A release agent for the GPT-RAG document-ingestion service. It prepares and checks release branches, versions, changelogs, compatibility evidence, tags, and release notes, but requires human approval before publishing.

Use it to prepare and validate service releases, gather evidence, document rollback plans, and list the remaining approval actions.

It provides a controlled release handoff and helps avoid mismatched versions or accidental publication. It also keeps private Azure environment details out of public notes.

How Azure/gpt-rag-ingestion configures Claude Code

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/agents/release.agent.md

Clone the repo

git clone --depth 1 https://github.com/Azure/gpt-rag-ingestion

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/agents/azure/gpt-rag-ingestion/release/github.svg)](https://agentmods.dev/agents/azure/gpt-rag-ingestion/release)

Your own site

<a href="https://agentmods.dev/agents/azure/gpt-rag-ingestion/release"><img src="https://agentmods.dev/badge/agents/azure/gpt-rag-ingestion/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.

Your own site · 80×15

<a href="https://agentmods.dev/agents/azure/gpt-rag-ingestion/release"><img src="https://agentmods.dev/badge/agents/azure/gpt-rag-ingestion/release.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 42 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 212 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.

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.

Model	Per session	Once invoked
Fable 5.1	$0.00042	$0.00212
Opus 5.5	$0.00017	$0.00085
Sonnet 5.5	$0.00008	$0.00042
Haiku 4.5	$0.00004	$0.00021

Measured 2mo ago against content hash d0f2d97deedb, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

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/agents/release.agent.md · 24 lines

What it actually says

Ingestion release

Follow AGENTS.md, the complete rules in .github/copilot-instructions.md, and load service-release.

Prepare release branches from develop, keep the branch, VERSION, changelog, tag, and GitHub Release title synchronized, and validate the exact ingestion artifact against its compatible Azure/GPT-RAG release context. Release branches contain no unrelated product work.

Public validation notes must not expose personal Azure environment or resource-group names. Never create or edit a tag, GitHub Release, image, package, or production deployment without explicit human approval.

Output handoff: proposed version, compatibility context, release artifacts, commands and results, documentation status, rollback path, and remaining approval actions.

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.

2mo ago First seen · 24 lines · 42 tokens per session scan A d0f2d97deedb

Subscribe to this mod's changes

release is an agent 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 212 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 workflow Releases

release next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
releaseAzure/gpt-rag-ingestion	Agent	188	1mo ago	MIT	A	42	Claude Code
deployment-specialistluongnv89/claude-howto	Agent	47k	3d ago	MIT	A	8	Claude Code
release-validatorrlajous/claude-code-commands	Agent	30	3d ago	MIT	A	25	Claude Code
shipperngocsangyem/MeowKit	Agent	15	5d ago	MIT	A	57	Claude Code
irisils15/pantheon-legacy	Agent	12	6d ago	MIT	A	45	Claude Code
pr-ghostwriterkomunite/kalfa	Agent	246	6mo ago	MIT	A	81	Claude Code
release-executordynos-fit/dynos-work	Agent	2	4d ago	MIT	A	67	Claude Code

gpt-rag-ingestion: Agent for Claude Code