cyberneticlibrary

The library

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

WORKS 48
Persist project memory across sessionsskillEngineeringL1
ck · Maintaining project briefing without manual recap on every session resume.
WORKS 48
Profile how someone thinksskillProductivityL1
dhdna-profiler · Fast DNA feature extraction for ML model input (classification, regression).
WORKS 48
Learn DaVinci Resolve video editingskillEngineeringL1
docs · Automating complex post-production workflows (color, editing, effects) when manual Resolve UI interaction is too slow or repetitive.
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
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
Create interactive code walkthroughsskillEngineeringProductivityL1
code-tour · Onboarding developers or documenting complex code patterns when linear documentation is insufficient.
WORKS 48
Reference valid CLI commandsskillL1
2293-commands_b3537439 · Legacy command execution when no more specific skill is available.
WORKS 48
Parse flow cytometry data filesskillDataL1
flowio · Flow cytometry experiments requiring FCS file parsing and event data extraction.
WORKS 52
Analyze competitor positioning and messagingskillSalesMarketingL1
competitor-teardown · Structured competitive analysis comparing positioning, messaging, and channel behavior.
WORKS 48
Generate ENCODE research citationsskillEngineeringL1
cite-encode · Formatting citations for ENCODE datasets and publications consistently.
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
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 54
Conduct holistic post-implementation code reviewskillEngineeringL1
conducty-code-review · Pre-merge correctness gate enforcing 5-lens rigor; catches bugs, security issues, and missed simplifications before ship.
WORKS 48
Access AI/ML scientific domain expertiseskillProductL1
hugging-science · Rapid iteration on NLP/CV scientific tasks where pre-trained backbone beats training from scratch; HF Hub democratizes state-of-art.
WORKS 54
Debug failed prompts with leverage-point analysisskillEngineeringL1
conducty-debug · Efficiently diagnosing where a prompt failed (plan/prompt/code level) rather than blindly retrying
WORKS 53
Analyze decisions through multi-persona dialecticskillOpsL1
conducty-dialectic · Unraveling complex architectural decisions by having six archetypal voices debate from different angles
WORKS 48
Contribute code style guide changesskillEngineeringL1
skills-and-code-style-contribution · Formalizing code style conventions in a team repository through structured proposal workflows
WORKS 48
Extract lessons and shape next planning cycleskillOpsL1
conducty-improve · Closing the feedback loop so each plan produces measurable improvements to the next plan
WORKS 48
Define Obsidian vault linking and naming conventionsskillEngineeringL1
conducty-obsidian · Centralizing Conducty plan state, lessons, and design decisions where they persist across sessions
WORKS 48
Batch-plan time-budgeted AI prompt workflowsskillEngineeringL1
conducty-plan · Translating shaped work into a time-budgeted, risk-aware execution plan with clear milestones
WORKS 48
Optimize editor configuration settingsskillEngineeringL1
2224-editor-optimization_5342a688 · Teams debugging slow editor performance on weak hardware or large codebases.
WORKS 48
Define scope and appetite before buildingskillProductOpsL1
conducty-shape · Medium/high-complexity goals where requirements are unclear and scope needs bounding before implementation.
WORKS 48
Generate random integersskillEngineeringL1
random-number · Quick random sampling in simple workflows when no statistical properties or reproducibility are needed.
WORKS 48
Establish orchestration system and principlesskillOpsEngineeringL1
conducty-system · Multi-plan projects where system-level learning (what worked, what failed, what changes) is valued over ad-hoc execution.
WORKS 48
Apply test-driven developmentskillEngineeringL1
conducty-tdd · Feature development where verification is continuous and acceptance criteria are unambiguous before coding starts.
WORKS 48
Write markdown and mermaid diagramsskillMarketingProductL1
markdown-mermaid-writing · Technical narratives where inline diagrams clarify concepts without external tool switching.
WORKS 48
Compress orchestration artifacts terselyskillOpsL1
conducty-terse · Prompt engineering where every token spent must directly advance the acceptance criteria.
WORKS 48
Verify results before marking completeskillEngineeringOpsL1
conducty-verify · Marking work complete only after running verification commands and reading output.
WORKS 48
Filter drug compounds by medicinal chemistry rulesskillDataProductL1
medchem · Designing drug molecules with integrated ADME and toxicity assessment.
WORKS 48
Check feature flag states across channelsskillEngineeringProductL1
flags · Quickly debugging why a feature behaves differently across canary/next/experimental channels.
WORKS 48
Access Spec Kitty dashboard and statusskillEngineeringL1
spk-admin-dashboard · Quickly finding the dashboard URL without manually hunting for localhost ports or PIDs.
WORKS 48
Verify scientific paper trustworthinessskillDataProductL1
publication-trust · Deciding whether to build downstream analysis on a paper's methods before wasting resources on unreliable findings.
WORKS 48
Prepare code changes for commitskillEngineeringL1
stage · Bundling code changes without manually juggling staging, commits, and conflict resolution.
WORKS 48
Route to Taiwan.md specializationsskillL1
twmd · Previewing tweet formatting before posting without trial-and-error on the platform.
WORKS 48
Generate task orders from spec plansskillOpsProductL1
speckit-tasks · Spec Kit workflow Phase 4 (tasks generation) when translating designs into implementation dependencies.
WORKS 53
Refactor code with safety netsskillEngineeringL1
refactor · Large refactoring efforts where test coverage provides a safety net to avoid breaking changes.
WORKS 48
Generate and commit code changesskillEngineeringL1
commit · Automated commit creation when changes are ready and only a summary message is needed.
WORKS 48
Track experiments with citations and provenanceskillEngineeringDataL1
track-experiments · Research projects with many runs where reproducibility and parameter comparison are critical.
WORKS 48
Log learning progress mid-sessionskillProductivityL1
log-session · Reproducible research when you need to replay or audit what happened in a specific session.
WORKS 56
Rewrite marketing copy that convertsskillMarketingSalesL1
copywriting · Homepage, landing page, or pricing-page rewrites with conversion metrics to track
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
Choose animation tech for the webskillProductEngineeringL1
creative-frontend-core · Teams building scalable multi-product UI systems
WORKS 48
Route animation task to right frameworkskillEngineeringProductL1
creative-frontend-orchestrator · Large frontend projects with parallel design and engineering teams
WORKS 48
Create PowerPoint research postersskillMarketingL1
pptx-posters · Rapid poster generation for conferences when design-first tools unavailable
WORKS 48
Create and edit presentationsskillMarketingL1
pptx · Programmatically designing presentations with design system compliance
WORKS 48
Update ticket descriptionsskillOpsL1
ticket-body · Orchestrating ticket updates with approval workflows
WORKS 48
Teach and practice languagesskillProductivityL1
language-tutor · Delivering adaptive language learning with feedback
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