docs: route agents to the repo skills and the pre-merge gates - #1135
docs: route agents to the repo skills and the pre-merge gates#1135jkzhang7 wants to merge 2 commits into
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The repository ships eleven skills under plugins/trtmc-agent-skills/skills/, two of which cover the most common contribution end to end, but nothing outside that directory named them: not AGENTS.md, CONTRIBUTING.md, the AI & Agent Guide, llms.txt, or the add-a-family guide. The reference graph was closed, so a reader reached them only by listing the directory. AGENTS.md now carries a task-to-skill routing table, and the load-by-path fallback applies to every skill rather than only $write-git-messages. That matters for non-Codex runtimes: registration is through the Codex plugin path, so those runtimes list none of these, and an empty runtime skill list reads as "no skill covers this". The agent guide, which exists to orient agents, now names the directory and the two skills that cover onboarding and reference mismatches. The add-a-family guide gains the part contributors cannot infer: which jobs run in pre-merge, and the local command that reproduces each. It also names tools/test_impact.py --validate beside model_ci.py validate, the documentation site's checkpoint registration, the complexity ceiling for src/, and the reason a green pytest summary can still be missing coverage -- a skipped test is not a passing test. Closes NVIDIA#1125 Signed-off-by: Jingkun Zhang <jkzhang7@hotmail.com>
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WalkthroughThe changes document direct repository skill loading, task-to-skill mappings, and expanded validation requirements for adding model families. ChangesDocumentation and agent workflows
Estimated code review effort: 1 (Trivial) | ~5 minutes Merge Risk: ⚪ Minimal · up to The change only improves documentation routing and explains local pre-merge checks; no actionable merge-blocking risk remains after normal checks and review. 🚥 Pre-merge checks | ✅ 5✅ Passed checks (5 passed)
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Inline comments:
In `@website/docs/extend/add-model-family.md`:
- Around line 295-296: Update the documentation paragraph describing `unit
--scope all` to state that it requires a Docker daemon capable of running the
`linux/amd64` platform, either natively or through emulation, because CI targets
amd64; note that arm64-only hosts without this setup may fail or produce
different results.
- Around line 291-293: Update the CI setup instructions following the .venv-ci
installation to activate that virtual environment before the documented gates
run, or consistently invoke the installed Python and tooling through
.venv-ci/bin; ensure all listed commands use the environment containing
requirements/community-ci.txt.
- Line 282: Update the Community CPU / Source quality row so it clearly states
that cyclomatic complexity is checked across the entire src/ tree, while ruff
and clang-format apply only to changed files; keep the model architecture
contract coverage unchanged.
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AGENTS.mdwebsite/docs/agent-guide.mdwebsite/docs/extend/add-model-family.md
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Three corrections from review, each of which the previous text got wrong in a way that would have cost a reader a failed run. The complexity check is not a changed-file check. `ruff` and `clang-format` look at the diff; the `src/` ceiling is evaluated across the whole tree, so a change can be rejected for a function it did not touch. The table said "on changed files" in a position that covered all three. The virtual environment has to be activated, not addressed. The gates shell out to `lizard`, `ruff` and `clang-format` by name and one check invokes bare `python`, so installing into `.venv-ci` and then running the system `python3` leaves the tools unresolvable. `unit --scope all` needs two things the text did not mention. It refuses to start unless its scratch sits under `RUNNER_TEMP`, which is set on a runner and not locally. Its image is built without `--platform`, so it follows the Docker host while pre-merge runs `linux/amd64`. Also records what a local container run costs in accuracy: on macOS an unmodified tree reported four failures a Linux runner does not, all from permission and locking semantics the bind mount does not carry. Checking a failure against the base branch before chasing it is the part worth having written down. Signed-off-by: Jingkun Zhang <jkzhang7@hotmail.com>
Background
The repository ships eleven agent skills under
plugins/trtmc-agent-skills/skills/,two of which cover the most common contribution end to end —
transform-modelfor onboarding a Hugging Face model,
debug-trt-mismatchfor output thatdisagrees with the reference. Nothing outside that directory named either of
them.
Verified across every entry point a reader or agent would start from:
The reference graph was closed: the skills cross-reference each other, but
nothing points into the directory, so a reader arrives only by listing it on
spec.
AGENTS.mdnamed the directory and routed exactly one skill(
$write-git-messages), including the load-by-path fallback — both bulletsscoped to that one skill.
Concrete cost, from onboarding a family in #1123: roughly fifteen rounds of
whole-pipeline iteration on a numerical mismatch, when
debug-trt-mismatchopens by saying to bisect to the first divergent boundary instead. Separately,
three Community CPU failures on that PR — a complexity-ceiling violation, a C++
compile break, and a test-fixture OOM — were all reproducible locally by
commands the guides did not name.
Issue: #1125. A maintainer asked for the PR there, and asked that the
pre-merge/local test split in particular be made explicit.
Exit Criteria
AGENTS.md, the AI &Agent Guide, or the add-a-family guide, without knowing the plugin directory
exists.
lists none of them still finds them.
website/docs/extend/add-model-family.mdstates which jobs run in pre-mergeand the local command that reproduces each.
Non-goals: no skill content is changed or duplicated, and the archived
website/docs/wiki/pages stay archived — this adds no TensorRT internalsdocumentation.
Implementation
Three additive documentation edits, 80 insertions.
AGENTS.md— "Repo Skills". A task-to-skill routing table covering alleleven, and the load-by-path fallback generalized from
$write-git-messagestoany skill. It also states why that fallback matters: registration is through
the Codex plugin path, so other agent runtimes list none of these, and an empty
runtime skill list is not evidence that no skill covers the task.
website/docs/agent-guide.md. A "Repository skills" section naming thedirectory, the read-by-path rule, and the two skills that cover the most common
contributions.
website/docs/extend/add-model-family.md— step 5. A table mapping eachCommunity CPUjob to its local equivalent, taken from.github/workflows/community-cpu.yml:python3 -m tools.community_ci source-quality --base <base-ref>python3 -m tools.community_ci impact --base <base-ref>python3 -m tools.community_ci unit --scope allcd website && npm ci && npm run test:model-support && npm run buildPlus the venv line for
requirements/community-ci.txt, the note thatunit --scope allneeds Docker and the others do not,tools/test_impact.py --validatebeside the existingmodel_ci.py validate,the documentation site's checkpoint registration in
website/data/hf-model-metadata.json, the complexity ceiling of 10 forsrc/,and one caveat that cost real time on #1123: a skipped test is not a passing
test, because
pytestdrops whateverimportorskipcannot import, so run with-rsand read which tests skipped rather than the count.Change categories
Validation
Commands and Results
Documentation reference check:
The full
Community CPU / Docsjob:The build matters here beyond the usual: both new sections contain
<name>and<base-ref>in inline code, and these pages are MDX. The buildconfirms they are not parsed as JSX.
Community CPU / Source quality:Hardware, Environment, and Revisions
Repository head
328e984c, branched fromupstream/mainat3b87adeb.macOS 15, Python 3.12.10, Node 20.20.1, tools from
requirements/community-ci.txt. No GPU involved.Not Run / Remaining Gaps
Community CPU / Unit / C++ and Pythonwas not run locally: it builds the CIcontainer, and the local Docker daemon is arm64 while the job is amd64. This
change touches no source, so that job has nothing of this diff to compile; CI
runs it.
The wording of the new pre-merge table was derived by reading
.github/workflows/community-cpu.ymlandtools/community_ci.py, and eachlocal command in it was run on #1123 where it reproduced the corresponding CI
job. It is not otherwise machine-checked, so it can drift if the workflow
changes.
Notes For Future Readers
The routing table is the part that has to stay current: a new skill added to
plugins/trtmc-agent-skills/skills/will not appear in it automatically. Ifthat coupling is a concern, generating the table in
doc-syncwould be areasonable follow-up, and I am happy to do it in a separate PR.
Two items from the issue are deliberately not here. The optional TensorRT
network-definition footgun list belongs with
fp16-trt-networkand is adifferent problem from routing, so it would be its own PR. The shared-runtime
ITrtModule::forward()output-lifetime contract is #1126.Risk level
Documentation only. No source, tests, workflows, or generated data change; the
three edits are additive, and the documentation build and reference checker
both pass.