Kubernetes Network Root Cause Analysis
kubeshark/kubeshark
Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
Investigate a monitoring alert end-to-end. An agent skill from c0x12c/ai-toolkit.
Install Ops Investigate Alert
$ npx skills add c0x12c/ai-toolkit --skill ops-investigate-alert -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install c0x12c/ai-toolkit ops-investigate-alert --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/c0x12c/ai-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .claude/skills/ops-investigate-alert && 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 "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .claude/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alertType 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 c0x12c/ai-toolkit --skill ops-investigate-alert -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install c0x12c/ai-toolkit ops-investigate-alert --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/c0x12c/ai-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .agents/skills/ops-investigate-alert && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .agents/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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 c0x12c/ai-toolkit --skill ops-investigate-alert -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install c0x12c/ai-toolkit ops-investigate-alert --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/c0x12c/ai-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .cursor/skills/ops-investigate-alert && 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 "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .cursor/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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/c0x12c/ai-toolkit.git --path toolkit/skills/ops-investigate-alert--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 c0x12c/ai-toolkit --skill ops-investigate-alert -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install c0x12c/ai-toolkit ops-investigate-alert --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/c0x12c/ai-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .gemini/skills/ops-investigate-alert && 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 "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .gemini/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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 c0x12c/ai-toolkit ops-investigate-alertInstalls 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 c0x12c/ai-toolkit --skill ops-investigate-alert -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/c0x12c/ai-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .github/skills/ops-investigate-alert && 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 "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .github/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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 c0x12c/ai-toolkit --skill ops-investigate-alert -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install c0x12c/ai-toolkit ops-investigate-alert --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/c0x12c/ai-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/toolkit/skills/ops-investigate-alert .opencode/skills/ops-investigate-alert && 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 "ops-investigate-alert" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/ops-investigate-alert into .opencode/skills/ops-investigate-alert/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-investigate-alert", 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.
Facts
- Skill name
ops-investigate-alert- GitHub stars
- 106
- Token cost
- ~1.4k tokens
- SKILL.md length
- 621 words
- Files
- 1
- Skills in repo
- 33
- Repo updated
- First seen
- Licence
- None found
At a glance
Investigate a monitoring alert end-to-end. An agent skill from c0x12c/ai-toolkit.
- Works in 9 steps: Verify Monitoring MCP Availability → Parse Input → Fetch Monitor Details → …
- Tasks that involve Root cause analysis
- SKILL.md covers When to Use, Process, Interaction Style and Rules, plus 1 more section
- Calls gh
What it does
Ops Investigate Alert is an agent skill from c0x12c/ai-toolkit. Investigate a monitoring alert end-to-end. Pulls metrics, logs, traces, and recent code changes to identify root cause. Works with any monitoring MCP.
Its SKILL.md is about 1.4k 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 Root cause analysis and MCP servers. It works with Model Context Protocol and Datadog.
When your agent uses it
- Tasks that involve Root cause analysis
- Tasks that involve MCP servers
Example prompts
- “/ops-investigate-alert”
Workflow steps
9 steps, taken from the step headings in SKILL.md.
- Verify Monitoring MCP Availability
- Parse Input
- Fetch Monitor Details
- Query Metrics
- Analyze Logs
- Check Traces (if available)
- Check Infrastructure (if available)
- Check Recent Code Changes (if gh available)
- Present Investigation Summary
What it can do on your machine
Read from SKILL.md and the folder at commit 96b2c9d. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
gh
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Ops Investigate Alert loads about 1.4k tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 621 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.
Safety
Auto-check passed
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.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 621 words (~1,416 tokens).
“Investigate a monitoring alert by pulling metrics, logs, traces, and related service code. Symptoms in, root cause hypothesis out.”
- name
- ops-investigate-alert
Files
Just SKILL.md in toolkit/skills/ops-investigate-alert of c0x12c/ai-toolkit.
Open the folder on GitHubat commit 96b2c9d
Compare with similar skills
Ops Investigate Alert 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 |
|---|---|---|---|---|---|---|
| Ops Investigate Alert this skillc0x12c/ai-toolkit | 106 | — | ~1.4k | Automated safety check: Pass | None | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 | |
| Agent Observability Eval Bootstrapdatadog-labs/agent-skills | 177 | — | ~25k | Automated safety check: Pass | MIT | |
| Datadogspeakeasy-api/gram | 273 | — | ~768 | Automated safety check: Pass | AGPL-3.0 | |
| K8s Agent Sandbox MCPkubernetes-sigs/agent-sandbox | 4.2k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Unraiddinglebear-ai/unraid | 135 | — | ~5.4k | Automated safety check: Notes | MIT |
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Questions about Ops Investigate Alert
What does Ops Investigate Alert do?
Investigate a monitoring alert end-to-end. An agent skill from c0x12c/ai-toolkit. Ops Investigate Alert is an agent skill from c0x12c/ai-toolkit. Investigate a monitoring alert end-to-end.
When should I use Ops Investigate Alert?
Ops Investigate Alert fits situations like: tasks that involve Root cause analysis; tasks that involve MCP servers.
How do I install Ops Investigate Alert in Claude Code?
Run `npx skills add c0x12c/ai-toolkit --skill ops-investigate-alert -a claude-code`. Or copy the skill folder (toolkit/skills/ops-investigate-alert in c0x12c/ai-toolkit) into .claude/skills/ops-investigate-alert in your project. Claude Code loads it when a task matches its description.
How do I install Ops Investigate Alert in Codex?
Run `npx skills add c0x12c/ai-toolkit --skill ops-investigate-alert -a codex`. Or copy the skill folder (toolkit/skills/ops-investigate-alert in c0x12c/ai-toolkit) into .agents/skills/ops-investigate-alert in your project. Codex loads it when a task matches its description.
Can I use Ops Investigate Alert in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add c0x12c/ai-toolkit --skill ops-investigate-alert -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ops-investigate-alert, .gemini/skills/ops-investigate-alert, .github/skills/ops-investigate-alert and .opencode/skills/ops-investigate-alert in your project.
What does Ops Investigate Alert need to run?
Going by SKILL.md and its folder, Ops Investigate Alert needs the command-line tools its instructions call (gh).
Does Ops Investigate Alert access the network?
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Ops Investigate Alert safe to install?
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.
What licence does Ops Investigate Alert use?
No licence was found for Ops Investigate Alert or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Ops Investigate Alert use?
About 1.4k tokens (SKILL.md is roughly 5.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ops Investigate Alert?
Skills that share tags, products or a category with Ops Investigate Alert: Kubernetes Network Root Cause Analysis (kubeshark/kubeshark, 12k stars), Agent Observability Eval Bootstrap (datadog-labs/agent-skills, 177 stars), Datadog (speakeasy-api/gram, 273 stars) and K8s Agent Sandbox MCP (kubernetes-sigs/agent-sandbox, 4.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ops Investigate Alert?
c0x12c (a GitHub organization) maintains it in c0x12c/ai-toolkit, which has 106 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on June 18, 2026.
Source: c0x12c/ai-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.