bluf-rewriter SKILL.md skillA

bluf-rewriter from kalyvask/winning-writing is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kalyvask/winning-writing/bluf-rewriter@git:20260610.8b6b2b8

Pins git:20260610.8b6b2b8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kalyvask/winning-writing
Path
side-panel-coach/rules/skills/bluf-rewriter/SKILL.md
Versions recorded
1
Latest version
git:20260610.8b6b2b8, committed Jun 10, 2026
Size
3,995 bytes
Repository stars
16
License
MIT

Reorganizes a memo, email, status update, or report so the bottom line is up front. Implements Kramon's BLUF (Bottom Line Up Front) rule. Use when a draft buries the lede, opens with context instead of conclusion, or builds up to the point with "organ music." Triggers on "BLUF," "lede," "buried," "memo," "status update," "exec summary," "TL;DR.".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# BLUF rewriter

Source: `points/frameworks.md` (BLUF section), `points/core-rules.md` (rule 3).

## The rule

Bottom line up front. The conclusion goes in the **first sentence**. Context, evidence, and qualification come after.

This is a military principle. It applies to every form of business writing: emails, memos, status updates, board reports, performance reviews, investor updates, even op-ed openings.

## What "organ music" looks like

> *"Over the past quarter, we evaluated several scenarios with input from sales, finance, and ops, and after extensive analysis with the team, we have come to believe that…"*

40 words of throat-clearing before the actual point. The reader has already started skimming.

## What BLUF looks like

> *"We need to lower Q3 sales forecast by 50%. Three reasons:"*
>
> *1. Enterprise pipeline collapsed in August (down 60% MoM)*
> *2. Top customer renewed for 1 year instead of 3*
> *3. Competitor launched at 40% lower price point*

The conclusion is the first sentence. Evidence follows. Reader knows in 5 seconds whether to keep reading.

## How to do it

### Step 1: find the actual bottom line
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kalyvask/winning-writing/bluf-rewriter@sha256:4e800ca594216d60

The line at the top of this page pins the label git:20260610.8b6b2b8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kh72rwv33clkdy34.svg)](https://markdownregistry.com/a/art_kh72rwv33clkdy34)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jun 10, 2026.

versioncommittedcommitsizeaudit
git:20260610.8b6b2b8 latest2026-06-10 8b6b2b8 3,995 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3995 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kalyvask/winning-writing · 16 stars · license MIT · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kh72rwv33clkdy34
GET https://markdownregistry.com/api/v1/resolve?ref=kalyvask/winning-writing/bluf-rewriter
GET https://markdownregistry.com/api/v1/blob/4e800ca594216d60883d24dfc8c6b0cdfbd87091b69b6f7e4ed270b9d957a273

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in kalyvask/winning-writing

Other files named bluf-rewriter

bluf-rewriter SKILL.md skill
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