Borrowing it
Nothing to install: this file belongs to realnaka/alphaloop. 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/realnaka/alphaloop/main/AGENTS.mdgit clone --depth 1 https://github.com/realnaka/alphaloopWrote 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/realnaka/alphaloop/agents-md)<a href="https://agentmods.dev/instructions/realnaka/alphaloop/agents-md"><img src="https://agentmods.dev/badge/instructions/realnaka/alphaloop/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/realnaka/alphaloop/agents-md"><img src="https://agentmods.dev/badge/instructions/realnaka/alphaloop/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 | $0.00980 | $0.00980 |
| Opus 5.5 | $0.00392 | $0.00392 |
| Sonnet 5.5 | $0.00196 | $0.00196 |
| Haiku 4.5 | $0.00098 | $0.00098 |
Grade A, and why
alphaloop 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 — 59 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AlphaLoop — Agent Instructions
For AI agents reading this repo: this is a skill suite, not an application. It defines a human-agent collaboration operating model for investment research and bundles the six sub-skills it orchestrates.
What you are looking at
AlphaLoop is an operating model: the trader sets direction, the agent gathers and verifies evidence, and the human always keeps the decision. The full specification lives in SKILL.md. Read it before doing anything else.
This AGENTS.md exists so that agents following the AGENTS.md standard (OpenAI Codex, OpenCode, Hermes, OpenClaw, Aider, etc.) can discover and load the suite consistently.
Quick install (any agent)
git clone https://github.com/realnaka/alphaloop.git
cd alphaloop
./install.sh
The installer auto-detects which agents are present and symlinks the orchestrator plus every bundled sub-skill into each agent's skills directory. It also initializes an empty wiki at ${OPENORDER_HOME:-$HOME/openorder} (templates only, no real data).
How to use as an agent
Whenever a conversation enters an investment-research context (a ticker, a company, an industry, a forwarded research note or screenshot, a thesis to verify, a stock to pick, a trade to log):
- Treat any logic/claim the human hands you as a hypothesis (C-grade), not a fact. Verify before trusting. → see
skills/claim-verification/SKILL.md - First action when a ticker/industry/framework appears: read
${OPENORDER_HOME}/INDEX.md→ relevant files. →skills/openorder/SKILL.md - Always pull real-time prices with a timestamp + source; never use stale data. →
skills/stock-data-fetch/SKILL.md - For raw materials / chokepoint / export-control topics, run the five-layer funnel. →
skills/strategic-materials/SKILL.md - Hand back a verification matrix + stock list + risks; never pull the trigger for the user. The decision is always the human's.
- When a trade happens, log it with its source framework to close the feedback loop. →
skills/trade-journal/SKILL.md - If any tool fails (403/404/can't fetch), escalate the tool, not the user. →
skills/agent-tool-escalation/SKILL.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.
- 2mo ago First seen · 59 lines · 980 tokens per session scan A 3206cda226bc
alphaloop AGENTS.md is an instructions file published in the GitHub repository realnaka/alphaloop (20 stars, last pushed 4mo ago), licensed MIT. It adds 980 tokens to every session, about $0.0039 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.
alphaloop AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| alphaloop AGENTS.mdrealnaka/alphaloop | Instructions file | 20 | 4mo ago | MIT | A | 980 | 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 |