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.
git clone --depth 1 https://github.com/PIsberg/vibetagsWrote 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/instructions/pisberg/vibetags/com-example-indexed-app-documentimportjob)<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.
<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>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 | $0.00436 | $0.00436 |
| Opus 5 | $0.00218 | $0.00218 |
| Sonnet 5 | $0.00087 | $0.00087 |
| Haiku 4.5 | $0.00044 | $0.00044 |
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.
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
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 · 41 lines · 436 tokens per session scan A b39fff0168c4
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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