The library

bird-cli · Ensuring markdown consistency across documentation when team style rules need enforcement.

blockchain-web3-core · Loading plugins or optional modules at runtime when keeping main bundle size small is a priority.

blockchain-web3-orchestrator · Parallelizing research or batch enrichment when one supervising agent can fan out and aggregate work.

slack-formatting · Extracting and reshaping structured data when declarative SQL is clearer than imperative transformation code.

vercel-cli · Offline question-answering over confidential documents when zero cloud egress is a requirement.

blueprint · Converting unstructured notes or reports into queryable structured data at scale with confidence tracking.

welcome · Validating API contracts before integration when declarative assertions are clearer than manual curl testing.

data-analysis.skill · Automating ETL pipelines when schema-first code generation reduces manual validation boilerplate.

whatsapp-formatting · Real-time group messaging where tagged recipients need push notifications

brightdata · Sites with bot detection or CAPTCHA that block naive fetch

connectors-directory-spec · Local MCP discovery in Claude Desktop without hosting infrastructure

browser-automation-core · Deciding which browser/UI automation spoke to invoke

aeon · Temporal pattern detection faster/more accurate than standard ML

browser-automation-orchestrator · Single entry point for web, webapp, native, and TTY automation

anndata · Single-cell genomics where scverse integration is mandatory

arboreto · Fast GRN discovery when bulk sequencing data unavailable

browser-qa · Rapid QA coverage when manual testing is bottleneck

astropy · Astronomy research when specialized units + coordinates matter

validate-pr · Pre-merge verification when maintainer review unavailable

browser · One-shot diagnostics and deployment verification

building-native-ui · Performance-critical UIs where web is too slow

benchling-integration · Biotech workflows needing certified ELN audit trails

bgpt-paper-search · Biotech literature review when Google Scholar insufficient

td-feature-release · TD ecosystem stability when breaking changes are unavoidable

bullmq-specialist · When you need durable background job queuing with exponential backoff, dead-letter queues, and multi-worker concurrency control on Redis.

bids · When organizing multi-modal neuroimaging/biomedical datasets for repositories (OpenNeuro, DANDI) or validating BIDS compliance.

bun-runtime · When starting new JS/TS projects or migrating from Node where install/run speed and single-toolchain simplicity matter most.

biopython · When writing batch molecular biology pipelines that manipulate sequences, parse multiple file formats, and access NCBI programmatically.

bioservices · When integrating data from multiple bioinformatics databases (UniProt, KEGG, ChEMBL) in a single workflow with consistent ID mapping.

business-content-orchestrator · When routing GTM writing tasks (articles, decks, outreach) to the right specialist without knowing which one upfront.

new-command · When adding new CLI subcommands to Lumen that follow register pattern, need offline operation, and must pass TypeScript type-checking.

calling-frontend-from-tauri-rust · When you need high-throughput or low-latency Rust-to-frontend communication beyond the basic event system.

cellxgene-census · When querying organism-wide single-cell expression data across tissues without downloading multi-terabyte datasets.

tdmcp-cookbook-examples · When learning patterns and recipes for building tools with the TDMCP framework.

investigation-memo · When documenting research investigations with structured evidence linking and memo generation.

calling-rust-from-tauri-frontend · When you need the frontend to invoke Rust commands with callbacks and handle async results in the webview.

cirq · When designing and simulating quantum algorithms before submission to real quantum hardware.

tangyi-agent-skill · When you need specialized domain expertise from the Tangyi agent skill ecosystem.

canary-watch · When you need continuous synthetic monitoring of service endpoints to detect degradation before users report it.

tdmcp-docs-roadmap-update · When you need specialized domain expertise for this task that generic tools cannot provide.

Refactor Safely · When you need to refactor code automatically with safety guarantees from test coverage and semantic validation.

carrier-relationship-management · When managing complex carrier relationship states and tracking interaction history across systems.

2026-04-30-infisical-vault-skill · Keeping sensitive API keys out of .env files via runtime injection.

churn-prevention · Reducing voluntary churn through targeted save offers matched to exit reasons.

consciousness-council · Complex decisions needing genuine cognitive diversity, not false consensus.

02-provider-unit-internal-skill · Pre-submission validation of skill topology contracts.

cisco-ios-patterns · Validating IOS config changes before deployment to prevent lockouts.

dask · Scaling existing pandas code to multi-GB datasets without Spark rewrite.

ck · Maintaining project briefing without manual recap on every session resume.

database-lookup · One-query lookups across chemistry, biology, regulatory databases.