Native Data Fetching
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
Debug experiment code with structured error analysis. An agent skill from lingzhi227/agent-research-skills.
Install Code Debugging
$ npx skills add lingzhi227/agent-research-skills --skill code-debugging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lingzhi227/agent-research-skills code-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/lingzhi227/agent-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/code-debugging .claude/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .claude/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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/lingzhi227/agent-research-skills/tree/main/skills/code-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 lingzhi227/agent-research-skills --skill code-debugging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lingzhi227/agent-research-skills code-debugging --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/code-debugging .agents/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .agents/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 lingzhi227/agent-research-skills --skill code-debugging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lingzhi227/agent-research-skills code-debugging --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/code-debugging .cursor/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .cursor/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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/lingzhi227/agent-research-skills.git --path skills/code-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 lingzhi227/agent-research-skills --skill code-debugging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lingzhi227/agent-research-skills code-debugging --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/code-debugging .gemini/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .gemini/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 lingzhi227/agent-research-skills code-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 lingzhi227/agent-research-skills --skill code-debugging -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/code-debugging .github/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .github/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 lingzhi227/agent-research-skills --skill code-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 lingzhi227/agent-research-skills code-debugging --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/code-debugging .opencode/skills/code-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 "code-debugging" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/code-debugging into .opencode/skills/code-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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
code-debugging- GitHub stars
- 384
- Token cost
- ~672 tokens
- SKILL.md length
- 276 words
- Files
- 2 (incl. references)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- None found
At a glance
Debug experiment code with structured error analysis. An agent skill from lingzhi227/agent-research-skills.
- Works in 4 steps: Categorize the Error → Analyze Root Cause → Apply Fix Strategy → …
- Experiment code fails
- SKILL.md covers Input, References, Workflow and Fix Strategy State Machine, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Code Debugging is an agent skill from lingzhi227/agent-research-skills. Debug experiment code with structured error analysis. Categorize errors, apply targeted fixes with retry logic, and use reflection to prevent recurring issues. Use when experiment code fails or produces incorrect results.
Its SKILL.md is about 670 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/debug-patterns.md`).
It sits in Development, covering Debugging and Error handling. The repository describes itself as: Skills for Claude Code — deep-research: systematic academic literature review.
When your agent uses it
- Experiment code fails
- Produces incorrect results
Example prompts
- “/code-debugging”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Categorize the Error
- Analyze Root Cause
- Apply Fix Strategy
- Reflect and Prevent
What it can do on your machine
Read from SKILL.md and the folder at commit 9e6c085. 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
Code Debugging loads about 672 tokens when it runs, and up to ~1.8k if it reads all its reference files. Until then it costs about 59 tokens; SKILL.md has 276 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 276 words (~672 tokens).
“Systematically debug experiment code with structured error categorization and fix strategies.”
- name
- code-debugging
- argument-hint
- error-or-code
Files
SKILL.md and 1 other file (references) in skills/code-debugging of lingzhi227/agent-research-skills.
- SKILL.md
- references/debug-patterns.md
Open the folder on GitHubat commit 9e6c085
Compare with similar skills
Code 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 |
|---|---|---|---|---|---|---|
| Code Debugging this skilllingzhi227/agent-research-skills | 384 | — | ~672 | Automated safety check: Pass | None | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Python Script Runnercongchuanling-dot/Cohort | 199 | — | ~577 | Automated safety check: Notes | MIT | |
| Error Handling FundamentalsDanielPodolsky/ownyourcode | 290 | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Smart File Writerforyourhealth111-pixel/Vibe-Skills | 3.6k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Golang Samber Oopscontext-labs/whip | 1.1k | 1 repos | ~2.6k | Automated safety check: Pass | MIT |
Similar skills
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Runs a Python script with checks first: confirms the interpreter version, compiles it for syntax errors, verifies imports, then explains any traceback in plain language.
Error Handling Fundamentals
DanielPodolsky/ownyourcode
Guides error handling for async operations and API calls. An agent skill from DanielPodolsky/ownyourcode.
Smart File Writer
foryourhealth111-pixel/Vibe-Skills
Diagnoses why a file write failed (permissions, disk space, path length, locks, read-only mounts) before retrying, instead of repeating the same call blindly.
Golang Samber Oops
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Structured error handling in Golang with samber/oops — error builders, stack traces, codes, context, wrapping, attributes, user-facing vs developer messages, panic recovery, logger integration.
- Official
Error Recovery Patterns
github/gh-aw
Design gh-aw error handling, retry, recovery, and debugging flows.
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Related
Categories
Questions about Code Debugging
What does Code Debugging do?
Debug experiment code with structured error analysis. An agent skill from lingzhi227/agent-research-skills. Code Debugging is an agent skill from lingzhi227/agent-research-skills. Debug experiment code with structured error analysis.
When should I use Code Debugging?
Code Debugging fits situations like: experiment code fails; produces incorrect results.
How do I install Code Debugging in Claude Code?
Run `npx skills add lingzhi227/agent-research-skills --skill code-debugging -a claude-code`. Or copy the skill folder (skills/code-debugging in lingzhi227/agent-research-skills) into .claude/skills/code-debugging in your project. Claude Code loads it when a task matches its description.
How do I install Code Debugging in Codex?
Run `npx skills add lingzhi227/agent-research-skills --skill code-debugging -a codex`. Or copy the skill folder (skills/code-debugging in lingzhi227/agent-research-skills) into .agents/skills/code-debugging in your project. Codex loads it when a task matches its description.
Can I use Code 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 lingzhi227/agent-research-skills --skill code-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/code-debugging, .gemini/skills/code-debugging, .github/skills/code-debugging and .opencode/skills/code-debugging in your project.
What does Code Debugging need to run?
SKILL.md names no scripts, command-line tools or credentials: Code Debugging is instructions for the agent only.
Does Code Debugging 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 Code 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 Code Debugging use?
No licence was found for Code Debugging or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Code Debugging use?
About 672 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.1k tokens, read only when the agent opens those files.
What are the alternatives to Code Debugging?
Skills that share tags, products or a category with Code Debugging: Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Python Script Runner (congchuanling-dot/Cohort, 199 stars), Error Handling Fundamentals (DanielPodolsky/ownyourcode, 290 stars) and Smart File Writer (foryourhealth111-pixel/Vibe-Skills, 3.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Code Debugging?
lingzhi227 (a GitHub user) maintains it in lingzhi227/agent-research-skills, which has 384 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on February 27, 2026.
Source: lingzhi227/agent-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.