Pr Summarizer

Community

oxbshw

pr-summarizer

Use when opening a PR — produces a clean PR description (what / why / how to verify / risks) from a branch diff against base.

Overview

Publisher	oxbshw
Repository	`LLM-Agents-Ecosystem-Handbook`
Skill name	`pr-summarizer`
Stars	552
Forks	93
Bundled files	1
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
1 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by oxbshw on GitHub. Read the source before you install it.

Installation

Install the Pr Summarizer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/oxbshw/LLM-Agents-Ecosystem-Handbook/tree/main/skills/catalog/pr-summarizer
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/oxbshw/LLM-Agents-Ecosystem-Handbook/tree/main/skills/catalog/pr-summarizer

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/oxbshw/LLM-Agents-Ecosystem-Handbook.git /tmp/LLM-Agents-Ecosystem-Handbook
mkdir -p .claude/skills
cp -r /tmp/LLM-Agents-Ecosystem-Handbook/skills/catalog/pr-summarizer .claude/skills/pr-summarizer

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Pr Summarizer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Pr Summarizer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Pr Summarizer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

PR Summarizer

When to use

Just before opening a PR
After force-pushing a substantive update to an existing PR (refresh description)

When NOT to use

Drafts the user is still iterating on (the summary will go stale immediately)
Massive diffs (> 1000 lines) — ask the user to scope first

Inputs

Name	Type	Required	Notes
`base`	string	no	default `origin/main`
`branch`	string	no	default current `HEAD`

Outputs

A markdown PR body with sections: Summary, Why, How tested, Risks, Linked.

Workflow

git diff <base>...HEAD --stat and git log <base>..HEAD --oneline to see scope
git diff <base>...HEAD for content
Group changes by area (one bullet per logical concern, not per file)
Pull "why" from commit messages + linked tickets if mentioned
Identify test artifacts touched; surface as How tested (or flag if none)
Risks: any High-risk paths touched? auth, billing, migrations? mention.
Linked: parse Fixes # / Refs # from commits

References

references/pr-template.md

Success criteria

Description ≤ 25 lines
Every "why" claim is supported by a commit message or visible in the diff
Risks section honest about unknowns ("untested in production data shape")

Failure modes

No commit messages worth quoting → "Why" sourced from diff only; flag this
Diff touches secrets / .env* → STOP and surface; PR shouldn't include them

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

references/pr-template.md1 KB

Frequently asked questions

What does the Pr Summarizer AI skill do?

Use when opening a PR — produces a clean PR description (what / why / how to verify / risks) from a branch diff against base.

Why use Pr Summarizer on TypingMind?

Because you install it once and use it with any model. Pr Summarizer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Pr Summarizer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/oxbshw/LLM-Agents-Ecosystem-Handbook/tree/main/skills/catalog/pr-summarizer. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Pr Summarizer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Pr Summarizer?

As many as you like. As long as a model supports skills, you can use Pr Summarizer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Pr Summarizer AI skill free?

Yes. It is published on GitHub by oxbshw under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

PR Summarizer

When to use

When NOT to use

Inputs

Outputs

Workflow

References

Success criteria

Failure modes

Bundled files

Frequently asked questions

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