Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ArabelaTso/Skills-4-SE --skill code-change-summarizergit clone --depth 1 https://github.com/ArabelaTso/Skills-4-SEWrote 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.
[](https://agentmods.dev/skills/arabelatso/skills-4-se/code-change-summarizer)<a href="https://agentmods.dev/skills/arabelatso/skills-4-se/code-change-summarizer"><img src="https://agentmods.dev/badge/skills/arabelatso/skills-4-se/code-change-summarizer.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00110 | $0.03326 |
| Opus 5 | $0.00055 | $0.01663 |
| Sonnet 5 | $0.00022 | $0.00665 |
| Haiku 4.5 | $0.00011 | $0.00333 |
Grade A, and why
code-change-summarizer 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.
How it starts
The opening of the file, as written. The whole thing — 684 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Code Change Summarizer
Generate clear, structured pull request descriptions from code changes.
Workflow
1. Analyze Code Changes
Gather code changes:
- Git diff output
- Modified files list
- Commit messages
- Related issue numbers
Understand the changes:
- Read through all modified files
- Identify what changed (added/modified/removed/fixed)
- Understand the purpose of changes
- Note any patterns or themes
Categorize changes:
- Feature additions: New functionality
- Bug fixes: Issue resolutions
- Refactoring: Code improvements without behavior changes
- Documentation: Doc updates
- Tests: Test additions or modifications
- Dependencies: Package updates
- Configuration: Config or build changes
2. Create Initial Summary
Write a clear title:
Format: [Type] Brief description (max 72 characters)
Types:
feat:New featurefix:Bug fixrefactor:Code refactoringdocs:Documentationtest:Testschore:Maintenanceperf:Performancestyle:Code styleci:CI/CDbuild:Build system
Examples:
feat: Add user authentication with OAuth2fix: Resolve memory leak in data processorrefactor: Simplify error handling logic
Write summary paragraph:
- 2-3 sentences
- Explain what and why
- Use active voice
- Be concise and clear
Example:
This PR adds OAuth2 authentication to the user login system. The change
improves security by using industry-standard authentication and enables
single sign-on with external providers.
3. Document Changes
List changes by category:
Added:
- New features or functionality
- New files or components
- New API endpoints
Modified:
- Changed behavior or implementation
- Updated configuration
- Refactored code
Removed:
- Deprecated features
- Deleted files
- Removed dependencies
Fixed:
- Bug fixes
- Issue resolutions
- Error corrections
Example:
## Changes
### Added
- OAuth2 authentication flow
- User session management
- Login/logout endpoints
### Modified
- User model to include OAuth tokens
- Authentication middleware
- Database schema
### Fixed
- Session timeout not working correctly
- Memory leak in token refresh
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 8d ago First seen · 684 lines · 110 tokens per session scan A 2ec9c6768590
code-change-summarizer is a skill published in the GitHub repository ArabelaTso/Skills-4-SE (250 stars, last pushed 18d ago), licensed Apache-2.0. It adds 110 tokens to every session and 3,326 once invoked, about $0.0006 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.
Other skills, from other repositories
release
CONTRIBUTOR TOOL - Cut a plugin release: bump plugin.json version, finalize CHANGELOG, update README if needed, gate on make ci, commit, tag vX.Y.Z, and create the GitHub release. Use when shipping a new plugin version. NOT distributed.
changelog-rules
Shared changelog conventions and formatting rules referenced by /create-changelog and /update-changelog. Not typically invoked directly.
accessing-github-repos
GitHub repository access in containerized environments using REST API and credential detection. Use when git clone fails, or when accessing private repos/writing files via API.
generating-patches
Generates git patch files from codebase modifications for local application. Use when user mentions patch, diff, export changes, bring changes back, apply locally, or after editing uploaded codebases.
git-pr-review
A read-only reviewer for GitHub pull requests, which are proposed code changes submitted for review. It produces an evidence-based report about whether a pull request should be merged.
git-workflow
A Git workflow guide for organizing commits, branches, pull requests, releases, and automated version-control tasks. Git is the system developers use to track code changes and collaborate.