision and controlskillEngineeringL3
computer-use-agents · Deploying AI agents to automate computer interactions and workflows.
WORKS 48
Query bioinformatics databases rapidlyskillDataL2
gget · Querying genomic databases and retrieving sequence and annotation data.
WORKS 48
Cross-reference genomics with scientific literatureskillDataL2
cross-reference · Linking data across multiple heterogeneous sources with consistent identifiers.
WORKS 48
Reference conductor orchestration contractsskillEngineeringL2
conductor-core · Closing feedback loops across spec→resolve→orchestrate→enforce→review→ship in multi-organ systems where each phase owns a distinct gate.
WORKS 48
Submit protocols to autonomous lab executionskillOpsL2
ginkgo-cloud-lab · Validating protein expression or generating rapid fluorescent bioart when local infrastructure unavailable; 5–11 day turnaround beats lab overhead.
WORKS 56
Track data provenance for publicationskillDataL2
data-provenance · Publishing genomics workflows where 'we aligned with STAR' is too vague—lock down exact versions, genomes, parameters, and accessions for publication-ready methods.
WORKS 55
Design premium websites with minimal eleganceskillProductL2
luxury-frontend-design · Client-facing high-end e-commerce, SaaS landing pages, or luxury event sites where visual polish directly impacts conversion and brand perception.
WORKS 48
Execute spec-driven builds through feedback loopskillEngineeringL3
conductor-orchestrator · Multi-organ builds where each task needs the right capability loadout (not generic) and visual work needs brand taste injected before code generation.
WORKS 48
Engineer protein glycosylation patternsskillEngineeringL2
glycoengineering · Antibody Fc optimization (enhanced ADCC/CDC), therapeutic half-life engineering, or vaccine design where glycan patterns directly control immune recognition.
WORKS 48
Research disease mechanisms with genomicsskillDataL2
disease-research · Disease mechanism research where non-coding variants need interpretation, or identifying therapeutic targets from epigenomic evidence rather than coding-only databases.
WORKS 48
Initialize Conducty for first-run setupskillEngineeringL2
conducty-bootstrap · First-time Conducty users who need muscle-memory of the full cycle (Plan→Execute→Verify→Improve) before running real multi-agent work.
WORKS 48
Analyze genomic intervals at scaleskillDataL3
gtars · Genomic interval analysis where performance matters (millions of regions) or tokenization for genomic ML models; orders of magnitude faster than bedtools in pure Python.
WORKS 48
Download ENCODE genomics filesskillDataL2
download-encode · Bulk download and organization of ENCODE files when local infrastructure needed; starts with dry_run preview to confirm scope before committing.
WORKS 48
Process code review feedback systematicallyskillEngineeringL1
1481-receive-feedback_553c0e44 · Closing the learning loop in multi-agent systems where human feedback refines next-cycle decisions.
WORKS 48
Verify quality gates between work groupsskillEngineeringL2
conducty-checkpoint · Enforcing independent evidence per task before multiplying work; prevents bad specs from cascading into later phases.
WORKS 48
Extract and normalize histology image tilesskillProductL2
histolab · Cancer histopathology or tissue classification when patch-level features matter more than whole-slide; enables GPU-scale training on high-res scans.
WORKS 48
Annotate genetic variants with regulatory impactskillProductL2
ensembl-annotation · Genomics workflows where you need canonical gene structure, variant consequences, or cross-species orthologs; authoritative source (if on-date).
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