Sync TODO to README · VFS-Bench 1.0

Task Prompt

In branch dev of **my** LUFFY repo, I have written some new code that I have implemented based on TODO. Please search all .py files and extract the complete TODO project information, and update the TODO section, i.e. remove the done ones and add the new ones, accordingly following the existing format (file path lexicographical order takes precedence, and line numbers within the same file must increase). Use the existing README TODO list as the baseline, and only apply TODO additions, removals, and line updates introduced by the main-to-dev changes. Please keep the original section title "### 📝 Complete TODO List" unchanged in the whole process. After you do this, please update the readme file on the remote repo. If necessary, you can use the github token under `.github_token`.

name	workspace-filesystem
description	The virtual filesystem layout of this workspace.

Path	Description
`/workspace`	Agent workspace; current directory and home (`~`).
`/tmp`	Temporary files.
`/dev`	Device files: `null` and `zero` (mounted automatically).
`/repo/main`	GitHub repository `integ-user/LUFFY`, ref `main`, read-only; change it with the `gh` CLI.
`/repo/dev`	GitHub repository `integ-user/LUFFY`, ref `dev`, read-only; change it with the `gh` CLI.

SKILL.md

---
name: workspace-commands
description: The shell commands and task tools available in this workspace.
---

# Available commands

Standard Unix commands, among them:

    cat  head  tail  ls  find  grep  wc  sort  uniq  cut  tr  sed  awk
    diff  tee  xargs  jq  unzip  curl

with pipes, `>` redirection, `$(...)` substitution and `$'...'`.

The task CLIs below are registered with this shell rather than installed
as files; do not inspect them with `which`, `file` or `/usr/bin`.

## gh

Use `gh --help` for the registered GitHub commands. Repository, issue, pull-request, release and API operations use the same GitHub service as upstream MCP. Use `gh <command> --help` for arguments and output options.

## git

Use `git --help` for Git operations on workspace repositories.

## python3

Execute Python code directly under the agent workspace and return stdout
and stderr. Code can be pasted into a `.py` file and run with `python3`.

Python cannot launch subprocesses or make direct network requests. Run the
documented service commands directly in the shell. Use Python for local
file processing and generating JSON arguments.

name	workspace-commands
description	The shell commands and task tools available in this workspace.

Available commands

Standard Unix commands, among them:

cat  head  tail  ls  find  grep  wc  sort  uniq  cut  tr  sed  awk
diff  tee  xargs  jq  unzip  curl

with pipes, > redirection, $(...) substitution and $'...'.

The task CLIs below are registered with this shell rather than installed as files; do not inspect them with which, file or /usr/bin.

Use gh --help for the registered GitHub commands. Repository, issue, pull-request, release and API operations use the same GitHub service as upstream MCP. Use gh <command> --help for arguments and output options.

git

Use git --help for Git operations on workspace repositories.

python3

Execute Python code directly under the agent workspace and return stdout and stderr. Code can be pasted into a .py file and run with python3.

Python cannot launch subprocesses or make direct network requests. Run the documented service commands directly in the shell. Use Python for local file processing and generating JSON arguments.

Model	VFS	MCP	VFS Tokens	MCP Tokens	Token Reduction Rate
Claude Opus 5.5	1/1	1/1	132k	481k	72%
GPT-6.1 Sol	1/1	1/1	91.0k	1.16M	92%
GPT-5.6 Luna	1/1	0/1	1.18M	11.3M	90%
Claude Haiku 5.5	1/1	1/1	2.97M	1.98M	−50%
Gemini 3.8 Flash	1/1	0/1	2.98M	13.6M	78%

sync-todo-to-readme

Task Prompt

VFS.md

SKILL.md