tt-model-bringup
claudecodexStaged TTNN model bring-up with vLLM TT plugin serving; requires tt-autodebug. Codex runs add optional telemetry when tenstorrent/ar-dashboard is accessible.
14 skills
Tenstorrent domain-knowledge code-review skills for gh-aw, Claude Code and Codex.
Plugin tt-review-skills from marketplace tenstorrent-skills in tenstorrent/skills. Commands read from the repo's manifest — 8 days ago.
llk-perf-audit-reviewStatic performance review of Tensix compute kernels — wasted cycles, redundant register and memory traffic, loop-invariant work, and cheaper numerically-equivalent instruction sequences. Gated by a provenance lens (sfpi-compiled versus hand-written) and a semantic-equivalence test. Use when reviewin
llk-race-audit-reviewReviews tt-llk kernel changes for the nine intra-kernel race hazard classes plus stale hardware config across invocations — cfg-word overlap, dataflow CB sync, instruction latency, mailbox sync, MMIO ordering, NoC sync, reconfig stalls, semaphore handshakes, and srcreg bank sync — plus the cross-cla
tt-comment-hygiene-reviewReviews comments and documentation surface — iteration-journey comments that describe how the code got here, unsurfaced tribal knowledge, magic tile and grid values, and ttnn op docstrings. Cheap to run alongside any other review. Use on any Tenstorrent diff.
tt-l1-memory-reviewReviews per-core L1 footprint and circular-buffer sizing — buffer inventory discipline, data-movement cost across memory tiers, CB capacity versus tile counts, and accumulator sizing. Use when reviewing program factories, CB allocation, blocking or work-split changes, or any change that adds a buffe
tt-model-bringup-reviewReviews TTNN model code — layout and memory-config defaults, the decode residual contract, composite-op preference, program-config pitfalls, hidden host fallbacks, and logical batch versus tile padding. Use when reviewing model bringup or optimization changes under models/ or ttnn/ Python.
tt-multichip-ccl-reviewReviews multi-chip and collective-communication code — num_links against device topology, bias-before-all-reduce numerics, distributed RMSNorm correctness, gather and reduce axes, fabric initialisation order, and CCL tuning claims. Use when reviewing changes touching CCL ops, mesh devices, fabric, o
tt-perf-claim-reviewReviews performance claims rather than performance changes — whether the measurement supports the assertion. Covers device duration versus wall time, bound classification, first-run program-cache caveats, absolute versus percentage comparisons, and warmed traced harness parity. Use when a PR body, c
tt-precision-reviewReviews dtype and math-fidelity policy — per-tensor-group precision, the prefill versus decode KV-cache dtype asymmetry, reduced-cache candidates, and PCC-collapse triage. Use when reviewing changes to dtypes, math fidelity, compute kernel configs, or cache precision.
tt-review-coreShared review contract for all Tenstorrent code review — severity vocabulary, the evidence rule, scope, output shape, and the do-not-flag guards. Use when reviewing any change to a Tenstorrent repository (tt-metal, tt-llk, tt-inference-server, model code), and load it before any domain review skill.
tt-review-routerMaps changed paths in a Tenstorrent pull request to the domain review skills that apply. Run this first to pick the skill subset for a review.
tt-split-pr-by-codeownersDecide whether a wide-ranging pull request should be broken up so each piece needs fewer CODEOWNERS approvals, and propose how. Use for 'too many reviewers on this', 'can this be broken up', 'why does this need six approvals'.
tt-test-coverage-reviewReviews test coverage for Tenstorrent changes — PCC bars and when a lower one is justified, tile-boundary and padding cases, sharding and data-format variants, program-cache tests, and a regression test on every bug fix. Use when a change alters op or kernel behaviour, whether or not it touches test
tt-trace-reviewReviews trace capture and replay safety — nothing host-side inside capture, program-cache warmup with exact signatures including scalar argument values, no allocation after capture, and device-owned autoregressive state. Use when reviewing changes touching begin_trace_capture, execute_trace, generat
tt-vllm-serving-reviewReviews the vLLM and tt-inference-server serving path — generator_vllm.py contracts, plugin registration, the tt_data_parallel ambiguity, and TT-fork branch and config conventions. Use when reviewing changes to generator_vllm.py, vLLM plugin registration, or serving configuration.
ttnn-op-kernel-reviewStructural correctness review for TTNN op kernels — init and data-format reconfig, TRISC synchronization, the tile_regs protocol, circular-buffer ownership and UB, work distribution, semaphores, control-flow CB balance, in-place misuse, op-level input validation, and program-cache correctness. Use w
Staged TTNN model bring-up with vLLM TT plugin serving; requires tt-autodebug. Codex runs add optional telemetry when tenstorrent/ar-dashboard is accessible.
14 skills
Drive the Tenstorrent debug tools and read their output: tt-triage, dprint, watcher, asserts, etc.
9 skills
A coding agent with Tenstorrent operating principles: takes notes all the time, learns when needed, keeps the diff minimal.
5 skills · 1 MCP server · hooks
Diagnose a model launch and verify a running server on Tenstorrent hardware, deterministically and evidence-based.
4 skills
Adds skills that debug code issues (AutoDebug) and hangs (AutoTriage) by inspection without running the target code, plus a tenacious AutoFix workflow that tests hypotheses until it finds and addresses the root cause.
3 skills
Finds relevant Tenstorrent plugins without installing or invoking them automatically.
1 skill
Matt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
Core skills library for Claude Code: TDD, debugging, collaboration patterns, and proven techniques
15 skills · hooks
Up-to-date documentation lookup. Pull version-specific documentation and code examples directly from source repositories into your coding agent's context.
1 MCP server
Use Alibaba Open Code Review from local Codex.
2 skills
Claude Code skill for creating and presenting Slidev slidedecks
1 skill
Code intelligence powered by a knowledge graph. Provides execution flow tracing, blast radius analysis, and augmented search across your codebase.
12 skills · 1 MCP server · hooks
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