Repo RAG Index Harness Playbook
Design a production-grade retrieval index over any codebase — chunking strategy, metadata schema, eval queries, and a maintenance loop — so agents and engineers get accurate, cited answers instead of hallucinated snippets.
A 4-step agentic workflow pack for coding built to run with ChatGPT, Claude, and Claude Code. Open the Markdown files, fill the variables, and paste into your model. Most buyers get a reviewable result in about 15 minutes.
- Produce a chunking strategy calibrated to your repo's languages, file sizes, and doc layout
- Generate a complete metadata schema covering file path, symbol type, ownership, and recency signals
- Define a retrieval-quality eval suite with graded queries before you write a single line of indexing code
- Capture a staleness-detection and re-index maintenance loop tied to your CI/CD cadence
- Eliminate irrelevant chunk returns that erode team trust in code Q&A
- Hand platform teams a repeatable, documented playbook they can version-control and hand off
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
This pack is $10 on its own. Buying every pack separately costs $935. The Lifetime Bundle is $149 one-time — you save $786 (84% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: ChatGPT, Claude, Claude Code.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Chunking Strategy
You describe your repo's languages, sizes, and doc layout — the prompt produces a structured chunking strategy with explicit size ranges, overlap rules, and boundary heuristics per file type.
- Step 2 · optional
Metadata Schema
You feed in the chunking strategy and repo profile — the prompt outputs a full metadata field catalog with field names, types, cardinality notes, and indexing priority.
- Step 3 · optional
Retrieval Quality Plan
You provide the repo profile and chunking strategy — the prompt generates a graded query bank (easy / medium / hard) with expected top-k results and pass/fail criteria.
- Step 4 · optional
Maintenance Loop
You describe your CI/CD setup and change cadence — the prompt produces a maintenance runbook with staleness signals, incremental update rules, and a full re-index schedule.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.