Coding & Dev Tools

tachyon-beep Bundle

Use when a problem keeps recurring despite fixes, when interventions produce side effects or backfire, or when you need to find high-leverage interventions in a complex system - routes to systems-thinking methodology (patterns, leverage points, archetypes, stocks-flows, causal loops, BOT graphs)

tachyon-beep Bundle

Use when **managing the delivery of work** rather than building it — running a project or a program, not writing its code. Use when a team is busy but outcomes are not landing, when "when will it be done" has no defensible answer, when status is green every week until it is suddenly red, when dependencies surprise you, when a RAID log is a graveyard, or when several projects must be coordinated toward one outcome (a program). Lean/agile-leaning, honest about where program scale needs predictive structure. Pairs with `/axiom-planning` (turning one workstream into an implementation plan) and `/sdlc-engineering` (process maturity, requirements traceability, formal governance). Do not load for writing code, picking an architecture, or designing a single feature.

mgriot Bundle

Expert for high-precision, low-impact code modifications using the Ralph Verification Loop to ensure zero collateral damage.

mgriot Bundle

Expert guidance for data analysis, visualization, chemometrics, statistical modeling, and data storytelling. Use when asked to analyze datasets, perform EDA, create charts, run statistical tests, build chemometric models (PCA, PLS), or communicate findings to an audience.

outfitter-dev Bundle

This skill should be used when recognizing recurring themes, identifying patterns in work or data, or when "pattern", "recurring", or "repeated" are mentioned. For implementation, see codify skill.

outfitter-dev Bundle

This skill should be used when evaluating complexity, planning features, or when "over-engineering", "simpler", "is this overkill", or "keep it simple" are mentioned.

outfitter-dev Bundle

This skill should be used when encountering bugs, errors, failing tests, or unexpected behavior. Provides systematic debugging with evidence-based root cause investigation using a four-stage framework.

outfitter-dev Bundle

This skill should be used when validating features end-to-end without mocks, testing integrations, or when "scenario test", "e2e test", or "no mocks" are mentioned.

outfitter-dev Bundle

This skill should be used when choosing CLI tools, a tool seems slow, or when "best tool", "which tool", or "tool alternatives" are mentioned.

karchtho Skill

This skill should be used when the user asks to "demonstrate minimal skill", "show basic skill structure", or needs a simple skill example. Provides a minimal working skill template.

karchtho Bundle

This skill should be used when the user asks to "demonstrate advanced skill structure", "show comprehensive skill patterns", "create skill with references", or needs a complete skill example with bundled resources. Showcases progressive disclosure and resource organization.

plevasseur Skill

Triage FLS issues and implement spec updates from linked Rust changes.

plevasseur Skill

Use FLS definition roles and standard library references.

plevasseur Skill

Execute multi-stage, high-risk plans with durable state, crash-safe resume, and rollback readiness.

plevasseur Skill

Write high-quality, standalone FLS glossary definitions.

plevasseur Skill

Verify changelog entries against spec changes.

plevasseur Skill

Create Rust project flagship themes aligned with project goals.

plevasseur Skill

Draft the monthly SCRC post for LinkedIn.

plevasseur Skill

Run the local command matrix that mirrors bundled and unbundled CI lint/build checks before push.

plevasseur Skill

Write deterministic, short, behavior-first Rust tests with explicit assertions and scoped validation.

plevasseur Skill

Refresh cached SCRC activity data using the gh-based tool.

plevasseur Skill

Execute independent main-branch CI fix plans with strict scope, local validation, PR creation, and cross-linking.

plevasseur Skill

Draft a short Bluesky caption for reposting the newsletter.

plevasseur Skill

Execute multi-stage plans with durable state, crash-safe resume, and idempotent closeout.

tachyon-beep Bundle

Routes to appropriate PyTorch specialist skill based on symptoms and problem type

tachyon-beep Bundle

Use when maintaining, enhancing, or modifying existing Claude Code plugins - handles skills, commands, agents, hooks, and reference sheets through systematic domain analysis, structure review, behavioral testing, and quality improvements

tachyon-beep Bundle

Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration skills.

metinduraktr-44 Skill

Use when building or validating the channel x size production matrix and per-asset specs.

metinduraktr-44 Skill

Use when writing production-ready creative briefs per channel/scenario from context and matrix inputs.

metinduraktr-44 Bundle

Expert queue research — sourced seeds + pending_research only.

outfitter-dev Bundle

This skill should be used when reviewing code before commit, conducting quality gates, or when "review", "fresh eyes", "pre-commit review", or "quality gate" are mentioned.

outfitter-dev Bundle

This skill should be used when requirements are unclear, brainstorming ideas, or when "pathfind", "brainstorm", "figure out", "clarify requirements", or "work through" are mentioned.

outfitter-dev Bundle

This skill should be used when profiling code, optimizing bottlenecks, benchmarking, or when "performance", "profiling", "optimization", or "--perf" are mentioned.

outfitter-dev Bundle

This skill should be used when designing systems, evaluating architectures, making technology decisions, or planning for scale. Provides technology selection frameworks, scalability planning, and architectural tradeoff analysis.

outfitter-dev Bundle

This skill should be used when creating hooks, automating workflows, or when "PreToolUse", "PostToolUse", "hooks.json", "event handler", or "create hook" are mentioned.

outfitter-dev Skill

This skill should be used when creating rule files, organizing conventions, or when ".claude/rules/", "FORMATTING.md", "create rule", or "project conventions" are mentioned.