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gpt-rag-ingestion: Skill for Claude Code

.github/skills/service-release/SKILL.md

service-release is a skill for Claude Code, Codex from Azure/gpt-rag-ingestion. It costs 42 tokens per session (339 once invoked), scanned A, original, MIT.

A release procedure for the GPT-RAG document-ingestion service. It covers version numbers, changelogs, compatible component versions, validation evidence, release notes, and approval before publishing.

In plain words
What is it for?
Use it to prepare a release branch, validate a service release, write release notes, check compatibility, and hand the release over for approval.
Why use it?
It keeps the service version, release branch, changelog, Git tag, and related GPT-RAG components synchronized. It also records checks and recovery steps needed if a release goes wrong.

Skill for Claude CodeCodex ✓ vendor

Written for no agent in particular: nothing here depends on one.

This is Azure/gpt-rag-ingestion's own configuration. It tells Claude Code and Codex how to work on gpt-rag-ingestion 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 gpt-rag-ingestion configures →

not rated 188repo 1mo ago A scan SkillSpector: pass 42 tokens original MIT
View source ↗ Azure/gpt-rag-ingestion
About the project

GPT-RAG Data Ingestion is a service that processes documents such as PDFs, images, spreadsheets, transcripts, and SharePoint files so they can be searched through Azure AI Search. It prepares data with format-specific chunking and text or image embeddings for multimodal retrieval in agent-based applications.

Azure/gpt-rag-ingestion · 188 stars · on GitHub

Reuse

Borrowing it

Nothing to install: this file belongs to Azure/gpt-rag-ingestion. 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/Azure/gpt-rag-ingestion/main/.github/skills/service-release/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/Azure/gpt-rag-ingestion

Made for: Claude Code, Codex.

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 service-release

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/azure/gpt-rag-ingestion/service-release"><img src="https://agentmods.dev/badge/skills/azure/gpt-rag-ingestion/service-release.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 42 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 339 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 $0.00042 $0.00339
Opus 5.5 $0.00017 $0.00136
Sonnet 5.5 $0.00008 $0.00068
Haiku 4.5 $0.00004 $0.00034

Measured 2mo ago against content hash bae4af9bd977, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

service-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 2mo 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.

.github/skills/service-release/SKILL.md · 33 lines

What it actually says

Ingestion service release

Read .github/copilot-instructions.md completely before changing a release artifact.

  1. Determine the intended semantic version and create release/x.y.z from develop.
  2. Set root VERSION to x.y.z without v.
  3. Replace the staged ## [Unreleased] heading with ## [vX.Y.Z] - YYYY-MM-DD; do not add a new Unreleased section on the release branch.
  4. Verify branch, VERSION, changelog, Git tag, and GitHub Release title are synchronized.
  5. Identify the compatible Azure/GPT-RAG umbrella and component versions and validate the exact ingestion commit or image in that context.
  6. Record Python, frontend, container, and controlled Azure evidence required by the changed behavior.
  7. Confirm documentation status and rollback or roll-forward steps.
  8. Target the release pull request to main.
  9. After merge, create exactly vX.Y.Z for the tag and release title only with explicit human approval.
  10. Re-fetch the release and verify formatting and the absence of private Azure environment or resource-group names.

After the release, recreate the empty Unreleased section separately on develop. Report incompatible contracts, missing validation, or documentation drift as blockers rather than filling gaps by assumption.

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. 2mo ago First seen · 33 lines · 42 tokens per session scan A bae4af9bd977

Subscribe to this mod's changes

service-release is a skill published in the GitHub repository Azure/gpt-rag-ingestion (188 stars, last pushed 1mo ago), licensed MIT. It adds 42 tokens to every session and 339 once invoked, about $0.0002 per session on Opus 5.5. 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.

Git and workflowReleases
Related

service-release compared with skills from other repositories

service-release next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
service-releaseAzure/gpt-rag-ingestionSkill1881mo agoMITA42Claude Code, Codex
release-announcementpaperclipai/paperclipSkill111kyesterdayMITA42Claude Code, Codex
releasethedotmack/claude-memSkill114kyesterdayApache-2.0A13Claude Code
release-notesphuryn/pm-skillsSkill28k8d agoMITA57Claude Code
multi-agent-release-managerchromium/chromiumSkill25kyesterdayBSD-3-ClauseA27Claude Code, Codex
pack-submitaeonfun/aeonSkill788yesterdayMITA27Claude Code, Codex
updater_guidesiddsachar/row-botSkill1.7ktodayApache-2.0A22Claude Code, Codex