go_computer_use_mcp_server: Skill for Claude Code

.codex/skills/aif-evolve/SKILL.md

aif-evolve is a skill for Claude Code, Codex from hightemp/go_computer_use_mcp_server. It costs 54 tokens per session (2,233 once invoked), scanned A, original, no licence file.

A skill that reviews and improves other AI Factory skills using project context, existing patches, and patterns in the codebase. It looks at what worked and what failed.

In plain words
What is it for?
Use it to refine project-specific AI skills after reviewing past results, fixes, and codebase conventions.
Why use it?
It helps adapt skills to a particular project and reduce repeated problems in later work.

Skill for Claude CodeCodex

Written for Claude Code and Codex: allowed-tools in frontmatter, but also installed under .codex/.

This is hightemp/go_computer_use_mcp_server's own configuration. It tells Claude Code and Codex how to work on go_computer_use_mcp_server itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything go_computer_use_mcp_server configures →

Reuse

Borrowing it

Nothing to install: this file belongs to hightemp/go_computer_use_mcp_server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/hightemp/go_computer_use_mcp_server/main/.codex/skills/aif-evolve/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/hightemp/go_computer_use_mcp_server

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for aif-evolve

README.md
[![agentmods](https://agentmods.dev/badge/skills/hightemp/go_computer_use_mcp_server/aif-evolve/github.svg)](https://agentmods.dev/skills/hightemp/go_computer_use_mcp_server/aif-evolve)
Your own site
<a href="https://agentmods.dev/skills/hightemp/go_computer_use_mcp_server/aif-evolve"><img src="https://agentmods.dev/badge/skills/hightemp/go_computer_use_mcp_server/aif-evolve/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for aif-evolve

Your own site · 80×15
<a href="https://agentmods.dev/skills/hightemp/go_computer_use_mcp_server/aif-evolve"><img src="https://agentmods.dev/badge/skills/hightemp/go_computer_use_mcp_server/aif-evolve.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,233 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00054 $0.02233
Opus 5.5 $0.00022 $0.00893
Sonnet 5.5 $0.00011 $0.00447
Haiku 4.5 $0.00005 $0.00223

Measured 1mo ago against content hash 0e8c6c388832, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aif-evolve scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.codex/skills/aif-evolve/SKILL.md · 304 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 304 lines · 54 tokens per session scan A 0e8c6c388832

Subscribe to this mod's changes

aif-evolve is a skill published in the GitHub repository hightemp/go_computer_use_mcp_server (4 stars, last pushed 5mo ago), with no licence file. It adds 54 tokens to every session and 2,233 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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