Borrowing it
Nothing to install: this file belongs to isndev/qb-linq. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/isndev/qb-linq/main/AGENTS.mdgit 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/agents-md)<a href="https://agentmods.dev/instructions/isndev/qb-linq/agents-md"><img src="https://agentmods.dev/badge/instructions/isndev/qb-linq/agents-md/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/isndev/qb-linq/agents-md"><img src="https://agentmods.dev/badge/instructions/isndev/qb-linq/agents-md.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 | $0.01169 | $0.01169 |
| Opus 5.5 | $0.00468 | $0.00468 |
| Sonnet 5.5 | $0.00234 | $0.00234 |
| Haiku 4.5 | $0.00117 | $0.00117 |
Grade A, and why
qb-linq AGENTS.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 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.
How it starts
The opening of the file, as written. The whole thing — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Instructions for AI coding agents — qb-linq
What this repository is
qb-linq is a header-only C++ library (CMake INTERFACE target qb::linq). The numeric version lives in project(qb-linq VERSION …) in CMakeLists.txt (see the table below). Implementation is entirely under include/; there is no separate library .cpp to compile for consumers.
| Fact | Source |
|---|---|
| Public API | #include <qb/linq.h>, namespace qb::linq |
| CMake target | qb::linq |
| C++ standard | 17 |
| Library version | project(qb-linq VERSION …) in CMakeLists.txt → generated qb/linq/version.h — docs/VERSIONING.md |
| Layout | See README Repository layout and docs/LLM_CONTEXT.md; optional amalgam single_header/linq.h (regenerate qb_linq_single_header) |
Build, presets, options, install: docs/BUILDING.md (aligned with root CMakeLists.txt and CMakePresets.json).
Before changing code
docs/LLM_CONTEXT.md— include graph, handle types, where declarations vs definitions live, materialization / iterator contracts.include/qb/linq.h— Doxygen@defgroup linq: caveats (select_many,zip/concat,where_viewcache, hashing for set ops, thread-safety, etc.).- Minimal diffs — match existing style, naming, and Doxygen; no unrelated refactors.
Where implementation lives
| Task | Primary files |
|---|---|
Algorithm declarations (query_range_algorithms) |
include/qb/linq/detail/query_range.h |
| Out-of-line bodies (many materializers, join, …) | include/qb/linq/query.h or include/qb/linq/detail/extra_views.h — split table in docs/LLM_CONTEXT.md |
Iterator adaptors (select, where, take, …) |
include/qb/linq/iterators.h |
Compositional views (concat, zip, scan, chunk, …) |
include/qb/linq/detail/extra_views.h |
group_by container shape |
include/qb/linq/detail/group_by.h |
order_by keys / comparators |
include/qb/linq/detail/order.h |
| Public façade and factories | include/qb/linq/enumerable.h |
| Umbrella include | include/qb/linq.h → version.h (generated) + enumerable.h |
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 · 72 lines · 1,169 tokens per session scan A 771d273509cd
qb-linq AGENTS.md is an instructions file published in the GitHub repository isndev/qb-linq (13 stars, last pushed 1mo ago), licensed MIT. It adds 1,169 tokens to every session, about $0.0047 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.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.