Agent skill

Kolo

by koloai in koloai/kolo

Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files.

No licenceAuto-check passedDatabases

Install Kolo

skills CLI
$ npx skills add koloai/kolo --skill kolo -a claude-code

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

GitHub CLI
$ gh skill install koloai/kolo kolo --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/koloai/kolo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/kolo .claude/skills/kolo && 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
kolo
GitHub stars
525
Token cost
~1.2k tokens
SKILL.md length
628 words
Files
1
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files.

  • Works in 3 steps: Execute code with Kolo activated (KOLO=1) → Grep the trace data kolo emits in… → Make desired code changes, then re-run…
  • Tricky debugging challenges
  • SKILL.md covers The core workflow, Installing Kolo, Enabling Kolo and Using Kolo, plus 2 more sections
  • Calls pip

What it does

Kolo is an agent skill from koloai/kolo. Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files. Use this skill for tricky debugging challenges, to verify that code behaves as expected at runtime, and to see the real data and values passing through the code. Use it to see the real data returned by sql queries or the real http data sent and received. Use it when the user reports something is not working, but you're not sure why - even if the user…

Its SKILL.md is about 1.2k 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 Databases, covering SQL. It works with SQL, Python and Django. The repository describes itself as: Kolo is a text-based Python debugger for AI agents. Capture every executed function call, return value, local variable, HTTP request, and more in greppable trace files.

When your agent uses it

  • Tricky debugging challenges
  • Verify that code behaves as expected at runtime
  • To see the real data and values passing through the code
  • See the real data returned by sql queries

Example prompts

  • “re not sure why - even if the user doesn”
  • “debugging”
  • “/kolo”

Requirements

  • Python 3

Workflow steps

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

  1. Execute code with Kolo activated (KOLO=1)
  2. Grep the trace data kolo emits in .kolo/traces — search for a function name, URL fragment, SQL table, or error string, then read the…
  3. Make desired code changes, then re-run (back to step 1)

What it can do on your machine

Read from SKILL.md and the folder at commit bb387ed. 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:

    • pip

    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.kolo.app

    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

Kolo loads about 1.2k tokens when it runs. Until then it costs about 142 tokens; SKILL.md has 628 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~142
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

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 628 words (~1,232 tokens).

“Use the kolo cli to view trace data.”

— opening of SKILL.md by koloai
name
kolo

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/kolo of koloai/kolo.

Open the folder on GitHubat commit bb387ed

Compare with similar skills

Kolo 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.

Kolo compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Kolo this skillkoloai/kolo525—~1.2kAutomated safety check: PassNone
Django Filter Benchmarksaleor/saleor23k—~2.3kAutomated safety check: PassBSD-3-Clause
Chdb SQLvemetric/vemetric3951 repos~1.2kAutomated safety check: PassApache-2.0
SQL Schema Policy Validatorrominirani/antigravity-skills592—~264Automated safety check: PassNone
Modelersidequery/sidemantic129—~4.2kAutomated safety check: PassApache-2.0
Analysis Artifactswarpdotdev/oz-skills825—~1.1kAutomated safety check: PassMIT

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  • SQL Schema Policy Validator

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Works with

Categories

Questions about Kolo

What does Kolo do?

Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files. Kolo is an agent skill from koloai/kolo. Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files.

When should I use Kolo?

Kolo fits situations like: tricky debugging challenges; verify that code behaves as expected at runtime; to see the real data and values passing through the code; see the real data returned by sql queries.

How do I install Kolo in Claude Code?

Run `npx skills add koloai/kolo --skill kolo -a claude-code`. Or copy the skill folder (skills/kolo in koloai/kolo) into .claude/skills/kolo in your project. Claude Code loads it when a task matches its description.

How do I install Kolo in Codex?

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

Can I use Kolo 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 koloai/kolo --skill kolo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/kolo, .gemini/skills/kolo, .github/skills/kolo and .opencode/skills/kolo in your project.

What does Kolo need to run?

Going by SKILL.md and its folder, Kolo needs the command-line tools its instructions call (pip). Our summary lists: Python 3.

Does Kolo access the network?

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

Is Kolo 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 Kolo use?

No licence was found for Kolo or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Kolo use?

About 1.2k tokens (SKILL.md is roughly 4.9k 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 Kolo?

Skills that share tags, products or a category with Kolo: Django Filter Benchmark (saleor/saleor, 23k stars), Chdb SQL (vemetric/vemetric, 395 stars), SQL Schema Policy Validator (rominirani/antigravity-skills, 592 stars) and Modeler (sidequery/sidemantic, 129 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Kolo?

koloai (a GitHub organization) maintains it in koloai/kolo, which has 525 GitHub stars. The repository was last updated on April 17, 2026.

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