b200-tcgen05-mma-contract-builder

b200-tcgen05-mma-contract-builder is an MLOps & model serving skill for AI agents, published by mirage-project in the mirage repository on GitHub. Skillspace rates b200-tcgen05-mma-contract-builder D (66/100) and it passed the safety scan; the rating is based on static analysis only.

Use when the user needs to choose the tile, dtype, `cta_group::1/2`, SMEM operand layout, or TMEM accumulator mapping for a `tcgen05` MMA on B200/Blackwell, or to implement an mxfp8/nvfp4 block-scaled GEMM. Produces an auditable MMA contract and completion protocol. Not for ordinary CUDA-core matmul or non-Blackwell targets.

Grade
D
Quality
66 / 100
Safety
Passed
GitHub stars
2,490

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubmirage-project/mirage

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Not declared. Check the repository before reusing it.

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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