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Agent skill

Windsurf Debugging AI

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Execute use Cascade for intelligent debugging and error analysis.

MITAuto-check passedDevelopment

Install Windsurf Debugging AI

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-debugging-ai -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace windsurf-debugging-ai --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/windsurf-debugging-ai .claude/skills/windsurf-debugging-ai && rm -rf skills-src

Use ~/.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/

Facts

Skill name
windsurf-debugging-ai
GitHub stars
2.8k
Token cost
~450 tokens
SKILL.md length
108 words
Files
5 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Execute use Cascade for intelligent debugging and error analysis.

  • Works in 5 steps: Capture Error Context → Analyze with Cascade → Investigate Root Cause → …
  • S mention debug with ai
  • SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Windsurf Debugging AI is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute use Cascade for intelligent debugging and error analysis. Activate when users mention "debug with ai", "error analysis", "cascade debug", "find bug", or "troubleshoot code". Handles AI-assisted debugging workflows. Use when debugging issues or troubleshooting. Trigger with phrases like "windsurf debugging ai", "windsurf ai", "windsurf".

Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/directory-structure.md`, `references/errors.md` and `references/examples.md`). Compatibility notes: Designed for Claude Code

It sits in Development, covering Debugging. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • S mention debug with ai
  • Troubleshoot code
  • Debugging issues
  • Troubleshooting

Example prompts

  • “debug with ai”
  • “error analysis”
  • “cascade debug”
  • “/windsurf-debugging-ai”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Grep, Glob, Bash(cmd:*)

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Capture Error Context
  2. Analyze with Cascade
  3. Investigate Root Cause
  4. Apply Fix
  5. Document for Prevention

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Grep
    • Glob
    • Bash(cmd:*)

    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

    Links to these hosts (documentation or services it may open):

    • docs.windsurf.ai

    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.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Windsurf Debugging AI loads about 450 tokens when it runs, and up to ~1.3k if it reads all its reference files. Until then it costs about 92 tokens; SKILL.md has 108 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~92
When it runs · the whole SKILL.md, loaded when a task matches
~450
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.3k

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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 108 words, ~450 tokens.

Download SKILL.mdSave it as .claude/skills/windsurf-debugging-ai/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.
name
windsurf-debugging-ai
description
Execute use Cascade for intelligent debugging and error analysis. Activate when users mention "debug with ai", "error analysis", "cascade debug", "find bug", or "troubleshoot code". Handles AI-assisted debugging workflows. Use when debugging issues or troubleshooting. Trigger with phrases like "windsurf debugging ai", "windsurf ai", "windsurf".
allowed-tools
Read, Grep, Glob, Bash(cmd:*)
compatibility
Designed for Claude Code
version
1.0.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, skill-databases, debugging, workflow

Windsurf Debugging Ai

Overview

This skill enables AI-assisted debugging within Windsurf. Cascade analyzes error messages, stack traces, and code context to identify root causes and suggest fixes.

Prerequisites

  • Windsurf IDE with Cascade enabled
  • Application with reproducible issues
  • Debug configuration set up
  • Error logs accessible
  • Understanding of application architecture

Instructions

  1. Capture Error Context
  2. Analyze with Cascade
  3. Investigate Root Cause
  4. Apply Fix
  5. Document for Prevention

See ${CLAUDE_SKILL_DIR}/references/implementation.md for detailed implementation guide.

Output

  • Root cause analysis
  • Fix recommendations
  • Debug session logs
  • Prevention strategies

Error Handling

See ${CLAUDE_SKILL_DIR}/references/errors.md for comprehensive error handling.

Examples

See ${CLAUDE_SKILL_DIR}/references/examples.md for detailed examples.

Resources

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 4 other files (references) in skills/.curated/windsurf-debugging-ai of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/directory-structure.md
  • references/errors.md
  • references/examples.md
  • references/implementation.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Windsurf Debugging AI 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.

Windsurf Debugging AI compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Windsurf Debugging AI this skilljeremylongshore/tons-of-skills-marketplace2.8k—~450Automated safety check: PassMIT
Trellis Session Insightmindfold-ai/Trellis15k4 repos~1.7kAutomated safety check: PassAGPL-3.0
Native Data FetchingCherryHQ/cherry-studio-app4k6 repos~2.9kAutomated safety check: NotesMIT
Debugging Executionsn8n-io/n8n207k—~2.6kAutomated safety check: PassCustom licence
Aoti Debugpytorch/pytorch104k1 repos~1.7kAutomated safety check: PassCustom licence
Herdr Throwaway Reproductionherdrdev/herdr43k—~2.4kAutomated safety check: PassApache-2.0

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Categories

Questions about Windsurf Debugging AI

What does Windsurf Debugging AI do?

Execute use Cascade for intelligent debugging and error analysis. Windsurf Debugging AI is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute use Cascade for intelligent debugging and error analysis.

When should I use Windsurf Debugging AI?

Windsurf Debugging AI fits situations like: S mention debug with ai; troubleshoot code; debugging issues; troubleshooting.

How do I install Windsurf Debugging AI in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-debugging-ai -a claude-code`. Or copy the skill folder (skills/.curated/windsurf-debugging-ai in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/windsurf-debugging-ai in your project. Claude Code loads it when a task matches its description.

How do I install Windsurf Debugging AI in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-debugging-ai -a codex`. Or copy the skill folder (skills/.curated/windsurf-debugging-ai in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/windsurf-debugging-ai in your project. Codex loads it when a task matches its description.

Can I use Windsurf Debugging AI 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 jeremylongshore/tons-of-skills-marketplace --skill windsurf-debugging-ai -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/windsurf-debugging-ai, .gemini/skills/windsurf-debugging-ai, .github/skills/windsurf-debugging-ai and .opencode/skills/windsurf-debugging-ai in your project.

What does Windsurf Debugging AI need to run?

SKILL.md names no scripts, command-line tools or credentials: Windsurf Debugging AI is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Bash(cmd:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does Windsurf Debugging AI access the network?

SKILL.md names 1 domain. As links in the text: docs.windsurf.ai. This is read from the text; nothing was executed.

Is Windsurf Debugging AI 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 Windsurf Debugging AI use?

Windsurf Debugging AI is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Windsurf Debugging AI use?

About 450 tokens (SKILL.md is roughly 1.8k 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 859 tokens, read only when the agent opens those files.

What are the alternatives to Windsurf Debugging AI?

Skills that share tags, products or a category with Windsurf Debugging AI: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Aoti Debug (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Windsurf Debugging AI?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.