frame-check: Instructions file for Codex

AGENTS.md

frame-check AGENTS.md is an instructions file for Codex, OpenCode from lluvr/frame-check. It costs 1,538 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for coding agents working on Frame Check, an MCP server that analyzes how text is structurally framed. They explain the repository's purpose, its files, and what changes belong in the public canonical project.

In plain words
What is it for?
Making or reviewing changes to the Frame Check server, its Python package, documentation, examples, tests, and validation materials.
Why use it?
They help agents understand the project boundaries and keep its source, documentation, examples, and validation materials consistent.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions CLAUDE.md; positional $N argument; mentions Claude Code.

This is lluvr/frame-check's own configuration. It tells Codex and OpenCode how to work on frame-check 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 frame-check configures →

Reuse

Borrowing it

Nothing to install: this file belongs to lluvr/frame-check. 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/lluvr/frame-check/master/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/lluvr/frame-check

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 frame-check AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/lluvr/frame-check/agents-md/github.svg)](https://agentmods.dev/instructions/lluvr/frame-check/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/lluvr/frame-check/agents-md"><img src="https://agentmods.dev/badge/instructions/lluvr/frame-check/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.

agentmods 80×15 button for frame-check AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/lluvr/frame-check/agents-md"><img src="https://agentmods.dev/badge/instructions/lluvr/frame-check/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,538 This file is loaded in full into every session.
When invoked 1,538 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 $0.01538 $0.01538
Opus 5.5 $0.00615 $0.00615
Sonnet 5.5 $0.00308 $0.00308
Haiku 4.5 $0.00154 $0.00154

Measured 2mo ago against content hash 917007c0721b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

frame-check 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 · 148 lines

How it starts

The opening of the file, as written. The whole thing — 148 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Guidance for AI coding agents (Claude Code, Cursor, Codex, Aider, and similar) working in this repository.

This file is loaded by most agent runtimes the same way CLAUDE.md or .cursorrules is. Read it before making changes.

What this repo is

lluvr/frame-check is the public canonical repository for the Frame Check MCP server: a structural framing analysis tool distributed as the PyPI package frame-check-mcp. The MCP server gives any MCP-compatible AI client (Claude Desktop, Cursor, Cline, Continue.dev, etc.) deterministic structural framing analysis as a tool, with $0.00 per query at the server (no LLM calls server-side; optional caller-side LLM judgment for V4.2 capability).

The repository ships the source the wheel is built from, the adopter-facing documentation, the calibration corpus, the worked examples, and the validation harness scaffold.

What goes in this repo

This repository ships only what an adopter needs to install, run, extend, and verify Frame Check. The scope is fixed:

  • Python source at the repo root (mcp_server.py, framing.py, comparison.py, frame_library.py, etc.) and the framecheck_mcp/ package wrapper.
  • Tests under tests/.
  • Build + lift infrastructure under scripts/ (canon_audit.sh, lift_dry_run.py, mcp_conformance_driver.py, _release_lib/).
  • Adopter-facing documentation: README.md, CONTRIBUTING.md, GOVERNANCE.md, SECURITY.md, CODE_OF_CONDUCT.md, RELEASING.md, ROADMAP.md, CHANGELOG.md, LICENSE, NOTICE, CITATION.cff, AGENTS.md (this file), and the docs/ tree (MCP_SERVER, COOKBOOK, FRAME_DIVERGENCE_CONTRACT).
  • The Frame Vocabulary Standard catalog at data/frame_library/, the worked examples at data/worked_examples/, the transmissions at data/transmissions/, and calibration corpora.

Anything outside that scope does not enter the repository. The following content shapes are never committed here, regardless of how relevant they feel to the change in front of you:

Read the full file on GitHub · 148 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 · 148 lines · 1,538 tokens per session scan A 917007c0721b

Subscribe to this mod's changes

frame-check AGENTS.md is an instructions file published in the GitHub repository lluvr/frame-check (0 stars, last pushed yesterday), licensed Apache-2.0. It adds 1,538 tokens to every session, about $0.0062 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

frame-check AGENTS.md compared with instructions from other repositories

frame-check AGENTS.md next to 6 instructions from other repositories
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