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.
npx agentmods add instructions/isndev/qb-linq/copilot-instructionsgit clone --depth 1 https://github.com/isndev/qb-linqWrote 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/isndev/qb-linq/copilot-instructions)<a href="https://agentmods.dev/instructions/isndev/qb-linq/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/isndev/qb-linq/copilot-instructions.svg" alt="Measured on agentmods" 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 | $0.00220 | $0.00220 |
| Opus 5 | $0.00110 | $0.00110 |
| Sonnet 5 | $0.00044 | $0.00044 |
| Haiku 4.5 | $0.00022 | $0.00022 |
Grade A, and why
qb-linq copilot-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 4d 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
GitHub Copilot / AI — qb-linq
Header-only C++17 library: CMake target qb::linq, public include <qb/linq.h>.
Before large edits, read (in order):
AGENTS.md— where code lives, how to verify.docs/BUILDING.md— CMake options and presets (matchesCMakeLists.txt).docs/LLM_CONTEXT.md— implementation layout.CONTRIBUTING.md— tests, PR expectations, changelog for user-visible changes.
User-facing API: README.md · docs index: docs/README.md · CODE_OF_CONDUCT.md · security: SECURITY.md.
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.
- 4d ago First seen · 13 lines · 220 tokens per session scan A f6b1432bc733
qb-linq copilot-instructions.md is an instructions file published in the GitHub repository isndev/qb-linq (13 stars, last pushed 4d ago), licensed MIT. It adds 220 tokens to every session, about $0.0011 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 2026-08-30.
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