Flowfile Node Development
Edwardvaneechoud/Flowfile
End-to-end runbook for adding or modifying a Flowfile node type across all four layers (flowfilecore settings/graph/template, flowfilefrontend UI registry, flowfileframe Python API, flowfilewasm…
Structured debugging runbook for backend services. An agent skill from c0x12c/ai-toolkit.
Install Service Debugging
$ npx skills add c0x12c/ai-toolkit --skill service-debugging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install c0x12c/ai-toolkit service-debugging --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/service-debugging .claude/skills/service-debugging && 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 "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .claude/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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/service-debuggingType 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 service-debugging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install c0x12c/ai-toolkit service-debugging --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/service-debugging .agents/skills/service-debugging && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .agents/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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 service-debugging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install c0x12c/ai-toolkit service-debugging --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/service-debugging .cursor/skills/service-debugging && 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 "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .cursor/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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/service-debugging--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 service-debugging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install c0x12c/ai-toolkit service-debugging --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/service-debugging .gemini/skills/service-debugging && 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 "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .gemini/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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 service-debuggingInstalls 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 service-debugging -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/service-debugging .github/skills/service-debugging && 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 "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .github/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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 service-debugging -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 service-debugging --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/service-debugging .opencode/skills/service-debugging && 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 "service-debugging" agent skill from https://github.com/c0x12c/ai-toolkit/tree/master/toolkit/skills/service-debugging into .opencode/skills/service-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-debugging", 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
service-debugging- GitHub stars
- 106
- Token cost
- ~981 tokens
- SKILL.md length
- 420 words
- Files
- 2
- Skills in repo
- 33
- Repo updated
- First seen
- Licence
- None found
At a glance
Structured debugging runbook for backend services. An agent skill from c0x12c/ai-toolkit.
- Works in 6 steps: Gather Symptoms → Check the Obvious → Narrow Down → …
- Investigating production issues
- SKILL.md covers When to Use, Process, Gotchas and Rules
- Calls git, curl and jq
What it does
Service Debugging is an agent skill from c0x12c/ai-toolkit. Structured debugging runbook for backend services. Use when investigating production issues, API errors, performance problems, or when something broke and you need to find why.
Its SKILL.md is about 980 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `common-issues.md`).
It sits in Development, covering Debugging and Runbooks and postmortems.
When your agent uses it
- Investigating production issues
- Performance problems
- Something broke and you need to find why
Example prompts
- “/service-debugging”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Gather Symptoms
- Check the Obvious
- Narrow Down
- Reproduce
- Find Root Cause
- Fix and Verify
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:
gitcurljqpsql
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git and curl, 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
Service Debugging loads about 981 tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 420 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 420 words (~981 tokens).
“Structured approach to investigating and fixing service issues. Symptoms in, root cause out.”
- name
- service-debugging
Files
SKILL.md and 1 other file in toolkit/skills/service-debugging of c0x12c/ai-toolkit.
- SKILL.md
- common-issues.md
Open the folder on GitHubat commit 96b2c9d
Compare with similar skills
Service Debugging 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 |
|---|---|---|---|---|---|---|
| Service Debugging this skillc0x12c/ai-toolkit | 106 | — | ~981 | Automated safety check: Pass | None | |
| Flowfile Node DevelopmentEdwardvaneechoud/Flowfile | 373 | — | ~9.3k | Automated safety check: Pass | MIT | |
| Debuggingnotque/vexjoy-agent | 438 | — | ~1.9k | Automated safety check: Notes | MIT | |
| Bug Fix ProtocolCodeAlive-AI/ai-driven-development | 157 | — | ~648 | Automated safety check: Pass | MIT | |
| Codebase Onboardingborghei/Claude-Skills | 881 | — | ~1.7k | Automated safety check: Pass | MIT | |
| RAG Troubleshootlyonzin/knowledge-rag | 290 | — | ~1.8k | Automated safety check: Pass | MIT |
Similar skills
Debugging
notque/vexjoy-agent
Debugging: guided diagnosis of application bugs, and post-mortem of failed agent sessions.
Bug Fix Protocol
CodeAlive-AI/ai-driven-development
8-step disciplined bug-fix protocol that treats every production bug as two failures — the code defect itself and the testing system that allowed it through.
Codebase Onboarding
borghei/Claude-Skills
Analyze a codebase and generate onboarding docs: architecture overviews, file maps, setup guides, runbooks, and debugging guides.
RAG Troubleshoot
lyonzin/knowledge-rag
When the user reports a bug, error message, stack trace, unexpected behavior, or "why is this broken" question, search the corpus first for prior occurrences, known fixes, or related runbooks.
Simple English
moeru-ai/airi
Write or rewrite technical text with the rules of ASD-STE100 Simplified Technical English so it is clear, unambiguous, and free of AI slop.
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Related
Categories
Questions about Service Debugging
What does Service Debugging do?
Structured debugging runbook for backend services. An agent skill from c0x12c/ai-toolkit. Service Debugging is an agent skill from c0x12c/ai-toolkit. Structured debugging runbook for backend services.
When should I use Service Debugging?
Service Debugging fits situations like: investigating production issues; performance problems; something broke and you need to find why.
How do I install Service Debugging in Claude Code?
Run `npx skills add c0x12c/ai-toolkit --skill service-debugging -a claude-code`. Or copy the skill folder (toolkit/skills/service-debugging in c0x12c/ai-toolkit) into .claude/skills/service-debugging in your project. Claude Code loads it when a task matches its description.
How do I install Service Debugging in Codex?
Run `npx skills add c0x12c/ai-toolkit --skill service-debugging -a codex`. Or copy the skill folder (toolkit/skills/service-debugging in c0x12c/ai-toolkit) into .agents/skills/service-debugging in your project. Codex loads it when a task matches its description.
Can I use Service Debugging 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 service-debugging -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/service-debugging, .gemini/skills/service-debugging, .github/skills/service-debugging and .opencode/skills/service-debugging in your project.
What does Service Debugging need to run?
Going by SKILL.md and its folder, Service Debugging needs the command-line tools its instructions call (git, curl, jq and psql).
Does Service Debugging access the network?
SKILL.md contains no URLs. Its commands use git and curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Service Debugging 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 Service Debugging use?
No licence was found for Service Debugging or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Service Debugging use?
About 981 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.
What are the alternatives to Service Debugging?
Skills that share tags, products or a category with Service Debugging: Flowfile Node Development (Edwardvaneechoud/Flowfile, 373 stars), Debugging (notque/vexjoy-agent, 438 stars), Bug Fix Protocol (CodeAlive-AI/ai-driven-development, 157 stars) and Codebase Onboarding (borghei/Claude-Skills, 881 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Service Debugging?
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.