The library

configuring-tauri-permissions · Fine-tuning Tauri desktop app security, permissions, and platform behavior.

molfeat · Quickly featurizing chemical structures for QSAR, virtual screening, or deep learning without manual descriptor engineering.

flags · Quickly debugging why a feature behaves differently across canary/next/experimental channels.

configuring-tauri-scopes · Restricting desktop app file access to safe directories without implementing custom auth per command.

networkx · Analyzing organizational hierarchies, social networks, or biological interaction networks without custom graph code.

spk-admin-dashboard · Quickly finding the dashboard URL without manually hunting for localhost ports or PIDs.

connect-apps · Automating one-off integrations with external services (Gmail, Slack, GitHub) without building custom auth.

publication-trust · Deciding whether to build downstream analysis on a paper's methods before wasting resources on unreliable findings.

connect · Orchestrating multi-app workflows (send alert → create issue → post to Slack) without hardcoding integrations.

quality-assessment · Quickly deciding if a sequencing sample meets publication standards without manual QC checklist.

stage · Bundling code changes without manually juggling staging, commits, and conflict resolution.

connections-optimizer · Reducing inter-service latency without manual network tuning or load-balancer rule writing.

content-engine · Quickly repurposing one article into tweets, LinkedIn posts, and emails without rewriting each variant.

scientific-writing · Rapidly drafting a paper outline before filling in analyses, rather than starting from a blank page.

twmd · Previewing tweet formatting before posting without trial-and-error on the platform.

open-notebook · Research teams needing self-hosted document analysis with data privacy and multi-speaker podcast generation.

speckit-tasks · Spec Kit workflow Phase 4 (tasks generation) when translating designs into implementation dependencies.

opentrons-integration · Production liquid-handling workflows requiring full Protocol API v2 access and hardware-specific module control.

search-encode · Discovering existing ENCODE experiments before downloading when exploring what data is available for a tissue/assay.

refactor · Large refactoring efforts where test coverage provides a safety net to avoid breaking changes.

context-window-management · Multi-turn conversations where context is overflowing, improving model behavior when fed too much historical data.

commit · Automated commit creation when changes are ready and only a summary message is needed.

single-cell-encode · Building or validating cell type annotations when authoritative single-cell reference data exists in ENCODE.

paper-lookup · Quick literature discovery and retrieval when you know the title, DOI, or author and need the full paper.

track-experiments · Research projects with many runs where reproducibility and parameter comparison are critical.

paperzilla · Rapidly synthesizing findings from 5+ papers when manual reading is time-prohibitive.

ucsc-browser · Inspecting genomic regions when you need authoritative annotation without downloading entire genome builds.

log-session · Reproducible research when you need to replay or audit what happened in a specific session.

Vite 构建产物体积优化 · Projects with slow first-paint times needing granular bundle analysis

visualization-workflow · Publishing ENCODE or genomic analysis requiring multi-mark visualization

copywriting · Homepage, landing page, or pricing-page rewrites with conversion metrics to track

pathway-enrichment · Interpreting DE genes, CRISPR hits, or cluster markers into biological pathways

cost-aware-llm-pipeline · Batch LLM processing with cost constraints and variable complexity per task

pdf · Document processing pipelines needing text extraction or PDF combination

cpp-coding-standards · New C++ projects or large refactors targeting code safety and maintainability

book.gather_info · Building reading lists or library metadata with standardized scoring across technical/practical/clarity dimensions

cpp-testing · TDD workflows and regression protection in C++ projects

creative-frontend-core · Teams building scalable multi-product UI systems

creative-frontend-orchestrator · Large frontend projects with parallel design and engineering teams

polars-bio · Large-scale genomics workflows with fast aggregation and filtering

polars · Data transformations faster and more memory-efficient than pandas

crosspost · Distributing thought leadership or product updates across channels

pptx-posters · Rapid poster generation for conferences when design-first tools unavailable

customer-billing-ops · SaaS/subscription businesses needing automated, compliant billing

pptx · Programmatically designing presentations with design system compliance

sol-account-info · Checking Solana account types without full RPC setup

primekg · Discovering drug repurposing via knowledge graph queries

ticket-body · Orchestrating ticket updates with approval workflows

customizing-tauri-windows · Building frameless desktop apps with custom chrome

customs-trade-compliance · Navigating complex tariff and duty calculations