Agent skill

Analyze Problem

by latitude-dev in latitude-dev/latitude-llm

Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps.

MITAuto-check passedDevelopment

Install Analyze Problem

skills CLI
$ npx skills add latitude-dev/latitude-llm --skill analyze-problem -a claude-code

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

GitHub CLI
$ gh skill install latitude-dev/latitude-llm analyze-problem --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/latitude-dev/latitude-llm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/analyze-problem .claude/skills/analyze-problem && 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
analyze-problem
GitHub stars
4.7k
Token cost
~398 tokens
SKILL.md length
196 words
Files
1
Skills in repo
28
Repo updated
First seen
Licence
MIT

At a glance

Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps.

  • Works in 4 steps: What you believe the issue is… → Why you believe it is happening (root… → How you would fix it (proposed approach… → …
  • Tasks that involve Root cause analysis
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Analyze Problem is an agent skill from latitude-dev/latitude-llm. Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps.

Its SKILL.md is about 400 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 Development, covering Root cause analysis. The repository describes itself as: Open-source observability for AI agents. Find where your agents fail, dispatch your coding agent to fix it, and verify the fix against real traces. The licence is MIT.

When your agent uses it

  • Tasks that involve Root cause analysis

Example prompts

  • “/analyze-problem”

Workflow steps

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

  1. What you believe the issue is (observable behavior + when it happens),
  2. Why you believe it is happening (root cause and the specific assumption/logic that breaks),
  3. How you would fix it (proposed approach and what behavior/logic should change),
  4. What you would verify (minimal set of checks/tests/logs to confirm the fix and prevent regressions).

What it can do on your machine

Read from SKILL.md and the folder at commit 87e8aa0. 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

Analyze Problem loads about 398 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 196 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~398

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 latitude-dev/latitude-llm at commit 87e8aa0, republished under its MIT licence (© latitude-dev). 196 words, ~398 tokens.

Download SKILL.mdSave it as .claude/skills/analyze-problem/SKILL.md (or your agent's skills folder).
name
analyze-problem
description
Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps.

Read the provided bug report/issue/task.

Then thoroughly investigate the codebase to understand the relevant context:

  • Find the entry points involved (routes/handlers/jobs/commands) and trace the execution path that leads to the reported behavior.
  • Identify the data flow and state involved (inputs, validation, persistence, caching, permissions, feature flags, side effects).
  • Locate the expected behavior (specs/tests/docs) and compare it to the actual behavior in code.
  • If the report includes steps to reproduce, map each step to the corresponding code path and decision points.
  • Consider common edge cases (null/empty values, timing/race conditions, retries, idempotency, pagination, timezones, auth, stale cache).

Deliverable: Explain, in your own words:

  1. What you believe the issue is (observable behavior + when it happens),
  2. Why you believe it is happening (root cause and the specific assumption/logic that breaks),
  3. How you would fix it (proposed approach and what behavior/logic should change),
  4. What you would verify (minimal set of checks/tests/logs to confirm the fix and prevent regressions).

Constraints:

  • Do not apply any changes automatically.
  • Avoid listing files/components/services unless strictly necessary to support the explanation.
  • If the codebase does not contain enough context to be confident, explicitly say what’s missing and what evidence would confirm the hypothesis.

© latitude-dev, MIT. 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 .agents/skills/analyze-problem of latitude-dev/latitude-llm.

Open the folder on GitHubat commit 87e8aa0

Compare with similar skills

Analyze Problem 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.

Analyze Problem compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Analyze Problem this skilllatitude-dev/latitude-llm4.7k—~398Automated safety check: PassMIT
Code Design Rationale Investigatorcursor/plugins10k9 repos~2.6kAutomated safety check: PassNone
OpenLogi macOS Permissions TriageAprilNEA/OpenLogi23k—~2.5kAutomated safety check: NotesApache-2.0
Bug Finder for daisyUIsaadeghi/daisyui43k—~2.3kAutomated safety check: PassMIT
Root Cause Debugginggarrytan/gstack136k—~1.4kAutomated safety check: PassMIT
Graph-Based Bug Tracingtirth8205/code-review-graph32k1 repos~287Automated safety check: PassMIT

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Categories

Questions about Analyze Problem

What does Analyze Problem do?

Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps. Analyze Problem is an agent skill from latitude-dev/latitude-llm. Analyze a problem and provide a detailed explanation of the issue, root cause, proposed fix, and verification steps.

When should I use Analyze Problem?

Analyze Problem fits situations like: tasks that involve Root cause analysis.

How do I install Analyze Problem in Claude Code?

Run `npx skills add latitude-dev/latitude-llm --skill analyze-problem -a claude-code`. Or copy the skill folder (.agents/skills/analyze-problem in latitude-dev/latitude-llm) into .claude/skills/analyze-problem in your project. Claude Code loads it when a task matches its description.

How do I install Analyze Problem in Codex?

Run `npx skills add latitude-dev/latitude-llm --skill analyze-problem -a codex`. Or copy the skill folder (.agents/skills/analyze-problem in latitude-dev/latitude-llm) into .agents/skills/analyze-problem in your project. Codex loads it when a task matches its description.

Can I use Analyze Problem 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 latitude-dev/latitude-llm --skill analyze-problem -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-problem, .gemini/skills/analyze-problem, .github/skills/analyze-problem and .opencode/skills/analyze-problem in your project.

What does Analyze Problem need to run?

SKILL.md names no scripts, command-line tools or credentials: Analyze Problem is instructions for the agent only.

Does Analyze Problem 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 Analyze Problem 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 Analyze Problem use?

Analyze Problem is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Analyze Problem use?

About 398 tokens (SKILL.md is roughly 1.6k 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 Analyze Problem?

Skills that share tags, products or a category with Analyze Problem: Code Design Rationale Investigator (cursor/plugins, 10k stars), OpenLogi macOS Permissions Triage (AprilNEA/OpenLogi, 23k stars), Bug Finder for daisyUI (saadeghi/daisyui, 43k stars) and Root Cause Debugging (garrytan/gstack, 136k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Analyze Problem?

latitude-dev (a GitHub organization) maintains it in latitude-dev/latitude-llm, which has 4,712 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 6, 2026.

Source: latitude-dev/latitude-llm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.