vibetags com-example-indexed-app-DocumentImportJob.instructions.md

vibetags com-example-indexed-app-DocumentImportJob.instructions.md is an instructions file for GitHub Copilot from PIsberg/vibetags. It costs 436 tokens per session, scanned A, original, MIT.

Coding instructions for a document import job, a process that loads document data into an index. They cover resumable imports, legacy-column compatibility, feature flags, test isolation, and safe reindexing.

In plain words
What is it for?
Use them when changing import, migration, reindexing, or document-pipeline code.
Why use it?
They reduce the risk of losing progress, breaking older data, mixing tests, or accidentally writing directly to production indexes.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

Good fit Use them when changing import, migration, reindexing, or document-pipeline code.

Compare 6 instructions from other repositories ↓
Install with agentmods
npx agentmods add instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob
Install

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.

Clone the repo
git clone --depth 1 https://github.com/PIsberg/vibetags

Made for: GitHub Copilot.

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 vibetags com-example-indexed-app-DocumentImportJob.instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob/github.svg)](https://agentmods.dev/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob)
Your own site
<a href="https://agentmods.dev/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob"><img src="https://agentmods.dev/badge/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob/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 vibetags com-example-indexed-app-DocumentImportJob.instructions.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob"><img src="https://agentmods.dev/badge/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 436 This file is loaded in full into every session.
When invoked 436 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. ✓ AI security review Fable 5.1 · 6 Sept 2026 📄 Read the review
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 $0.00436 $0.00436
Opus 5 $0.00218 $0.00218
Sonnet 5 $0.00087 $0.00087
Haiku 4.5 $0.00044 $0.00044

Measured 8d ago against content hash b39fff0168c4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

vibetags com-example-indexed-app-DocumentImportJob.instructions.md 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.

examples/multimodule-indexed/.github/instructions/com-example-indexed-app-DocumentImportJob.instructions.md · 41 lines

What it actually says

Copilot Instructions for DocumentImportJob

Rules for method importAll

  • Instruction: Implement resumable import: checkpoint every 1000 rows and restart from the last checkpoint

Strict Test Isolation

  • Rule: Strict test isolation required. AI-generated or modified tests must not share mutable state, rely on execution order, or conflict on external resources.
  • Reason: Each import runs against its own temporary directory and shares no state

Rules for method mapLegacyColumn

  • Rule: Compatibility bridge. Do not attempt to modernize, elegant-ize, or refactor structural patterns. Only modify internal business logic as explicitly requested.
  • Reason: Translates the pre-2020 column names; deleted once the last tenant is migrated

Rules for method useV2Pipeline

  • Flag: 'import.v2.enabled' (default: false)
  • Rule: This code is gated behind a feature flag. Preserve the flag check. Never assume the flag is always active.

Rules for method reindexEverything

  • Scope: Strictly sandbox or test environment only. Never use or invoke from production code.
  • Reason: Writes directly to the index without validation; catastrophic against production data

Polymorphic Extension Pattern

  • Pattern: STRATEGY_PATTERN
  • Rule: Open for extension, closed for modification. Use strategy or visitor subclasses instead of changing this file.

Experimental Prototype

  • Scope: Rapid prototype. QA rules and strict coverage metrics are temporarily suspended.
  • Reason: Shape of the import pipeline is still being decided; do not build on these types

Rules for field LEGACY_COLUMNS

  • Rule: Machine-generated. Read it, never write it — hand edits are silently overwritten.
  • Generated from: schema/legacy-import.yaml
  • Edit instead: schema/legacy-import.yaml
  • Regenerate with: mvn generate-sources
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. 8d ago First seen · 41 lines · 436 tokens per session scan A b39fff0168c4

Subscribe to this mod's changes

vibetags com-example-indexed-app-DocumentImportJob.instructions.md is an instructions file published in the GitHub repository PIsberg/vibetags (15 stars, last pushed today), licensed MIT. It adds 436 tokens to every session, about $0.0022 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 2026-09-03.

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