jax-ir-validate

Core skills library for Claude Code: TDD, debugging, collaboration patterns, and proven techniques

14 skills · 3 commands · 1 agent · hooks

Beaver project management: GitHub-native issue lifecycle with explicit /beaver-xxx commands covering the full development cycle (create, design, decompose, dev, PR, beaver-fix, tracker, focus, setup)

2 skills · 9 commands

Systematic analysis of TPU pretraining efficiency. profile-anatomy: schema + reference scripts for xplane.pb / trace.json.gz. comm-analysis: per-axis NCCL bus BW, peak ICI utilization, and per-step compute/comm overlap. compute-breakdown: source-line aggregation, layer scoping, non-compute audit, v7x roofline shortfall. memory-profile: HBM peak occupancy, alive-buffer attribution, lifetime/shape/tf_op/parent_jit rollups.

4 skills

Execute Python scripts on remote GPU/TPU clusters via SkyPilot

3 skills

Read and manage Plane, GitLab, and Outline through configured MCP tools, CLI, and APIs with credential-safe, read-first workflows

3 skills

TPU/XLA profiling analysis: MCP tools for XProf HTTP API (operator breakdowns, memory profiles, A/B comparisons) + methodology skills for trace parsing, MFU calculation, bottleneck identification

1 skill · 1 MCP server

Active coding discipline enforcer based on Karpathy's 4 principles: surface assumptions, simplify, make surgical changes, define verifiable goals. Ships 4 Python tools (complexity_checker, diff_surgeon, assumption_linter, goal_verifier), a review agent, /karpathy-check command, and pre-commit hook. All stdlib-only.

1 skill · 1 command · 1 agent

Quality gates for AI-assisted codebases. Provides refit onboarding, the swab/scour/buff/sail remediation loop, and barnacle friction reporting as a Claude skill and slash commands.

1 skill · 6 commands

MCP server for structural health analysis — 14 dimensions graded A-F, dependency cycles, coupling, dead code, test coverage, and quality gates

1 skill · 1 MCP server

Write code that passes wemake-python-styleguide

1 skill

Multi-agent orchestration system with 51 specialized agents for development workflows, code quality, deployment, research, games, and more. Includes orchestrators for checkpoint, deploy, quality, fullstack, research, games, corpus, web, and python workflows.

51 agents

Code quality and software design skills including Clean Code (Robert C. Martin), Refactoring patterns (Martin Fowler), A Philosophy of Software Design (John Ousterhout), The Pragmatic Programmer (Hunt & Thomas), Domain-Driven Design (Eric Evans), Working Effectively with Legacy Code (Michael Feathers), and Google's Developer Documentation Style Guide (technical-documentation)

65 skills