Borrowing it
Nothing to install: this file belongs to Mattbusel/Reddit-Options-Trader-ROT-. 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/Mattbusel/Reddit-Options-Trader-ROT-/master/AGENTS.mdgit clone --depth 1 https://github.com/Mattbusel/Reddit-Options-Trader-ROT-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.
[](https://agentmods.dev/instructions/mattbusel/reddit-options-trader-rot-/agents-md)<a href="https://agentmods.dev/instructions/mattbusel/reddit-options-trader-rot-/agents-md"><img src="https://agentmods.dev/badge/instructions/mattbusel/reddit-options-trader-rot-/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/mattbusel/reddit-options-trader-rot-/agents-md"><img src="https://agentmods.dev/badge/instructions/mattbusel/reddit-options-trader-rot-/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 | $0.03597 | $0.03597 |
| Opus 5 | $0.01799 | $0.01799 |
| Sonnet 5 | $0.00719 | $0.00719 |
| Haiku 4.5 | $0.00360 | $0.00360 |
Grade B, and why
Reddit-Options-Trader-ROT- AGENTS.md scanned grade B with 1 finding 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 9d 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.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
| SQL patterns | `.claude/sql.h` | `grep "WIN_CASE" .claude/sql.h` | How it starts
The opening of the file, as written. The whole thing — 333 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md -- Agent Speed Reference for ROT Codebase
Read this FIRST. It will save you 10+ minutes per task.
LOOKUP FILES (grep these, don't scan CLAUDE.md)
| Need | File | Example |
|---|---|---|
| SQL patterns | .claude/sql.h |
grep "WIN_CASE" .claude/sql.h |
| Routes | .claude/route.tbl |
grep "backtest" .claude/route.tbl |
| Tier gates | .claude/tier.map |
grep "gate_backtest" .claude/tier.map |
| Codebase index | .claude/rot.idx |
grep "^signals|" .claude/rot.idx |
| Test templates | .claude/test.gen |
Copy macro, substitute params |
| Update rules | .claude/diff.rules |
Check before committing |
| Step-by-step | .claude/hotpath.md |
5 common tasks as decision trees |
| Import map | docs/agent-map.compact |
Module exports in compact format |
| Code recipes | COOKBOOK.md |
10 copy-paste recipes |
| Code templates | docs/agent-patterns.toml |
TOML code gen templates |
1. SPEED INDEX
Test all: python -m pytest tests/ -x --tb=short
Test one file: python -m pytest tests/test_foo.py -v
Test one func: python -m pytest tests/test_foo.py::test_bar -v
Server: python -m rot.app.server
Lint: ruff check src/ tests/
Line length: 100 chars (ruff, pyproject.toml)
Python: >=3.10 (deployed 3.12)
Async mode: auto (pyproject.toml: asyncio_mode = "auto") -- NO @pytest.mark.asyncio needed
DB fixture: async def db(tmp_path) -> Database: connect/yield/close
Templates: extend base.html, use {% block content %}...{% endblock %}
Static JS: /static/js/ for Chart.js, HTMX, HTMX-WS (self-hosted, no CDN)
2. FILE OWNERSHIP -- Who Owns What
Pipeline (sync thread)
src/rot/app/runner.py -- PipelineRunner orchestration
src/rot/ingest/ -- all data ingestion
src/rot/trend/ -- trend detection + ranking
src/rot/nlp/ -- NLP analysis (10 modules)
src/rot/extract/ -- event building (NLP + legacy)
src/rot/credibility/ -- ML + heuristic scoring
src/rot/feedback/ -- suppressor (stage 6.5)
src/rot/reasoner/ -- LLM reasoning
src/rot/market/ -- trade building, enrichment, price checks
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.
- 9d ago First seen · 333 lines · 3,597 tokens per session scan B fa9f45e50a8a
Reddit-Options-Trader-ROT- AGENTS.md is an instructions file published in the GitHub repository Mattbusel/Reddit-Options-Trader-ROT- (12 stars, last pushed 4mo ago), licensed MIT. It adds 3,597 tokens to every session, about $0.0180 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
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.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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).
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
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.
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.