Agent skill

Directing Your AI Assistant

by flyrank-bih in flyrank-bih/flyrank-ml-internship-starter

Teaches the working method for using an AI coding assistant on analysis tasks — one task per fresh conversation, search before assuming, interview before big plans, validate everything, commit per…

Custom licenceAuto-check passed

Install Directing Your AI Assistant

skills CLI
$ npx skills add flyrank-bih/flyrank-ml-internship-starter --skill directing-your-ai-assistant -a claude-code

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

GitHub CLI
$ gh skill install flyrank-bih/flyrank-ml-internship-starter directing-your-ai-assistant --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/directing-your-ai-assistant .claude/skills/directing-your-ai-assistant && 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
directing-your-ai-assistant
GitHub stars
140
Token cost
~790 tokens
SKILL.md length
444 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
Custom licence

At a glance

Teaches the working method for using an AI coding assistant on analysis tasks — one task per fresh conversation, search before assuming, interview before big plans, validate everything, commit per…

  • SKILL.md covers The six rules, Prompts that work (copy these) and How to verify you're using…
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Directing Your AI Assistant is an agent skill from flyrank-bih/flyrank-ml-internship-starter. Teaches the working method for using an AI coding assistant on analysis tasks — one task per fresh conversation, search before assuming, interview before big plans, validate everything, commit per finished task. Use at the start of any assignment, whenever a conversation gets long and confused, or when the assistant starts guessing.

Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

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.

Example prompts

  • “Use the directing-your-ai-assistant skill to teach the working method for using an AI coding assistant on analysis tasks — one task per fresh…”
  • “/directing-your-ai-assistant”

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 no API keys, tokens, secrets or passwords.

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

Context cost

Directing Your AI Assistant loads about 790 tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 444 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~91
When it runs · the whole SKILL.md, loaded when a task matches
~790

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 444 words (~790 tokens).

“You are the engineer. The assistant is a fast, tireless drafter. This skill is how you stay in charge — because an assistant with a confused human produces confused work, fast.”

— opening of SKILL.md by flyrank-bih, Custom licence
name
directing-your-ai-assistant

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/directing-your-ai-assistant of flyrank-bih/flyrank-ml-internship-starter.

Open the folder on GitHubat commit 882b73e

Compare with similar skills

Directing Your AI Assistant 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.

Directing Your AI Assistant compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Directing Your AI Assistant this skillflyrank-bih/flyrank-ml-internship-starter140—~790Automated safety check: PassCustom licence
Teachcursor/plugins11k9 repos~1.4kAutomated safety check: PassNone
Direction Pickernexu-io/open-design100k—~472Automated safety check: WarnApache-2.0
Frontend Design Directionaffaan-m/ECC277k1 repos~2.2kAutomated safety check: PassMIT
Direction Attributethedaviddias/Front-End-Checklist74k—~534Automated safety check: PassMIT
Santa Methodaffaan-m/ECC277k3 repos~3.1kAutomated safety check: PassMIT

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  • Teach

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  • Deploying Static Pages

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  • Framing ML Problems

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  • Training Honest Models

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Questions about Directing Your AI Assistant

What does Directing Your AI Assistant do?

Teaches the working method for using an AI coding assistant on analysis tasks — one task per fresh conversation, search before assuming, interview before big plans, validate everything, commit per…. Directing Your AI Assistant is an agent skill from flyrank-bih/flyrank-ml-internship-starter. Teaches the working method for using an AI coding assistant on analysis tasks — one task per fresh conversation, search before assuming, interview before big plans, validate everything, commit per finished task.

How do I install Directing Your AI Assistant in Claude Code?

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

How do I install Directing Your AI Assistant in Codex?

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

Can I use Directing Your AI Assistant 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 directing-your-ai-assistant -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/directing-your-ai-assistant, .gemini/skills/directing-your-ai-assistant, .github/skills/directing-your-ai-assistant and .opencode/skills/directing-your-ai-assistant in your project.

What does Directing Your AI Assistant need to run?

SKILL.md names no scripts, command-line tools or credentials: Directing Your AI Assistant is instructions for the agent only.

Does Directing Your AI Assistant 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 Directing Your AI Assistant 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 Directing Your AI Assistant use?

Directing Your AI Assistant 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 Directing Your AI Assistant use?

About 790 tokens (SKILL.md is roughly 3.2k 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 Directing Your AI Assistant?

Skills that share tags, products or a category with Directing Your AI Assistant: Teach (cursor/plugins, 11k stars), Direction Picker (nexu-io/open-design, 100k stars), Frontend Design Direction (affaan-m/ECC, 277k stars) and Direction Attribute (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Directing Your AI Assistant?

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.