Deploy Observability
aliyun/alibabacloud-observability-mcp-server
Deploy, start, and update the Alibaba Cloud Observability MCP Server (阿里云可观测 MCP Server).
Add lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running.
$ npx skills add robinebers/openusage --skill telemetry -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install robinebers/openusage telemetry --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/robinebers/openusage.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/telemetry .claude/skills/telemetry && 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 "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .claude/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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/robinebers/openusage/tree/main/.agents/skills/telemetryType 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 robinebers/openusage --skill telemetry -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install robinebers/openusage telemetry --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/robinebers/openusage.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/telemetry .agents/skills/telemetry && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .agents/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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 robinebers/openusage --skill telemetry -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install robinebers/openusage telemetry --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/robinebers/openusage.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/telemetry .cursor/skills/telemetry && 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 "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .cursor/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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/robinebers/openusage.git --path .agents/skills/telemetry--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 robinebers/openusage --skill telemetry -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install robinebers/openusage telemetry --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/robinebers/openusage.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/telemetry .gemini/skills/telemetry && 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 "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .gemini/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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 robinebers/openusage telemetryInstalls 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 robinebers/openusage --skill telemetry -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/robinebers/openusage.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/telemetry .github/skills/telemetry && 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 "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .github/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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 robinebers/openusage --skill telemetry -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install robinebers/openusage telemetry --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/robinebers/openusage.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/telemetry .opencode/skills/telemetry && 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 "telemetry" agent skill from https://github.com/robinebers/openusage/tree/main/.agents/skills/telemetry into .opencode/skills/telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry", 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.
telemetryAdd lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running.
Telemetry is an agent skill from robinebers/openusage. Add lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running. Use when wiring Logger / os.Logger, adding log points for window/sidebar/menu-bar actions, reading runtime logs from Console or log stream, or confirming that expected events fire after a local run.
Its SKILL.md is about 980 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 Observability. It works with macOS. The repository describes itself as: Burning through your subscriptions too fast? Paying for stuff you never use? Stop guessing. OpenUsage is free and open source. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cb21465. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are swift).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Telemetry loads about 977 tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 449 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 robinebers/openusage at commit cb21465, republished under its MIT licence (© robinebers). 449 words, ~977 tokens.
.claude/skills/telemetry/SKILL.md (or your agent's skills folder).Use this skill to add lightweight app instrumentation that helps debug behavior without turning the codebase into a logging landfill. Prefer Apple's unified logging APIs and verify the events after a build/run loop.
Logger from the OSLog framework for structured app logs.import OSLog
private let logger = Logger(
subsystem: Bundle.main.bundleIdentifier ?? "SampleApp",
category: "Sidebar"
)
@MainActor
func selectItem(_ item: SidebarItem) {
logger.info("Selected sidebar item: \(item.id, privacy: .public)")
selection = item.id
}Use feature-specific categories like Windowing, Commands, MenuBar, Sidebar,
Sync, or Import so logs can be filtered quickly.
Identify the behavior that needs observability.
Add the smallest useful instrumentation.
Logger per feature area or type.Build and run the app.
build-run-debug for the build/run loop.script/build_and_run.sh exists, prefer ./script/build_and_run.sh --telemetry for live telemetry checks or ./script/build_and_run.sh --logs for broader process logs.Read runtime logs and verify the event fired.
log stream --style compact --predicate 'process == "AppName"' for live terminal verification.log stream --style compact --predicate 'subsystem == "com.example.app" && category == "Sidebar"'Tighten or remove instrumentation.
print as the primary app telemetry mechanism for macOS app code.log stream, or captured process output.build-run-debug.© robinebers, 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 .agents/skills/telemetry of robinebers/openusage.
Open the folder on GitHubat commit cb21465
Telemetry 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 |
|---|---|---|---|---|---|---|
| Telemetry this skillrobinebers/openusage | 4.3k | — | ~977 | Automated safety check: Pass | MIT | |
| Deploy Observabilityaliyun/alibabacloud-observability-mcp-server | 166 | — | ~2.6k | Automated safety check: Notes | None | |
| Sls Dashboard Builderalibaba/loongsuite-pilot | 200 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Loongsuite Pilot Insightalibaba/loongsuite-pilot | 200 | — | ~944 | Automated safety check: Pass | Apache-2.0 | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Openclaw Live Updateropenclaw/openclaw | 392k | — | ~3.7k | Automated safety check: Pass | MIT |
aliyun/alibabacloud-observability-mcp-server
Deploy, start, and update the Alibaba Cloud Observability MCP Server (阿里云可观测 MCP Server).
alibaba/loongsuite-pilot
当任务需要创建、修改、扩展或重组阿里云 SLS 的 dashboard JSON 或可导入的大盘配置时使用;尤其适用于线上大盘、强对比的分析看板、已校验的查询包,或需要专业中文标签与指标定义的运维向大盘。
alibaba/loongsuite-pilot
基于 LoongSuite Pilot / AI Coding Agent 日志生成事件洞察、组织洞察、数据质量、研发效能和 AI Native 使用类 SLS 报表时使用;包含 AI Coding 事件表语义,以及团队报表可选的部门维表、deptuser 组织关系、指标口径和公共 CTE,通常与 sls-dashboard-builder 一起使用。
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
openclaw/openclaw
Maintain the canonical live OpenClaw main checkout, macOS LaunchAgent-managed Gateway, local macOS app, exact-head main CI, and recurring full release validation.
kubeshark/kubeshark
Installs and configures Kubeshark on a Kubernetes cluster, choosing between the quick CLI path and a Helm install with custom values.
robinebers/openusage
Best practices and example-driven guidance for building native macOS SwiftUI scenes and components, including windows, commands, toolbars, settings, split views, inspectors, menu bar extras, and…
robinebers/openusage
Add and verify lightweight macOS runtime telemetry. An agent skill from robinebers/openusage.
robinebers/openusage
Cut a release of OpenUsage (Swift menu-bar app): pick a version, generate a categorized changelog, tag from main, and publish the GitHub Release with notes.
robinebers/openusage
Customize macOS 15+ SwiftUI windows and scene behavior using Window, WindowGroup, and macOS window modifiers.
robinebers/openusage
Decide when and how to bridge a macOS app from SwiftUI into AppKit.
robinebers/openusage
Build, run, and debug local macOS apps and desktop executables using shell-first Xcode and Swift workflows.
Works with
Categories
Add lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running. Telemetry is an agent skill from robinebers/openusage. Add lightweight runtime telemetry and debug instrumentation to macOS apps, then verify those events after building and running.
Telemetry fits situations like: wiring Logger / os.Logger; adding log points for window/sidebar/menu-bar actions; reading runtime logs from Console; confirming that expected events fire after a local run.
Run `npx skills add robinebers/openusage --skill telemetry -a claude-code`. Or copy the skill folder (.agents/skills/telemetry in robinebers/openusage) into .claude/skills/telemetry in your project. Claude Code loads it when a task matches its description.
Run `npx skills add robinebers/openusage --skill telemetry -a codex`. Or copy the skill folder (.agents/skills/telemetry in robinebers/openusage) into .agents/skills/telemetry 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 robinebers/openusage --skill telemetry -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/telemetry, .gemini/skills/telemetry, .github/skills/telemetry and .opencode/skills/telemetry in your project.
SKILL.md names no scripts, command-line tools or credentials: Telemetry is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
Telemetry is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 977 tokens (SKILL.md is roughly 3.9k 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 Telemetry: Deploy Observability (aliyun/alibabacloud-observability-mcp-server, 166 stars), Sls Dashboard Builder (alibaba/loongsuite-pilot, 200 stars), Loongsuite Pilot Insight (alibaba/loongsuite-pilot, 200 stars) and Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
robinebers (a GitHub user) maintains it in robinebers/openusage, which has 4,335 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on October 6, 2026.
Source: robinebers/openusage on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.