mflux: Skill for Cursor

.cursor/skills/mflux-release/SKILL.md

mflux-release is a skill for Cursor from mflux-community/mflux. It costs 43 tokens per session (363 once invoked), scanned A, original, MIT.

Release-preparation guidance for the mflux software project. It covers increasing the version, recording changes, listing contributors, and updating the Python dependency lock file without publishing the release.

In plain words
What is it for?
Use it before a release to review commits since the last version, update the project metadata and changelog, add merged contributor names, refresh the dependency lock file, and prepare one release commit.
Why use it?
It helps prepare a release branch or pull request consistently while leaving tagging and publishing to the project's automated process.

Skill for Cursor

Written for Cursor: installed under .cursor/.

This is mflux-community/mflux's own configuration. It tells Cursor how to work on mflux 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 mflux configures →

About the project

MFLUX is a native MLX implementation of generative image models that runs locally on Mac computers. It is for generating images with supported models through command-line tools or a Python API. The catalogue skills and instruction support workflows built around these image-generation models.

mflux-community/mflux · 2,316 stars · on GitHub

Reuse

Borrowing it

Nothing to install: this file belongs to mflux-community/mflux. 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/mflux-community/mflux/main/.cursor/skills/mflux-release/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/mflux-community/mflux

Made for: Cursor.

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 mflux-release

README.md
[![agentmods](https://agentmods.dev/badge/skills/mflux-community/mflux/mflux-release/github.svg)](https://agentmods.dev/skills/mflux-community/mflux/mflux-release)
Your own site
<a href="https://agentmods.dev/skills/mflux-community/mflux/mflux-release"><img src="https://agentmods.dev/badge/skills/mflux-community/mflux/mflux-release/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 mflux-release

Your own site · 80×15
<a href="https://agentmods.dev/skills/mflux-community/mflux/mflux-release"><img src="https://agentmods.dev/badge/skills/mflux-community/mflux/mflux-release.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 363 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original 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 $0.00043 $0.00363
Opus 5 $0.00022 $0.00181
Sonnet 5 $0.00009 $0.00073
Haiku 4.5 $0.00004 $0.00036

Measured 8d ago against content hash 2f6781850b92, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

mflux-release 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 8d 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.

.cursor/skills/mflux-release/SKILL.md · 31 lines

What it actually says

mflux release prep

Releases are prepared in-repo; tagging/publishing is handled by GitHub Actions (release.yml, dispatched from main with the publish confirmation).

How notes work now (#685)

  • Every PR carries a fenced ```release-note block in its body (CI enforces it; none opts a PR out). That block is the only source of release notes.
  • On dispatch, the ungated draft-notes job harvests the blocks for every PR whose squash commit is in previous-tag..HEAD and fills a DRAFT GitHub release, grouped by label.
  • Whoever approves the pypi deployment reads and edits that draft (fixing any [needs edit] lines, adding contributor thanks if wanted); the gated job publishes it exactly as edited. A re-dispatch never overwrites an existing draft; delete the draft to re-harvest.
  • There is no CHANGELOG.md: the notes live in GitHub Releases (https://github.com/mflux-community/mflux/releases).

Release-prep PR checklist

  • Bump version in pyproject.toml
  • Update lockfile: uv lock
  • Release-note block of the prep PR itself: none
  • Prefer one commit named release: prepare <version>
  • Sanity checks (optional unless requested): just test-fast, just build
  • Do not tag releases locally unless explicitly requested (normally handled by CI)
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. 8d ago Changed · -10 lines · +6 tokens per session 2f6781850b92
  2. 10d ago First seen · 41 lines · 37 tokens per session scan A 2a79dcfc54f7

Subscribe to this mod's changes

mflux-release is a skill published in the GitHub repository mflux-community/mflux (2,316 stars, last pushed 7d ago), licensed MIT. It adds 43 tokens to every session and 363 once invoked, about $0.0002 per session on Opus 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 2026-08-30.