Agent skill

Loop Token Budget Guard

by cobusgreyling in cobusgreyling/loop-engineering

“Check token budget and run-log spend before and after a loop run. Enforces early exit when over budget or when there is no actionable work.”

— description from SKILL.md by cobusgreyling
MITAuto-check passedAI & LLM Engineering

Install Loop Token Budget Guard

skills CLI
$ npx skills add cobusgreyling/loop-engineering --skill loop-budget -a claude-code

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

GitHub CLI
$ gh skill install cobusgreyling/loop-engineering loop-budget --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/cobusgreyling/loop-engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/loop-budget .claude/skills/loop-budget && 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
loop-budget
GitHub stars
11k
Used in
1 other repo
Token cost
~376 tokens
SKILL.md length
145 words
Files
1
Skills in repo
21
Repo updated
First seen
Licence
MIT

At a glance

  • Works in 6 steps: Read loop-budget.md for daily caps and… → Read recent entries in loop-run-log.md… → Sum tokens_estimate for the active… → …
  • SKILL.md covers Start of run, End of run and Rules
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

About this skill

Loop Token Budget Guard is a skill in cobusgreyling/loop-engineering (11k stars). Its SKILL.md is about 376 tokens, and copies of it appear in 1 other owners' repositories. Licence: MIT.

Workflow steps

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

  1. Read loop-budget.md for daily caps and kill-switch flags.
  2. Read recent entries in loop-run-log.md (last 24h).
  3. Sum tokens_estimate for the active pattern today.
  4. If spend ≥ 80% of the pattern's daily cap → report-only mode (no sub-agents, no auto-fix).
  5. If spend ≥ 90% and High Priority items remain in STATE.md, yield to the budget-negotiator skill (if installed). Otherwise, if spend ≥ 100%…
  6. If watchlist/state has no actionable items → exit in <5k tokens (do not spawn sub-agents).

What it can do on your machine

Read from SKILL.md and the folder at commit 87c5e9c. 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

Loop Token Budget Guard loads about 376 tokens when it runs. Until then it costs about 38 tokens; SKILL.md has 145 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~38
When it runs · the whole SKILL.md, loaded when a task matches
~376

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 cobusgreyling/loop-engineering at commit 87c5e9c, republished under its MIT licence (© cobusgreyling). 145 words, ~376 tokens.

Download SKILL.mdSave it as .claude/skills/loop-budget/SKILL.md (or your agent's skills folder).
name
loop-budget
description
Check token budget and run-log spend before and after a loop run. Enforces early exit when over budget or when there is no actionable work.

Loop Budget Guard

Run at the start and end of every loop iteration.

Start of run

  1. Read loop-budget.md for daily caps and kill-switch flags.
  2. Read recent entries in loop-run-log.md (last 24h).
  3. Sum tokens_estimate for the active pattern today.
  4. If spend ≥ 80% of the pattern's daily cap → report-only mode (no sub-agents, no auto-fix).
  5. If spend ≥ 90% and High Priority items remain in STATE.md, yield to the budget-negotiator skill (if installed). Otherwise, if spend ≥ 100% or loop-pause-all is set → exit immediately with a one-line note in STATE.md.
  6. If watchlist/state has no actionable items → exit in <5k tokens (do not spawn sub-agents).

End of run

Append one JSON object to loop-run-log.md:

json
{
  "run_id": "<ISO8601>",
  "pattern": "<pattern-id>",
  "duration_s": <number>,
  "items_found": <number>,
  "actions_taken": <number>,
  "escalations": <number>,
  "tokens_estimate": <number>,
  "outcome": "no-op | report-only | fix-proposed | escalated"
}

Rules

  • Never exceed max sub-agent spawns/run from loop-budget.md.
  • High-cadence patterns (CI Sweeper, PR Babysitter) must early-exit when nothing is actionable.
  • On self-throttle, append a line to loop-budget.md under Alerts This Period.

© cobusgreyling, 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 skills/loop-budget of cobusgreyling/loop-engineering.

Open the folder on GitHubat commit 87c5e9c

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in cobusgreyling/loop-engineering, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Loop Token Budget Guard 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.

Loop Token Budget Guard compared with similar skills
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Loop Token Budget Guard this skillcobusgreyling/loop-engineering11k1 repos~376Automated safety check: PassMIT
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Context Compressionguanyang/open-agent-hub9752 repos~4.6kAutomated safety check: PassMIT
Amazon Bedrockaws/agent-toolkit-for-aws2.8k—~8.6kAutomated safety check: PassApache-2.0
Long Horizon Promptingguanyang/open-agent-hub9751 repos~6.4kAutomated safety check: PassMIT
RAG Architectalirezarezvani/claude-skills28k—~1.1kAutomated safety check: PassMIT

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  • Release Notes Drafter

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  • Issue Triage Loop

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  • Loop Triage Report

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  • PR Review Triage

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Questions about Loop Token Budget Guard

How do I install Loop Token Budget Guard in Claude Code?

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

How do I install Loop Token Budget Guard in Codex?

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

Can I use Loop Token Budget Guard 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 cobusgreyling/loop-engineering --skill loop-budget -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/loop-budget, .gemini/skills/loop-budget, .github/skills/loop-budget and .opencode/skills/loop-budget in your project.

What does Loop Token Budget Guard need to run?

SKILL.md names no scripts, command-line tools or credentials: Loop Token Budget Guard is instructions for the agent only.

Does Loop Token Budget Guard 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 Loop Token Budget Guard 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 Loop Token Budget Guard use?

Loop Token Budget Guard 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 Loop Token Budget Guard use?

About 376 tokens (SKILL.md is roughly 1.5k 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 Loop Token Budget Guard?

Skills that share tags, products or a category with Loop Token Budget Guard: Agents Best Practices (DenisSergeevitch/agents-best-practices, 2.4k stars), Context Compression (guanyang/open-agent-hub, 975 stars), Amazon Bedrock (aws/agent-toolkit-for-aws, 2.8k stars) and Long Horizon Prompting (guanyang/open-agent-hub, 975 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Loop Token Budget Guard?

cobusgreyling (a GitHub user) maintains it in cobusgreyling/loop-engineering, which has 11,440 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on October 8, 2026.

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