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.
Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE.
Install Squid Review CI
$ npx skills add iusztinpaul/squid --skill squid-review-ci -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install iusztinpaul/squid squid-review-ci --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/iusztinpaul/squid.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/squid-review-ci .claude/skills/squid-review-ci && 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 "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .claude/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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/iusztinpaul/squid/tree/main/skills/squid-review-ciType 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 iusztinpaul/squid --skill squid-review-ci -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install iusztinpaul/squid squid-review-ci --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/squid.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/squid-review-ci .agents/skills/squid-review-ci && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .agents/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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 iusztinpaul/squid --skill squid-review-ci -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install iusztinpaul/squid squid-review-ci --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/squid.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/squid-review-ci .cursor/skills/squid-review-ci && 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 "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .cursor/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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/iusztinpaul/squid.git --path skills/squid-review-ci--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 iusztinpaul/squid --skill squid-review-ci -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install iusztinpaul/squid squid-review-ci --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/squid.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/squid-review-ci .gemini/skills/squid-review-ci && 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 "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .gemini/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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 iusztinpaul/squid squid-review-ciInstalls 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 iusztinpaul/squid --skill squid-review-ci -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/iusztinpaul/squid.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/squid-review-ci .github/skills/squid-review-ci && 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 "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .github/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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 iusztinpaul/squid --skill squid-review-ci -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install iusztinpaul/squid squid-review-ci --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iusztinpaul/squid.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/squid-review-ci .opencode/skills/squid-review-ci && 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 "squid-review-ci" agent skill from https://github.com/iusztinpaul/squid/tree/main/skills/squid-review-ci into .opencode/skills/squid-review-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "squid-review-ci", 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
squid-review-ci- GitHub stars
- 203
- Token cost
- ~607 tokens
- SKILL.md length
- 227 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE.
- After /squid-review passes
- SKILL.md covers The On-Call → SWE → re-check… and Output
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Incident response
What it does
Squid Review CI is an agent skill from iusztinpaul/squid. Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE. Output: a CI-validated feature PR. Trigger after /squid-review passes.
Its SKILL.md is about 610 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 Incident response. The licence is Apache-2.0.
When your agent uses it
- After /squid-review passes
- Tasks that involve Incident response
Example prompts
- “/squid-review-ci”
What it can do on your machine
Read from SKILL.md and the folder at commit f5bf6b3. 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
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Squid Review CI loads about 607 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 227 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
The full file from iusztinpaul/squid at commit f5bf6b3, republished under its Apache-2.0 licence (© iusztinpaul). 227 words, ~607 tokens.
Download SKILL.mdSave it as
.claude/skills/squid-review-ci/SKILL.md (or your agent's skills folder).- name
- squid-review-ci
- description
- Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE. Output: a CI-validated feature PR. Trigger after /squid-review passes.
- argument-hint
- <PR-number | branch>
Review CI — validate the pushed PR's pipeline
Watch CI for the pushed feature PR and drive it to green. On failure, the On-Call engineer diagnoses and hands a fix task to the SWE (it does not fix the code itself); once CI is green, the PR is ready to merge.
You are the orchestrator — a MANAGER. You launch On-Call and the SWE, enforce the cap, and confirm green. You do NOT read the diff for review (that was /squid-review).
Read AGENTS.md first.
Input: a pushed, review-clean feature PR.
Output: a CI-validated "ready to merge" PR (or USER ACTION REQUIRED if CI can't be made green within the cap).
The On-Call → SWE → re-check loop
Watch CI (On-Call)
Agent(
subagent_type="squid:oncall-engineer",
prompt="""Watch CI for the latest push on feat/{slug} (PR #{N}). {Working directory: {path}.} Read AGENTS.md first. Follow your role definition. CI/CD only — do not review the diff. Report green, or hand back a concrete FIX TASK (root cause + the exact failing command + affected files)."""
)- Green → done. The PR is validated and ready to merge.
- Red (infra / flake) → On-Call files a NEW infra task and reports it; surface to the human — it does not count against the cap.
- Red (real failure) → On-Call hands back a fix task → go to "SWE fixes".
SWE fixes
Agent(
subagent_type="squid:software-engineer",
prompt="""CI failed on PR #{N}. {Working directory: {path}.} Fix task from On-Call: {root cause + failing command + files}. Reproduce locally with the same command CI ran, fix the root cause (not the symptom; fix the bug, not the test), re-run the local suite, commit per your Commit section (`Refs #N` — the original task is already closed), and push."""
)Then re-run Watch CI (On-Call) to confirm the new run goes green.
Cap: 5 fix cycles per PR
If CI is still red after 5 On-Call→SWE→re-check cycles, stop, surface USER ACTION REQUIRED with the last failing log, and end.
Output
A CI-validated, ready-to-merge feature PR. Hand back to /squid-implement-night, or — if run standalone — report that CI is green and the PR is ready.
© iusztinpaul, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/squid-review-ci of iusztinpaul/squid.
Open the folder on GitHubat commit f5bf6b3
Compare with similar skills
Squid Review CI 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 |
|---|---|---|---|---|---|---|
| Squid Review CI this skilliusztinpaul/squid | 203 | — | ~607 | Automated safety check: Pass | Apache-2.0 | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 | |
| UModel Root Cause Analysisalibaba/UnifiedModel | 415 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Learningskortix-ai/suna | 20k | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Nix Config Debugryan4yin/nix-config | 2.1k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Oncallpigweed-project/pigweed | 548 | — | ~963 | Automated safety check: Pass | Apache-2.0 |
Similar skills
UModel Root Cause Analysis
alibaba/UnifiedModel
Investigates a service incident to its root cause by querying a UModel object graph alongside metrics, logs, topology and recent deployments.
Learnings
kortix-ai/suna
The project's episodic memory: a timestamped ledger of rules paid for with real outages and near-misses, one entry per incident.
Nix Config Debug
ryan4yin/nix-config
A skill your agent uses when something here is broken or stops working: an eval or build error, a failed activation, a dead or restarting unit, a mihomo or DNS outage, an unreachable host or MicroVM…
Oncall
pigweed-project/pigweed
Pigweed oncall rotation runbooks and maintenance workflows (such as rolling CIPD client tools for b/315378787).
Axiom SRE Investigator
openclaw/clawhub
Investigates incidents and production problems with hypothesis-driven debugging, queries Axiom observability data when available, and keeps secrets out of commands and output.
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Run the full agent-team pipeline end-to-end for one feature whose Tasks Plan is already approved by /squid-plan, handing the human a validated, ready-to-squash-merge PR.
Squid Implement Task
iusztinpaul/squid
Implement one task — or a whole list / an approved Tasks Plan — via the inner SWE↔Tester loop, committing each task on PASS.
Squid Review
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Push the committed feature branch, create or update its PR, then run Product Architect acceptance and PR-Reviewer on it.
Squid Testing Python
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Write and evaluate effective Python tests using pytest. An agent skill from iusztinpaul/squid.
Squid Architecture Review
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Periodic architectural sweep — reads existing ADRs, maps modules/dependencies/layering, and reports up to 10 prioritised findings shaped as refactor proposals /squid-refactor can consume directly.
Squid Clean Harness
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Shrink an agent harness (.agents/ skills + resources) to the minimum tokens that keep the exact same logic.
Related
Categories
Questions about Squid Review CI
What does Squid Review CI do?
Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE. Squid Review CI is an agent skill from iusztinpaul/squid. Drive CI green on a pushed, review-clean feature PR — On-Call diagnoses failures and hands fix tasks to the SWE.
When should I use Squid Review CI?
Squid Review CI fits situations like: after /squid-review passes; tasks that involve Incident response.
How do I install Squid Review CI in Claude Code?
Run `npx skills add iusztinpaul/squid --skill squid-review-ci -a claude-code`. Or copy the skill folder (skills/squid-review-ci in iusztinpaul/squid) into .claude/skills/squid-review-ci in your project. Claude Code loads it when a task matches its description.
How do I install Squid Review CI in Codex?
Run `npx skills add iusztinpaul/squid --skill squid-review-ci -a codex`. Or copy the skill folder (skills/squid-review-ci in iusztinpaul/squid) into .agents/skills/squid-review-ci in your project. Codex loads it when a task matches its description.
Can I use Squid Review CI 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 iusztinpaul/squid --skill squid-review-ci -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/squid-review-ci, .gemini/skills/squid-review-ci, .github/skills/squid-review-ci and .opencode/skills/squid-review-ci in your project.
What does Squid Review CI need to run?
SKILL.md names no scripts, command-line tools or credentials: Squid Review CI is instructions for the agent only.
Does Squid Review CI access the network?
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.
Is Squid Review CI 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 Squid Review CI use?
Squid Review CI is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Squid Review CI use?
About 607 tokens (SKILL.md is roughly 2.4k 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 Squid Review CI?
Skills that share tags, products or a category with Squid Review CI: Kubernetes Network Root Cause Analysis (kubeshark/kubeshark, 12k stars), UModel Root Cause Analysis (alibaba/UnifiedModel, 415 stars), Learnings (kortix-ai/suna, 20k stars) and Nix Config Debug (ryan4yin/nix-config, 2.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Squid Review CI?
iusztinpaul (a GitHub user) maintains it in iusztinpaul/squid, which has 203 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 3, 2026.
Source: iusztinpaul/squid on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.