The FlyRank internship datasets — the 30k-row starter CSV and its gotchas, the ~79M-row warehouse release tables and grains, panel warnings, access, and iteration rules.

Custom licenceAuto-check passedDocuments & Office

Install Flyrank Data

skills CLI
$ npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-data -a claude-code

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

GitHub CLI
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-data --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/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/flyrank/flyrank-data .claude/skills/flyrank-data && 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
flyrank-data
GitHub stars
140
Token cost
~1k tokens
SKILL.md length
480 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
Custom licence

At a glance

The FlyRank internship datasets — the 30k-row starter CSV and its gotchas, the ~79M-row warehouse release tables and grains, panel warnings, access, and iteration rules.

  • Works in 2 steps: Starter dataset (in this repo) → Warehouse release (Hugging Face, gated —…
  • Tasks that involve CSV and tabular files
  • SKILL.md covers 1. Starter dataset (in this…, 2. Warehouse release (Hugging… and How to verify
  • Needs HF_TOKEN

What it does

Flyrank Data is an agent skill from flyrank-bih/flyrank-ml-internship-starter. The FlyRank internship datasets — the 30k-row starter CSV and its gotchas, the ~79M-row warehouse release tables and grains, panel warnings, access, and iteration rules. Load for EVERY task that touches the data. (Project-specific: delete this folder when reusing the skill library elsewhere.)

Its SKILL.md is about 1k 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 Documents & Office, covering CSV and tabular files. The repository describes itself as: Starter repo for the FlyRank ML Internship - a runnable ML pipeline on real anonymized Google Search data, with Colab notebooks. Fork it, build your capstone in it.

When your agent uses it

  • Tasks that involve CSV and tabular files

Example prompts

  • “/flyrank-data”

Workflow steps

2 steps, taken from the step headings in SKILL.md.

  1. Starter dataset (in this repo)
  2. Warehouse release (Hugging Face, gated — instant approval)

What it can do on your machine

Read from SKILL.md and the folder at commit 882b73e. 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 these keys or tokens, usually read from environment variables:

    • HF_TOKEN

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Flyrank Data loads about 1k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 480 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~1k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 480 words (~1,009 tokens).

“Two datasets. The small one ships in this repo; the big one is hosted and gated.”

— opening of SKILL.md by flyrank-bih, Custom licence
name
flyrank-data

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/flyrank/flyrank-data of flyrank-bih/flyrank-ml-internship-starter.

Open the folder on GitHubat commit 882b73e

Compare with similar skills

Flyrank Data 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.

Flyrank Data compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Flyrank Data this skillflyrank-bih/flyrank-ml-internship-starter140—~1kAutomated safety check: PassCustom licence
Data Table Managern8n-io/n8n207k—~2.3kAutomated safety check: PassCustom licence
Instrument Data To Allotropeaws-samples/amazon-bedrock-agents-healthcare-lifesciences2742 repos~2.7kAutomated safety check: PassApache-2.0
Abuse Hunternexu-io/harness-engineering-guide664—~1.9kAutomated safety check: PassMIT
Markitshift-labs-ai/markit1.3k—~299Automated safety check: PassMIT
Sector Analysttradermonty/claude-trading-skills3k1 repos~2.3kAutomated safety check: PassMIT

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  • Framing ML Problems

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Questions about Flyrank Data

What does Flyrank Data do?

The FlyRank internship datasets — the 30k-row starter CSV and its gotchas, the ~79M-row warehouse release tables and grains, panel warnings, access, and iteration rules. Flyrank Data is an agent skill from flyrank-bih/flyrank-ml-internship-starter. The FlyRank internship datasets — the 30k-row starter CSV and its gotchas, the ~79M-row warehouse release tables and grains, panel warnings, access, and iteration rules.

When should I use Flyrank Data?

Flyrank Data fits situations like: tasks that involve CSV and tabular files.

How do I install Flyrank Data in Claude Code?

Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-data -a claude-code`. Or copy the skill folder (skills/flyrank/flyrank-data in flyrank-bih/flyrank-ml-internship-starter) into .claude/skills/flyrank-data in your project. Claude Code loads it when a task matches its description.

How do I install Flyrank Data in Codex?

Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-data -a codex`. Or copy the skill folder (skills/flyrank/flyrank-data in flyrank-bih/flyrank-ml-internship-starter) into .agents/skills/flyrank-data in your project. Codex loads it when a task matches its description.

Can I use Flyrank Data 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flyrank-data, .gemini/skills/flyrank-data, .github/skills/flyrank-data and .opencode/skills/flyrank-data in your project.

What does Flyrank Data need to run?

Going by SKILL.md and its folder, Flyrank Data needs credentials named HF_TOKEN.

Does Flyrank Data 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 Flyrank Data 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 Flyrank Data use?

Flyrank Data has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Flyrank Data use?

About 1k tokens (SKILL.md is roughly 4k 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 Flyrank Data?

Skills that share tags, products or a category with Flyrank Data: Data Table Manager (n8n-io/n8n, 207k stars), Instrument Data To Allotrope (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Abuse Hunter (nexu-io/harness-engineering-guide, 664 stars) and Markit (shift-labs-ai/markit, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Flyrank Data?

flyrank-bih (a GitHub organization) maintains it in flyrank-bih/flyrank-ml-internship-starter, which has 140 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 20, 2026.

Source: flyrank-bih/flyrank-ml-internship-starter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.