cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only5,396 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 56
Rewrite marketing copy that convertsskillMarketingSalesL1
copywriting · Homepage, landing page, or pricing-page rewrites with conversion metrics to track
WORKS 48
Find biological pathways in gene listsskillDataEngineeringL2
pathway-enrichment · Interpreting DE genes, CRISPR hits, or cluster markers into biological pathways
WORKS 48
Optimize LLM API costs and budgetskillEngineeringFinanceL2
cost-aware-llm-pipeline · Batch LLM processing with cost constraints and variable complexity per task
WORKS 48
Work with PDFs - extract, merge, encryptskillOpsLegalL1
pdf · Document processing pipelines needing text extraction or PDF combination
WORKS 48
Enforce modern C++ coding standardsskillEngineeringL1
cpp-coding-standards · New C++ projects or large refactors targeting code safety and maintainability
WORKS 48
Gather book information and metadataskillProductivityL1
book.gather_info · Building reading lists or library metadata with standardized scoring across technical/practical/clarity dimensions
WORKS 48
Write and debug C++ testsskillEngineeringL2
cpp-testing · TDD workflows and regression protection in C++ projects
WORKS 48
Build quantum ML models with PennyLaneskillEngineeringDataL3
pennylane · Hybrid quantum-classical machine learning with automatic differentiation
WORKS 48
Choose animation tech for the webskillProductEngineeringL1
creative-frontend-core · Teams building scalable multi-product UI systems
WORKS 48
Build phylogenetic trees and visualizationsskillDataEngineeringL3
phylogenetics · Comparative genomics and evolutionary hypothesis testing
WORKS 48
Route animation task to right frameworkskillEngineeringProductL1
creative-frontend-orchestrator · Large frontend projects with parallel design and engineering teams
WORKS 48
Perform genomic interval operationsskillDataEngineeringL2
polars-bio · Large-scale genomics workflows with fast aggregation and filtering
WORKS 45
Orchestrate multi-agent systems with CrewAIskillEngineeringProductL3
crewai · Complex knowledge work requiring multi-agent collaboration and tool chains
WORKS 48
Transform data with high-performance PolarsskillDataEngineeringL2
polars · Data transformations faster and more memory-efficient than pandas
WORKS 48
Distribute content across social platformsskillMarketingL2
crosspost · Distributing thought leadership or product updates across channels
WORKS 48
Create PowerPoint research postersskillMarketingL1
pptx-posters · Rapid poster generation for conferences when design-first tools unavailable
WORKS 48
Manage customer billing and subscriptionsskillFinanceL2
customer-billing-ops · SaaS/subscription businesses needing automated, compliant billing
WORKS 48
Create and edit presentationsskillMarketingL1
pptx · Programmatically designing presentations with design system compliance
WORKS 48
Check Solana wallet balancesskillFinanceL2
sol-account-info · Checking Solana account types without full RPC setup
WORKS 48
Query biological data and drug interactionsskillDataL2
primekg · Discovering drug repurposing via knowledge graph queries
WORKS 48
Update ticket descriptionsskillOpsL1
ticket-body · Orchestrating ticket updates with approval workflows
WORKS 48
Build custom Tauri app windowsskillEngineeringL2
customizing-tauri-windows · Building frameless desktop apps with custom chrome
WORKS 48
Classify shipments and optimize tariffsskillOpsL2
customs-trade-compliance · Navigating complex tariff and duty calculations
WORKS 48
Train reinforcement learning models at scaleskillEngineeringL3
pufferlib · Training RL agents at 1M+ steps per second
WORKS 48
Teach and practice languagesskillProductivityL1
language-tutor · Delivering adaptive language learning with feedback
WORKS 48
Build production Flutter applicationsskillEngineeringL2
dart-flutter-patterns · Writing testable null-safe Flutter apps
WORKS 48
Analyze gene expression from RNA-seqskillDataL2
pydeseq2 · RNA-seq differential expression with multi-factor designs
WORKS 48
Build operator monitoring dashboardsskillOpsL2
dashboard-builder · Creating operational dashboards answering real questions
WORKS 48
Process medical imaging filesskillDataL2
pydicom · Processing medical DICOM images without manual parsing
WORKS 48
Implement data quality validationskillDataL2
data-quality-frameworks · Using data-quality-frameworks when it is the specialized tool
WORKS 48
Build healthcare machine learning pipelinesskillDataL3
pyhealth · Using pyhealth when it is the specialized tool
WORKS 48
Debug historical compiler codeskillEngineeringL3
re-bridge · Using re-bridge when it is the specialized tool
WORKS 48
Turn data into executive storiesskillMarketingL1
data-storytelling · Turning data into persuasive visual narratives
WORKS 48
Automate lab equipment workflowsskillEngineeringL3
pylabrobot · Using pylabrobot when it is the specialized tool
WORKS 48
Import reusable plugin assetsskillEngineeringL2
agentic-import · Using agentic-import when it is the specialized tool
WORKS 48
Map codebase structure for agentsskillEngineeringL2
data-structure-protocol · Using data-structure-protocol when it is the specialized tool
WORKS 48
Analyze crystal structures and materialsskillDataL2
pymatgen · Using pymatgen when it is the specialized tool
WORKS 48
Accelerate large data transfersskillEngineeringL3
data-throughput-accelerator · When pipeline throughput is the bottleneck and data correctness must be auditable via hard counts.
WORKS 48
Build Bayesian statistical modelsskillDataL2
pymc · When you need quantified uncertainty in a statistical model and can validate priors beforehand.
WORKS 48
Plan zero-downtime database migrationsskillEngineeringL2
database-migrations · When you must alter production schema without downtime and need to prove rollback works.
WORKS 48
Optimize multi-objective engineering designsskillEngineeringProductL3
pymoo · When you need to explore trade-offs among 2+ conflicting objectives and choose based on domain knowledge.
WORKS 48
Build BlueBubbles messaging pluginsskillEngineeringL3
bluebubbles · When you need to bot/automate iMessage conversations without native Mac integration.
WORKS 48
Select optimal database architectureskillEngineeringL2
databases-data-core · When designing schema or picking a store—stops you from solving the wrong problem with the wrong engine.
WORKS 48
Analyze mass spectrometry LC-MS dataskillL3
pyopenms · When you need end-to-end proteomics analysis with feature detection and ID integration.
WORKS 48
Log agent handoffs and blockersskillOpsEngineeringL1
handoff-log-update · When an agent completes work and must notify the next owner with context.
WORKS 48
Route data engineering tasks correctlyskillEngineeringL1
databases-data-orchestrator · When a user asks a data question but hasn't specified which database engine or skill they need.
WORKS 48
Process genomic sequencing dataskillL2
pysam · When you need to integrate BAM, VCF, and FASTA data in a bioinformatics pipeline.
WORKS 48
Write technical documentation pagesskillEngineeringProductL1
ce-rtd-writer · When you need consistent, searchable documentation with correct toctree integration.
WORKS 48
Build fault-tolerant Go workflowsskillEngineeringL3
dbos-golang · When you need exactly-once, fault-tolerant orchestration for multi-step operations in Go.
WORKS 48
Access drug discovery ML datasetsskillL2
pytdc · When you need to extract trends and seasonality from time-series data without manual feature engineering.
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