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AutoResearchWithEyes: Instructions file for Claude Code

CLAUDE.md

AutoResearchWithEyes CLAUDE.md is an instructions file for Claude Code from llv22/AutoResearchWithEyes. It costs 1,627 tokens per session, scanned A, original, MIT.

Project instructions for AutoResearchWithEyes, a research workflow for finding ideas, running pilot experiments, reviewing results, and coordinating the work. It defines shared settings and separate executor and reviewer roles.

In plain words
What is it for?
Use it when operating or extending the AutoResearchWithEyes research workflow, including idea discovery, literature review, experiments, and critical review.
Why use it?
It gives contributors a consistent process and keeps idea generation, execution, and review responsibilities distinct.

Instructions file for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable. Also seen: mentions Claude Code; runs codex exec; mentions Codex.

This is llv22/AutoResearchWithEyes's own configuration. It tells Claude Code how to work on AutoResearchWithEyes 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 AutoResearchWithEyes configures →

Runs only inside a plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else, and the catalogue could not identify which plugin ships it.

not rated 5repo changed 18d ago A scan 1,627 tokens original MIT
View source ↗ llv22/AutoResearchWithEyes
Reuse

Borrowing it

Nothing to install: this file belongs to llv22/AutoResearchWithEyes. 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/llv22/AutoResearchWithEyes/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/llv22/AutoResearchWithEyes

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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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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Per session 1,627 This file is loaded in full into every session.
When invoked 1,627 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 $0.01627 $0.01627
Opus 5.5 $0.00651 $0.00651
Sonnet 5.5 $0.00325 $0.00325
Haiku 4.5 $0.00163 $0.00163

Measured 18d ago against content hash 79be09644f39, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

AutoResearchWithEyes CLAUDE.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 18d 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.

CLAUDE.md · 106 lines

How it starts

The opening of the file, as written. The whole thing — 106 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AutoResearchWithEyes: Centralized Constants

All skills, commands, and agents in this plugin reference these shared constants. Override per-invocation by passing inline arguments (e.g., — pilot budget: 4h).

Models (cross-model, no self-play)

Two roles, two different families — Claude executes, GPT reviews. This adversarial split is the framework's core principle; do not collapse both roles onto one family.

  • EXECUTOR_MODEL = claude-fable-5 (Fable 5) — the Claude Code model that drives the pipeline: idea filtering/synthesis, literature review, novelty judgment, and writing. Use it for more solid idea-discovery output. Run the /autor.* commands under this model (/model fable in Claude Code, or spawn via an Agent with model fable). (Verified available as claude-fable-5 on 2026-07-14.)
  • REVIEWER_MODEL = gpt-5.6-sol — external critical reviewer + divergent brainstorm via codex-bridge (see below). Always run at model_reasoning_effort: xhigh. (Verified via codex exec -m gpt-5.6-sol on 2026-07-14; upgraded from gpt-5.5.)

Note: raw idea generation and review go to REVIEWER_MODEL (Codex/GPT); the EXECUTOR (Claude/Fable 5) orchestrates, filters, and writes. Keeping them in separate families is what makes the review adversarial rather than self-review.

External Reviewer Calls (codex-bridge)

  • CODEX_BRIDGE = <plugin root>/codex-bridge/bin/codex-bridge — the only way skills, agents and commands talk to REVIEWER_MODEL (replaces Codex MCP; codex mcp-server was removed in Codex 0.154). <plugin root> is ${CLAUDE_PLUGIN_ROOT} when loaded as a plugin, else this repo's root — always call it by absolute path. Details: codex-bridge/README.md.

Every REVIEWER_CALL block in this plugin means:

REVIEWER_CALL new [--web]                       # start a reviewer thread
REVIEWER_CALL reply --thread <threadId> [--web] # continue the same thread (keeps its memory)
  prompt: |
    ...

Read the full file on GitHub · 106 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. 18d ago Changed · +39 lines · +676 tokens per session 79be09644f39
  2. 1mo ago First seen · 67 lines · 951 tokens per session scan A 909d070f53d6

Subscribe to this mod's changes

AutoResearchWithEyes CLAUDE.md is an instructions file published in the GitHub repository llv22/AutoResearchWithEyes (5 stars, last pushed 19d ago), licensed MIT. It adds 1,627 tokens to every session, about $0.0065 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.

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