Borrowing it
Nothing to install: this file belongs to cq27-dev/rag-rat. 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/cq27-dev/rag-rat/main/AGENTS.mdgit clone --depth 1 https://github.com/cq27-dev/rag-ratWrote 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/cq27-dev/rag-rat/agents-md)<a href="https://agentmods.dev/instructions/cq27-dev/rag-rat/agents-md"><img src="https://agentmods.dev/badge/instructions/cq27-dev/rag-rat/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/cq27-dev/rag-rat/agents-md"><img src="https://agentmods.dev/badge/instructions/cq27-dev/rag-rat/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 | $0.03030 | $0.03030 |
| Opus 5.5 | $0.01212 | $0.01212 |
| Sonnet 5.5 | $0.00606 | $0.00606 |
| Haiku 4.5 | $0.00303 | $0.00303 |
Grade A, and why
rag-rat 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 1mo 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 — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for coding agents working in the rag-rat repository.
(CLAUDE.md is a symlink to this file.)
Prefer the rag-rat MCP for code browsing
This repo ships rag-rat — a local repo-intelligence index and MCP server — and it is indexed by
its own server (dogfooded). Heavily prefer the rag-rat MCP tools over raw grep/cat/file
reads when browsing or understanding code. One MCP call returns more context, faster, than a
shell sweep, and it surfaces drive-by repo memories (source-anchored invariants, decisions,
risks) attached to the code you're touching — context you would otherwise never see.
Reach for these first:
semantic_search— "where is this concept implemented?" Returns current source chunks with inline graph (callers/callees), git, and GitHub papertrail, all validated against current source.symbol_lookup— exact/fuzzy symbol resolution (Rust/TS/Kotlin/C/C++/Python/Swift/Go), with any bound memories attached.impact_surface— the coding preflight before editing a symbol: graph callers/callees, tests, git history, papertrail, and repo memories crossing the call path. Run it before changing anything non-trivial.find_callers/trace_callees— reverse/forward graph traversal instead of grepping for call sites.read_chunk— current text for a chunk with anchor validation + graph + memories.repo_brief/repo_clusters— orientation (spine, churn, god-modules, ownership clusters).important_symbols— load-bearing symbols by (SCIP-aware) PageRank; passpersonalizeto bias toward what you're editing. Compiler-grade oncerag-rat oracle runhas run.
Symbol handle: symbol-returning tools emit id, an opaque sym_<hex> token — the stable handle
to cache and pass back into graph/impact/memory tools as the id param (copy verbatim; never parse
it as a number). There is no numeric symbol_id on the wire (it's an internal rowid reassigned on
every reindex). Use ref (the path::name qualified name) for the human-readable identity. The
symbol-tool params are ref / id / lang (formerly symbol_path / logical_symbol_id /
language).
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.
- 1mo ago Changed · +3 lines · +59 tokens per session 577f633ce680
- 2mo ago First seen · 185 lines · 2,971 tokens per session scan A b728f0f35048
rag-rat AGENTS.md is an instructions file published in the GitHub repository cq27-dev/rag-rat (26 stars, last pushed 28d ago), licensed MIT. It adds 3,030 tokens to every session, about $0.0121 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.
rag-rat AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| rag-rat AGENTS.mdcq27-dev/rag-rat | Instructions file | 26 | 28d ago | MIT | A | 3,030 | Claude Code, Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |