gpal: Instructions file for Codex

AGENTS.md

gpal AGENTS.md is an instructions file for Codex, OpenCode from tobert/gpal. It costs 4,005 tokens per session, scanned A, original, MIT.

A set of development instructions for gpal, an MCP server that sends questions and files to Google Gemini for review. MCP is a standard way for AI clients such as Claude Desktop, Cursor, or VS Code to use external tools.

In plain words
What is it for?
Use it when developing gpal, understanding its Gemini consultation tools, checking project conventions, or reviewing source files for bugs and API misuse.
Why use it?
It gives contributors project-specific guidance about architecture, repository layout, dogfooding, and design decisions. It also requires reviewing changes with gpal before committing.

Instructions file for CodexOpenCode

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

This is tobert/gpal's own configuration. It tells Codex and OpenCode how to work on gpal 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 gpal configures →

View source ↗ tobert/gpal
Reuse

Borrowing it

Nothing to install: this file belongs to tobert/gpal. 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/tobert/gpal/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/tobert/gpal

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.

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README.md
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Your own site
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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
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Per session 4,005 This file is loaded in full into every session.
When invoked 4,005 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 $0.04005 $0.04005
Opus 5.5 $0.01602 $0.01602
Sonnet 5.5 $0.00801 $0.00801
Haiku 4.5 $0.00400 $0.00400

Measured 2mo ago against content hash d4ef792ca974, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gpal 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.

AGENTS.md · 348 lines

How it starts

The opening of the file, as written. The whole thing — 348 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Development Guide

Internal documentation for gpal development.

Dogfooding

Before committing changes to gpal, use gpal to review them:

consult_gemini(
    query="Review server.py for bugs, edge cases, and API misuse",
    model="pro",
    file_paths=["src/gpal/server.py"]
)

Gemini catches real issues — see git history for proof.

Architecture

┌─────────────────────────────────────────────────────┐
│              MCP Client                             │
│    (Claude Desktop, Cursor, VS Code, etc.)          │
└─────────────────────┬───────────────────────────────┘
                      │ MCP Protocol
                      ▼
┌─────────────────────────────────────────────────────┐
│                 gpal Server                         │
│                                                     │
│  ┌─────────────────┐  ┌────────────────────────┐    │
│  │ consult_gemini  │  │ consult_gemini_oneshot │  ← Tools │
│  └────────┬────────┘  └───────────┬────────────┘    │
│           │                    │                    │
│           └──────────┬─────────┘                    │
│                      ▼                              │
│  ┌──────────────────────────────────────┐          │
│  │       Session Manager                 │          │
│  │  (history preservation, model switch) │          │
│  └──────────────────┬───────────────────┘          │
│                      │                              │
└──────────────────────┼──────────────────────────────┘
                       ▼
┌─────────────────────────────────────────────────────┐
│              Google Gemini API                      │
│                                                     │
│  Gemini has internal tools:                         │
│  • list_directory  • read_file  • search_project   │
│  • git  • gemini_search                            │
│  • file_search (when stores exist)                 │
│                                                     │
│  Automatic Function Calling enabled                 │
│  (Gemini autonomously explores the codebase)        │
└─────────────────────────────────────────────────────┘

Read the full file on GitHub · 348 lines

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. 2mo ago First seen · 348 lines · 4,005 tokens per session scan A d4ef792ca974

Subscribe to this mod's changes

gpal AGENTS.md is an instructions file published in the GitHub repository tobert/gpal (10 stars, last pushed 4mo ago), licensed MIT. It adds 4,005 tokens to every session, about $0.0160 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 2026-08-31.

Related

gpal AGENTS.md compared with instructions from other repositories

gpal AGENTS.md next to 6 instructions from other repositories
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gpal AGENTS.mdtobert/gpalInstructions file104mo agoMITA4,005Codex, OpenCode
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vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode