Converts a specification into a phased, dependency-ordered implementation plan.
Analyze project state from .aiwg/ artifacts and provide contextual status with recommended next steps
Audits an existing prompt (system prompt, CLAUDE.md, SKILL.md, sub-agent prompt, or a prompt embedded in a Claude API call) against…
Chorus Proposal workflow — create proposals with document and task drafts, manage dependency DAG, validate and submit for review.
Create a proto-persona from current research, market signals, and team knowledge.
Formal theorem proving with research, testing, and verification phases
Use when reviewing rendered HTML, interactive components, or design-system patterns related to Provide instant anchor scroll option.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through…
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds).
Publish a private guideline to a configured write-scope repo.
Publish a built site/app folder to a public https URL via AgentFlow's frp tunnel: run publish.py serve <dir> [name] and hand the returned…
Biomedical literature mining using PubMed/MEDLINE for systematic review support
Implements push notifications across iOS, Android, and web using Firebase Cloud Messaging and native services.
Push Packer build metadata to HCP Packer registry for tracking and managing image lifecycle.
Use pyo3asyncruntimes for async Python callbacks (~28x faster than spawnblocking for fast ops).
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage…
Use this skill when reviewing Python code for common anti-patterns to avoid.
Comprehensive Python programming guidelines based on Google's Python Style Guide.
Deep learning framework (PyTorch Lightning).
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Explains hybrid search in Qdrant — combining keyword and semantic search, sparse plus dense vectors, and fusing results from multiple…