hunter-community: Instructions file for Codex

AGENTS.md

hunter-community AGENTS.md is an instructions file for Codex, OpenCode from agentpit-io/hunter-community. It costs 413 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for managing personal rules and backtests in a community research project. A backtest checks how a trading rule would have performed on historical data, while overfitting means tailoring a rule too closely to data already examined.

In plain words
What is it for?
Use it to keep account settings separate, version complete backtest parameters, archive failed experiments, and follow the project's evidence and validation rules.
Why use it?
It helps prevent misleading results caused by showing only successful experiments, reusing old results after rule changes, or mixing different users' configurations.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions CLAUDE.md.

This is agentpit-io/hunter-community's own configuration. It tells Codex and OpenCode how to work on hunter-community itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything hunter-community configures →

Reuse

Borrowing it

Nothing to install: this file belongs to agentpit-io/hunter-community. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/agentpit-io/hunter-community/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/agentpit-io/hunter-community

Made for: Codex, OpenCode.

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.

agentmods badge for hunter-community AGENTS.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/agentpit-io/hunter-community/agents-md"><img src="https://agentmods.dev/badge/instructions/agentpit-io/hunter-community/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.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/agentpit-io/hunter-community/agents-md"><img src="https://agentmods.dev/badge/instructions/agentpit-io/hunter-community/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 413 This file is loaded in full into every session.
When invoked 413 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00413 $0.00413
Opus 5.5 $0.00165 $0.00165
Sonnet 5.5 $0.00083 $0.00083
Haiku 4.5 $0.00041 $0.00041

Measured 12d ago against content hash 7ed755e13867, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

hunter-community 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 12d 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.

AGENTS.md · 20 lines

What it actually says

hunter-community 工作约定

小鹿实验助手

边界与部署验证见 docs/agent-experiments.md。AI 只选后端预设的单字段买入候选;全部失败和停止记录、预算、代码与实际行情快照必须保留,不能自动应用。不能把同一历史上的比较或输入指纹称为独立样本外验证。为什么:增加自动试验数量会放大过拟合,隐藏失败或改变仓位/费用会制造虚假的收益改善。

过拟合监测

评分接入与证据口径见 docs/agent-overfit-monitor.md。缺失检查不计分,不把分数称为赚钱概率或过拟合概率;不能借用其他方向的冻结日。个人试验归档包含失败结果,不受最近十条展示上限影响。为什么:只展示赢家或把反复看过的数据称为独立验证,会让错误策略获得虚假的可信度。

既有维护约定见 CLAUDE.md。

个人规则编辑与回测

创建页多语言输入与简介约定见 docs/agent-builder.md:简介选填且最多100字,语言/原文/AI输入分别保存进版本。多语言只表示AI翻译输入,不表示原生执行;未支持的语义必须待确认。为什么:截断旧原文、丢失语言上下文或静默近似规则都会让回测偏离用户策略。

实现与验证口径见 docs/agent-manual-rules.md。 个人配置必须按账号隔离,回测必须绑定完整参数版本;不能覆盖公共研究账本。 为什么:规则改变后沿用旧收益、或不同账号互相覆盖,会使研究结果无法追溯。

Changes

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.

  1. 12d ago Changed · +4 lines · +116 tokens per session 7ed755e13867
  2. 21d ago Changed · +2 lines · +95 tokens per session 4ff06e755aab
  3. 23d ago First seen · 14 lines · 202 tokens per session scan A 5605e01a3df2

Subscribe to this mod's changes

hunter-community AGENTS.md is an instructions file published in the GitHub repository agentpit-io/hunter-community (588 stars, last pushed 8d ago), licensed Apache-2.0. It adds 413 tokens to every session, about $0.0017 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 2026-09-29.

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