Browse published AI skills maintained by williaby. Compare skill descriptions and follow each source repository for setup instructions.
Indexed skills
8Repository stars across indexed skills
4Repository forks
0Average repository stars per indexed skill
1Repository stars may repeat across skills from the same repository.
Generate initial project planning documents (PVS, ADR, Tech Spec, Roadmap) from a project concept description. Use when starting a new project, when docs/planning/ contains placeholder files, or when user reque...
Response-Aware Development (RAD) - Systematic verification of code assumptions using multi-model AI analysis. Auto-activates on keywords assumption, verify assumptions, list assumptions, RAD, response-aware, as...
Prepare git commit messages following conventional commits. Activates on: commit, prepare commit, commit this, commit message, ready to commit, stage and commit
Prepare pull request descriptions following project template. Activates on: prepare PR, create PR, pull request, ready for PR, draft PR, write PR
Git workflow management including branch validation, commit conventions, PR preparation, and repository health checks. Auto-activates on keywords git, branch, commit, pull request, PR, merge, rebase, workflow,...
Security validation, vulnerability scanning, and compliance checking for development environments. Auto-activates on keywords security, vulnerability, audit, OWASP, encryption, GPG, SSH, signing, secrets, scan....
Automated test generation, review, and execution for pytest-based projects. Auto-activates on keywords test, coverage, pytest, unittest, integration test, e2e, performance, benchmark, security testing. Routes t...
Code quality validation, formatting, linting, and pre-commit checks. Auto-activates on keywords quality, lint, format, precommit, naming, black, ruff, mypy, validation. Routes to specialized quality workflows.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.