Agent skill

LLM Gate

by rohitg00 in rohitg00/pro-workflow

LLM-powered quality verification using prompt hooks. An agent skill from rohitg00/pro-workflow.

No licenceAuto-check passedDevelopment

Install LLM Gate

skills CLI
$ npx skills add rohitg00/pro-workflow --skill llm-gate -a claude-code

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

GitHub CLI
$ gh skill install rohitg00/pro-workflow llm-gate --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/rohitg00/pro-workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/llm-gate .claude/skills/llm-gate && 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
llm-gate
GitHub stars
2.9k
Token cost
~757 tokens
SKILL.md length
213 words
Files
1
Skills in repo
41
Repo updated
First seen
Licence
None found

At a glance

LLM-powered quality verification using prompt hooks. An agent skill from rohitg00/pro-workflow.

  • Works in 4 steps: Substitutes $ARGUMENTS with the JSON… → Sends to Haiku (fast, cheap) → Expects {"ok": true} or {"ok": false,… → …
  • Set up intelligent guardrails
  • SKILL.md covers Trigger, How Prompt Hooks Work, Example Gates and Agent Hooks, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

LLM Gate is an agent skill from rohitg00/pro-workflow. LLM-powered quality verification using prompt hooks. Validates commit messages, code patterns, and conventions using AI before allowing operations. Use to set up intelligent guardrails.

Its SKILL.md is about 760 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 Commit messages and LLM guardrails. The repository describes itself as: Claude Code learns from your corrections: self-correcting memory that compounds over 50+ sessions. Context engineering, parallel worktrees, agent teams, and 17 battle-tested…

When your agent uses it

  • Set up intelligent guardrails
  • Tasks that involve Commit messages
  • Tasks that involve LLM guardrails

Example prompts

  • “/llm-gate”

Workflow steps

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

  1. Substitutes $ARGUMENTS with the JSON hook input
  2. Sends to Haiku (fast, cheap)
  3. Expects {"ok": true} or {"ok": false, "reason": "..."}
  4. If not ok → blocks the tool call with the reason

What it can do on your machine

Read from SKILL.md and the folder at commit 86d5f27. 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 (its code samples are json).

    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

LLM Gate loads about 757 tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 213 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~49
When it runs · the whole SKILL.md, loaded when a task matches
~757

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 213 words (~757 tokens).

“Use Claude Code's type: "prompt" hooks to create intelligent quality gates that use AI to verify operations.”

— opening of SKILL.md by rohitg00
name
llm-gate

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/llm-gate of rohitg00/pro-workflow.

Open the folder on GitHubat commit 86d5f27

Compare with similar skills

LLM Gate 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.

LLM Gate compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
LLM Gate this skillrohitg00/pro-workflow2.9k—~757Automated safety check: PassNone
Contextual Commit Messagesyamadashy/repomix29k1 repos~2.7kAutomated safety check: PassMIT
React Router Release Notes Prepremix-run/react-router57k—~1.1kAutomated safety check: PassMIT
Caveman Commitvishiri/fantasia-archive40913 repos~642Automated safety check: PassGPL-3.0
PR Finalize Reviewmicrosoft/garnet12k—~3.1kAutomated safety check: PassMIT
ToolJet Multi-Repo CommitToolJet/ToolJet41k—~1.3kAutomated safety check: PassAGPL-3.0

Similar skills

  • Writes Conventional Commits whose bodies carry action lines recording the intent, decisions and constraints behind a change, not only what changed.

    29k GitHub starsUsed in 1 repo~2.7k tokens
    DevelopmentAuto-check passed
  • React Router Release Notes Prep

    remix-run/react-router

    Polishes pending React Router change files before the versioning scripts run, and decides whether a long-form What's Changed section is warranted.

    57k GitHub stars~1.1k tokensUpdated today
    DevelopmentAuto-check passed
  • Caveman Commit

    vishiri/fantasia-archive

    Ultra-compressed commit message generator. An agent skill from vishiri/fantasia-archive.

    409 GitHub starsUsed in 13 repos~642 tokens
    DevelopmentAuto-check passed
  • PR Finalize Review

    microsoft/garnet

    Official

    Checks that a pull request's title and description match its implementation and reviews the code for Garnet best practices, reporting findings without posting them.

    12k GitHub stars~3.1k tokensUpdated today
    DevelopmentAuto-check passed
  • Commits changes across ToolJet's root repo and its server/ee and frontend/ee submodules, writing messages from the diffs and updating submodule pointers in order.

    41k GitHub stars~1.3k tokensUpdated today
    DevelopmentAuto-check passed
  • Git Workflow and Versioning

    addyosmani/agent-skills

    Sets git habits for every change: short-lived branches, atomic commits with descriptive messages, clean pull requests, plus versioning, tagging and changelogs for releases.

    103k GitHub starsUsed in 2 repos~3.5k tokens
    DevelopmentAuto-check: notes

More from rohitg00/pro-workflow

All 41 skills in this repo
  • Wiki Builder

    rohitg00/pro-workflow

    Start, structure, and grow a persistent research wiki indexed in pro-workflow's SQLite knowledge base.

    2.9k GitHub stars~1k tokensUpdated 10 days ago
    Auto-check passed
  • LLM Council

    rohitg00/pro-workflow

    Provider-agnostic multi-LLM deliberation. An agent skill from rohitg00/pro-workflow.

    2.9k GitHub stars~1.1k tokensUpdated 10 days ago
    Auto-check passed
  • Survey Generator

    rohitg00/pro-workflow

    Compile a structured literature survey on any AI/ML topic. An agent skill from rohitg00/pro-workflow.

    2.9k GitHub stars~1.6k tokensUpdated 10 days ago
    Auto-check passed
  • Wiki Query

    rohitg00/pro-workflow

    Query pro-workflow wikis via SQLite FTS5 BM25 retrieval. An agent skill from rohitg00/pro-workflow.

    2.9k GitHub stars~554 tokensUpdated 10 days ago
    Auto-check passed
  • Wiki Research Loop

    rohitg00/pro-workflow

    Auto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub).

    2.9k GitHub stars~1.5k tokensUpdated 10 days ago
    Auto-check passed
  • Wiki Viewer

    rohitg00/pro-workflow

    Render a self-contained HTML viewer for a pro-workflow wiki.

    2.9k GitHub stars~1.1k tokensUpdated 10 days ago
    Auto-check passed

Categories

Questions about LLM Gate

What does LLM Gate do?

LLM-powered quality verification using prompt hooks. An agent skill from rohitg00/pro-workflow. LLM Gate is an agent skill from rohitg00/pro-workflow. LLM-powered quality verification using prompt hooks.

When should I use LLM Gate?

LLM Gate fits situations like: set up intelligent guardrails; tasks that involve Commit messages; tasks that involve LLM guardrails.

How do I install LLM Gate in Claude Code?

Run `npx skills add rohitg00/pro-workflow --skill llm-gate -a claude-code`. Or copy the skill folder (skills/llm-gate in rohitg00/pro-workflow) into .claude/skills/llm-gate in your project. Claude Code loads it when a task matches its description.

How do I install LLM Gate in Codex?

Run `npx skills add rohitg00/pro-workflow --skill llm-gate -a codex`. Or copy the skill folder (skills/llm-gate in rohitg00/pro-workflow) into .agents/skills/llm-gate in your project. Codex loads it when a task matches its description.

Can I use LLM Gate 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 rohitg00/pro-workflow --skill llm-gate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/llm-gate, .gemini/skills/llm-gate, .github/skills/llm-gate and .opencode/skills/llm-gate in your project.

What does LLM Gate need to run?

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

Does LLM Gate 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 LLM Gate 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 LLM Gate use?

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

How many tokens does LLM Gate use?

About 757 tokens (SKILL.md is roughly 3k 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 LLM Gate?

Skills that share tags, products or a category with LLM Gate: Contextual Commit Messages (yamadashy/repomix, 29k stars), React Router Release Notes Prep (remix-run/react-router, 57k stars), Caveman Commit (vishiri/fantasia-archive, 409 stars) and PR Finalize Review (microsoft/garnet, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains LLM Gate?

rohitg00 (a GitHub user) maintains it in rohitg00/pro-workflow, which has 2,907 GitHub stars. The repository holds 41 skills in this directory. The repository was last updated on September 29, 2026.

Source: rohitg00/pro-workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.