Home / tongminglaic / ako4x · GitHub

CLAUDE.md@scriptsA

CLAUDE.md@scripts from tongminglaic/ako4x is a CLAUDE.md file: the standing instructions Claude Code reads in that repo.

Install it, pinned
mdr add tongminglaic/ako4x/scripts/CLAUDE.md@git:20260531.0fd4b5f

Pins git:20260531.0fd4b5f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
CLAUDE.md file
Repository
tongminglaic/ako4x
Path
scripts/CLAUDE.md
Versions recorded
1
Latest version
git:20260531.0fd4b5f, committed May 31, 2026
Size
2,953 bytes
Repository stars
84
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# scripts/ — shared runtime core

This directory holds the **shared runtime** that backs the kernel-optimization SKILLs. Multiple SKILLs (`bench`, `profiler-ncu`, `sanitizer`) consume the same runtime functions — notably `bench_utils.py` for workload loading, baseline freshness, scoring.

## Modify contract (closed-loop)

- **Editing `.claude/skills/<name>/SKILL.md` or supporting docs ≠ editing runtime.** SKILL.md describes *what* to do; `scripts/<file>.py` implements *how*. Editing one without the other is fine if the change is purely descriptive (e.g., correcting a misleading description, adding a workflow tip). Behavior changes need both.
- **Editing runtime API → must be paired with `## COUPLED references` updates** in every SKILL that lists the changed file. Consistency gets checked across runs.
- **Frozen-for-comparability behavior** lives in `bench_utils.py` and is enforced across runs:
  - `compute_score()`
  - `load_baseline()` / `save_baseline()` freshness logic
  - per-operator tolerance semantics (driven by `config.toml`'s `[benchmark]` table, populated at spawn time)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tongminglaic/ako4x/scripts/CLAUDE.md@sha256:57859c8f4446e849

The line at the top of this page pins the label git:20260531.0fd4b5f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gbg2fhn6qncyvjwi.svg)](https://markdownregistry.com/a/art_gbg2fhn6qncyvjwi)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 31, 2026.

versioncommittedcommitsizeaudit
git:20260531.0fd4b5f latest2026-05-31 0fd4b5f 2,953 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (2953 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tongminglaic/ako4x · 84 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gbg2fhn6qncyvjwi
GET https://markdownregistry.com/api/v1/resolve?ref=tongminglaic/ako4x/scripts/CLAUDE.md
GET https://markdownregistry.com/api/v1/blob/57859c8f4446e849c036a112485514032d3d809ab6cc8c478d9aacae2b6450b2

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: what a CLAUDE.md file is · keeping AGENTS.md and CLAUDE.md in sync · which agent file does what.

More from tongminglaic/ako4x

CLAUDE.md CLAUDE.md file
tongminglaic/ako4x · CLAUDE.md
git:20260531.0fd4b5f · audit A · 84 stars
bench SKILL.md skill
tongminglaic/ako4x · templates/skills/bench/SKILL.md · Run performance benchmarks to get a verdict on whether a kernel change actually helped. Use --ab-compare for sub-1x…
git:20260531.0fd4b5f · audit A · 84 stars
benchmark SKILL.md skill
tongminglaic/ako4x · templates/skills/benchmark/SKILL.md · Reference for the active benchmark harness — what it IS and how it behaves (the active benchmark is flashinfer-bench)…
git:20260531.0fd4b5f · audit A · 84 stars
cpp SKILL.md skill
tongminglaic/ako4x · templates/skills/cpp/SKILL.md · Host-side C++ kernels (`[build].language = cpp`) — the `solution/{kernel.cpp, binding.py}` two-file TVM-FFI binding…
git:20260531.0fd4b5f · audit A · 84 stars
cuda SKILL.md skill
tongminglaic/ako4x · templates/skills/cuda/SKILL.md · CUDA C++ (.cu) kernel reference — TVM-FFI direct-export vs Python-binding entry points, the chevron-launch null-stream…
git:20260531.0fd4b5f · audit A · 84 stars
cute-dsl SKILL.md skill
tongminglaic/ako4x · templates/skills/cute-dsl/SKILL.md · CuTe DSL reference — NVIDIA's CUTLASS Python DSL. Use whenever writing or debugging a CuTe DSL kernel — covers the…
git:20260531.0fd4b5f · audit A · 84 stars
profiler-ncu SKILL.md skill
tongminglaic/ako4x · templates/skills/profiler-ncu/SKILL.md · Run NVIDIA Nsight Compute (NCU) per-kernel profiling for register pressure, occupancy, stall-reason, memory-throughput…
git:20260531.0fd4b5f · audit A · 84 stars
sanitizer SKILL.md skill
tongminglaic/ako4x · templates/skills/sanitizer/SKILL.md · Run NVIDIA compute-sanitizer (memcheck / racecheck / initcheck / synccheck). FIRST action on `INCORRECT_NUMERICAL` or…
git:20260531.0fd4b5f · audit A · 84 stars
tilelang SKILL.md skill
tongminglaic/ako4x · templates/skills/tilelang/SKILL.md · TileLang DSL reference — the `@tilelang.jit` factory + `@T.prim_func` pattern, and the TileLang PDL binding…
git:20260531.0fd4b5f · audit A · 84 stars
triton SKILL.md skill
tongminglaic/ako4x · templates/skills/triton/SKILL.md · Triton DSL reference for kernel writers — num_warps/num_stages choice, the small-N fp8 MMA-throughput regression…
git:20260531.0fd4b5f · audit A · 84 stars

Every file in tongminglaic/ako4x

Other files named CLAUDE.md@scripts

CLAUDE.md@scripts CLAUDE.md file
ancienttwo/repo-harness · scripts/CLAUDE.md
git:20261031.1072bbf · audit A · 436 stars
CLAUDE.md@scripts CLAUDE.md file
kklimuk/docx-cli · scripts/CLAUDE.md
git:20260925.3a78f02 · audit A · 238 stars
CLAUDE.md@scripts CLAUDE.md file
7xuanlu/wenlan · scripts/CLAUDE.md
git:20260816.95cb545 · audit B · 93 stars
CLAUDE.md@scripts CLAUDE.md file
wenlan-app/wenlan · scripts/CLAUDE.md
git:20260816.95cb545 · audit B · 90 stars
CLAUDE.md@scripts CLAUDE.md file
rjmurillo/ai-agents · scripts/CLAUDE.md
git:20260911.1c2f8a7 · audit B · 49 stars
CLAUDE.md@scripts CLAUDE.md file
activeinferenceinstitute/generalized_notation_notation · scripts/CLAUDE.md
git:20260506.6070e8b · audit A · 34 stars
CLAUDE.md@scripts CLAUDE.md file
activeinferenceinstitute/generalizednotationnotation · scripts/CLAUDE.md
git:20260506.6070e8b · audit A · 34 stars
CLAUDE.md@scripts CLAUDE.md file
kopp0510/claude-dd · scripts/CLAUDE.md
git:20261030.f452f25 · audit A · 12 stars

Browse by kind, by grade A, or by owner.