Foundationdb Aspire
SnowBankSDK/foundationdb-dotnet-client
How to run a FoundationDB cluster and connect to it from .NET — getting the IFdbDatabaseProvider that the keys/transactions/layers skills assume you already have.
CI workflow の最近 run を集計し、 failure を「flake / drift / env / test bug」に自動分類する skill。
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ayutaz/piper-plus watch-ci-patterns --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .claude/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .claude/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patternsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ayutaz/piper-plus watch-ci-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .agents/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .agents/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ayutaz/piper-plus watch-ci-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .cursor/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .cursor/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ayutaz/piper-plus.git --path .claude/skills/watch-ci-patterns--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ayutaz/piper-plus watch-ci-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .gemini/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .gemini/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ayutaz/piper-plus watch-ci-patternsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .github/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .github/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ayutaz/piper-plus watch-ci-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ayutaz/piper-plus.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/watch-ci-patterns .opencode/skills/watch-ci-patterns && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "watch-ci-patterns" agent skill from https://github.com/ayutaz/piper-plus/tree/dev/.claude/skills/watch-ci-patterns into .opencode/skills/watch-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "watch-ci-patterns", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
watch-ci-patternsCI workflow の最近 run を集計し、 failure を「flake / drift / env / test bug」に自動分類する skill。
Watch CI Patterns is an agent skill from ayutaz/piper-plus. CI workflow の最近 run を集計し、 failure を「flake / drift / env / test bug」に自動分類する skill。 既存 /watch-pr <PR の workflow-level 拡張。 引数なしで全 workflow の health check、 --workflow <name で個別 workflow の最近失敗パターンを抽出。 docker-build 45% / go-ci 14% / csharp-ci 13% のような chronic flake を可視化する。
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering Containers. It works with Docker and C#. The repository describes itself as: Multilingual neural TTS (6 languages: JA/EN/ZH/ES/FR/PT, code supports SV) — C++, C, Rust, Go, Python, npm (WASM). VITS + Prosody, streaming, CUDA/CoreML/DirectML. pip install…. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 421d066. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(gh run list *)Bash(gh run view *)Bash(gh workflow list *)Bash(ls .github/workflows/*)Bash(rg *)Bash(grep *)Bash(awk *)Bash(sort *)Bash(uniq *)Read…and 1 more on the same allowed-tools line.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
ghjqcargogitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh and git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Watch CI Patterns loads about 1.3k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 363 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ayutaz/piper-plus at commit 421d066, republished under its MIT licence (© ayutaz). 363 words, ~1,301 tokens.
.claude/skills/watch-ci-patterns/SKILL.md (or your agent's skills folder).15 エージェント workflow 監査の調査結果に基づく skill。 主要 failing workflow:
| Workflow | Failure rate | 主要 failure 種別 |
|---|---|---|
| docker-build.yml | 45% | flake (arm64 QEMU / disk space / network) |
| docker-test.yml | 16% | feature-branch test env (disk / arm64) |
| go-ci.yml | 14% | dep drift (go.mod resolver) |
| csharp-ci.yml | 13% | feature-branch issue-426 (docker mount) |
| multi-runtime-rtf.yml | 5% | timing variance / RTF baseline |
--workflow <name>: 個別 workflow に絞る (省略時は全 workflow)--limit N: 取得する run 数 (default 30)--since DUR: 期間絞り込み (7d / 24h)--branch <name>: 特定 branch に絞る (default 全 branch)git rev-parse --abbrev-ref HEADgh workflow list --limit 50 --json name,state,id | jq -r '.[] | select(.state == "active") | .name'--workflow 指定時はその 1 つだけ、 省略時は全 active workflow を順次処理。
gh run list --workflow="$WORKFLOW" --limit "$LIMIT" \
--json conclusion,name,headBranch,createdAt,displayTitle,databaseId,event集計:
同じ commit SHA / branch で複数 run があれば flake 疑い。 異なる branch で同じ workflow が同じ step で fail なら drift 疑い:
gh run list --workflow="$WORKFLOW" --status=failure --limit 50 \
--json headSha,headBranch,databaseId,createdAt | \
jq -r 'group_by(.headSha) | map({sha: .[0].headSha, count: length, branches: [.[].headBranch] | unique}) | .[]'count >= 2 && branches.length == 1 = flake or test bug。 count == 1 && branches.length > 1 = drift。
failure run の上位 3 件を gh run view --log-failed でログ取得、 既知 pattern と grep:
gh run view "$RUN_ID" --log-failed 2>&1 | tail -200 > /tmp/run_$RUN_ID.log
# Pattern matching
grep -E "(disk full|no space left)" /tmp/run_$RUN_ID.log && echo "ENV: disk"
grep -E "(connection refused|timeout|TLS)" /tmp/run_$RUN_ID.log && echo "ENV: network"
grep -E "(go.mod|inconsistent vendoring|missing go.sum)" /tmp/run_$RUN_ID.log && echo "DRIFT: go.mod"
grep -E "(ruff|format.*drift|cargo fmt)" /tmp/run_$RUN_ID.log && echo "DRIFT: format"
grep -E "(qemu|exec format error|illegal instruction)" /tmp/run_$RUN_ID.log && echo "ENV: arm64-emulation"
grep -E "FAILED.*test_" /tmp/run_$RUN_ID.log | head -5 # 実 test failure 名抽出した signature を分類カテゴリに mapping。
## CI Pattern Report — $(date +%Y-%m-%d)
### Summary
- workflows scanned: $N
- total runs (last $LIMIT): $TOTAL
- failure rate (overall): $RATE%
### Top failing workflows
| Workflow | Failure% | Primary category |
|----------|---------|------------------|
| docker-build | 45% | env (arm64 QEMU) |
| go-ci | 14% | drift (go.mod) |
| ... | ... | ... |
### Action items
- [ ] go-ci drift: `go mod tidy` を pre-push に追加検討
- [ ] docker-build flake: arm64 build を concurrency 制限
- [ ] csharp-ci issue-426: 個別 fix (test bug)flake / env と判定したら何もしない (再 run 任せ)。 drift と判定したら以下を提案:
/bump-deps ruff --target <ver> 推奨/bump-deps ort --target <ver> 推奨pre-commit run --all-filestest bug は個別 fix なので skill では着手しない、 issue 番号で記録。
gh workflow run 再実行はしない、 user 確認後のみ。--limit を保守的に。# 全 workflow の health check
/watch-ci-patterns
# docker-build に絞って深堀り
/watch-ci-patterns --workflow docker-build.yml --limit 50
# 最近 24h の failure のみ
/watch-ci-patterns --since 24h
# loop で 30 分ごと監視
/loop 30m /watch-ci-patterns --since 24hgh run view 巡回を skill 化/bump-deps / /precheck skill にバトンを渡す/loop と組み合わせて 継続的 CI health monitor© ayutaz, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/watch-ci-patterns of ayutaz/piper-plus.
Open the folder on GitHubat commit 421d066
Watch CI Patterns next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Watch CI Patterns this skillayutaz/piper-plus | 230 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Foundationdb AspireSnowBankSDK/foundationdb-dotnet-client | 158 | — | ~3.4k | Automated safety check: Pass | BSD-3-Clause | |
| Aspire DeploymentCommunityToolkit/Aspire | 629 | — | ~4.5k | Automated safety check: Notes | MIT | |
| Docker Scout AuditHabitat-Thinking/ai-literacy-superpowers | 114 | — | ~2k | Automated safety check: Pass | Custom licence | |
| GreptimeDB Dev Docker ImageGreptimeTeam/greptimedb | 6.7k | — | ~4k | Automated safety check: Notes | Apache-2.0 | |
| Code Audit3stoneBrother/code-audit | 892 | 1 repos | ~2.7k | Automated safety check: Pass | None |
SnowBankSDK/foundationdb-dotnet-client
How to run a FoundationDB cluster and connect to it from .NET — getting the IFdbDatabaseProvider that the keys/transactions/layers skills assume you already have.
CommunityToolkit/Aspire
WORKFLOW SKILL — Deploy Aspire apps from AppHost models to Docker Compose, Kubernetes, Azure, AWS, or preview Radius.
Habitat-Thinking/ai-literacy-superpowers
A skill your agent uses when auditing Docker images in this project for CVEs, base image staleness, or remediation recommendations — covers all four TUI images (Go, Python, Kotlin, C)
GreptimeTeam/greptimedb
Packages a locally built GreptimeDB debug binary into a development-only Docker image for local-cluster testing, with an optional push to a dev registry.
3stoneBrother/code-audit
Professional code security audit skill covering 55+ vulnerability types.
maslennikov-ig/claude-code-orchestrator-kit
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…
ayutaz/piper-plus
.claude/skills//SKILL.md の frontmatter / referenced script 実在 / trigger 衝突 / .claude/hooks/.sh の executable+shebang を検査する meta-skill。
ayutaz/piper-plus
ORT / openjtalk / ruff のような cross-runtime に canonical sync が必要な依存関係を 1 コマンドで bump する read-mostly skill。
ayutaz/piper-plus
Python canonical (src/pythonrun/piperplus/, src/python/pipertrain/, src/python/g2p/piperplusg2p/) を変更した PR で、 ONNX I/O 以外の追随漏れ (phonemizer / config schema / CLI flag / data 形式 / API 変更) を 7 ランタイム +…
ayutaz/piper-plus
ZH-EN code-switching loanword の同期と forward-compat を 1 コマンドで検査。zhenloanword.json を編集したり 5 ランタイムのいずれかに新規エントリを追加する前後に呼ぶ。Python source を canonical とし、Rust×2 / Go / C / WASM / C++ の 6 mirror + Python…
ayutaz/piper-plus
新規データアセット (JSON/TOML) を追加した PR で「7 箇所の package metadata 更新が全て揃っているか」を 1 コマンドで確認。MANIFEST.in / pyproject package-data / Cargo features / npm files / C Content / Android assets / SPM resources の更新漏れを…
ayutaz/piper-plus
PR 作成前の最終チェックリスト (lint/test/docs/CHANGELOG/未コミット確認)。/precheck の拡張版で、ドキュメント整合性も検証します。
Categories
CI workflow の最近 run を集計し、 failure を「flake / drift / env / test bug」に自動分類する skill。. Watch CI Patterns is an agent skill from ayutaz/piper-plus.
Watch CI Patterns fits situations like: tasks that involve Containers.
Run `npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a claude-code`. Or copy the skill folder (.claude/skills/watch-ci-patterns in ayutaz/piper-plus) into .claude/skills/watch-ci-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a codex`. Or copy the skill folder (.claude/skills/watch-ci-patterns in ayutaz/piper-plus) into .agents/skills/watch-ci-patterns in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ayutaz/piper-plus --skill watch-ci-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/watch-ci-patterns, .gemini/skills/watch-ci-patterns, .github/skills/watch-ci-patterns and .opencode/skills/watch-ci-patterns in your project.
Going by SKILL.md and its folder, Watch CI Patterns needs the command-line tools its instructions call (gh, jq, cargo and git). Our summary lists: Docker. Its frontmatter pre-approves these tools: Bash(gh run list *), Bash(gh run view *), Bash(gh workflow list *), Bash(ls .github/workflows/*), Bash(rg *), Bash(grep *), Bash(awk *), Bash(sort *), Bash(uniq *), Read, Grep.
SKILL.md contains no URLs. Its commands use gh and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Watch CI Patterns is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Watch CI Patterns: Foundationdb Aspire (SnowBankSDK/foundationdb-dotnet-client, 158 stars), Aspire Deployment (CommunityToolkit/Aspire, 629 stars), Docker Scout Audit (Habitat-Thinking/ai-literacy-superpowers, 114 stars) and GreptimeDB Dev Docker Image (GreptimeTeam/greptimedb, 6.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ayutaz (a GitHub user) maintains it in ayutaz/piper-plus, which has 230 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on October 8, 2026.
Source: ayutaz/piper-plus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.