Borrowing it
Nothing to install: this file belongs to sysprog21/zhtw-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/sysprog21/zhtw-mcp/main/.claude/skills/zhtw-verify/SKILL.mdgit clone --depth 1 https://github.com/sysprog21/zhtw-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/sysprog21/zhtw-mcp/zhtw-verify)<a href="https://agentmods.dev/skills/sysprog21/zhtw-mcp/zhtw-verify"><img src="https://agentmods.dev/badge/skills/sysprog21/zhtw-mcp/zhtw-verify.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00117 | $0.02532 |
| Opus 5 | $0.00059 | $0.01266 |
| Sonnet 5 | $0.00023 | $0.00506 |
| Haiku 4.5 | $0.00012 | $0.00253 |
Grade A, and why
zhtw-verify scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Validating a zhtw-mcp change
One gate, and it is the thing to run:
make check # cargo test, clippy on three feature shapes, the formatters,
# the ruleset lint, the hook suite, shellcheck
make check-size # the release binary has to stay under 20 MiB
Python 3 is a build requirement, not just a test requirement: make regenerates
src/engine/s2t_data.rs from the pinned OpenCC dictionaries before it builds.
What skips, and why that matters
Every formatter lane skips when its tool is missing rather than failing, and
that is every tool scripts/indent.sh drives: commentflow, cargo, black,
shfmt and python3, plus shellcheck in the Makefile. That is right on a
laptop and wrong on a runner, so CI installs them on the Linux leg and sets
ZHTW_REQUIRE_TOOLS=1 there, which turns a skip into a hard failure. The macOS
leg still skips, and the verdict line names what it skipped. A green local run
is therefore weaker evidence than a green CI run, and so is what the local gate
leaves out: CI also
holds a pull request's own commit messages to the rules, runs cargo audit
against Cargo.lock, builds the browser extension, and runs the whole suite on
macOS and Windows. Two of the three Windows-only regressions this project has
shipped were found by that last one and by nothing else.
The indent gate is the one that surprises people
scripts/indent.sh --check copies the tree, runs the whole formatter chain
over the copy, and diffs: comment reflow with commentflow, then cargo fmt,
black, shfmt, and the assets/ruleset.json normalization that
scripts/check-ruleset.py owns. Checking the composition rather than each tool
is not a flourish. commentflow puts a blank line before a comment inside a
method chain and cargo fmt takes it straight back out, so commentflow --check alone can never be satisfied on Rust. make indent runs the same
script with --write, so the fix for a failure is always that one command.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- today Changed · +7 lines acb9cbbf1c1d
- yesterday First seen · 183 lines · 117 tokens per session scan A d07eaccc0b28
zhtw-verify is a skill published in the GitHub repository sysprog21/zhtw-mcp (474 stars, last pushed today), licensed MIT. It adds 117 tokens to every session and 2,532 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
Other skills, from other repositories
Verification & Quality Assurance
Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.
migrate-vstest-to-mtp
Use this skill before answering, planning, or editing whenever .NET tests or CI are switching from VSTest to Microsoft.Testing.Platform (MTP), or an MTP migration behaves differently. Triggers include "switch from VSTest"; MSTest/NUnit/xUnit MTP enablement; OutputType=Exe only for test projects in…
ci
Configure Ginkgo for continuous integration — the recommended CLI flag set and the rationale for each flag (-r -p --randomize-all --randomize-suites --fail-on-pending --fail-on-empty --keep-going --cover --race --trace --json-report --timeout --poll-progress-after/-interval), invoking via go run to pin the CLI to…
playwright-ci
Production-ready CI/CD configurations for Playwright — GitHub Actions, GitLab CI, CircleCI, Azure DevOps, Jenkins, Docker, parallel sharding, reporting, code coverage, and global setup/teardown.
ci-maintenance-workflow
CI and GitHub Actions maintenance workflows — fix a failing test from a CI URL, fix a failing smoke test, add @pytest.mark.slow markers to slow tests, or review a PR against agent-checkable standards. Use when user asks to fix a failing test, fix a smoke test, mark slow tests, or review a PR. Trigger when the user…
test-setup
Scaffold the test framework and CI/CD pipeline for the project's engine. Creates the tests/ directory structure, engine-specific test runner configuration, and GitHub Actions workflow. Run once during Technical Setup phase before the first sprint begins.