analyzing-llm-rationale: Instructions file for Codex

AGENTS.md

analyzing-llm-rationale AGENTS.md is an instructions file for Codex, OpenCode from pareelamre/analyzing-llm-rationale. It costs 7,503 tokens per session, scanned C, original, MIT.

Repository instructions for a batch system that evaluates language-model reasoning on yes-or-no forecasting questions. It includes setup commands, required environment variables, tests, linting, and key commands.

In plain words
What is it for?
Use it when configuring, testing, linting, or running the analyzing-llm-rationale project and its batch inference or FastAPI server.
Why use it?
It gives an agent the project-specific information needed to install dependencies, run the system, and check changes correctly. It also explains the main pipeline and serving setup.

Instructions file for CodexOpenCode

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

This is pareelamre/analyzing-llm-rationale's own configuration. It tells Codex and OpenCode how to work on analyzing-llm-rationale 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 analyzing-llm-rationale configures →

Not installable: its command points at a path on the author’s own machine, so it runs nowhere else. The line is /home/paam844f/.local/lib/python3.10/site-packages/analyzing_llm_rationale/.

Reuse

Borrowing it

Nothing to install: this file belongs to pareelamre/analyzing-llm-rationale. 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/pareelamre/analyzing-llm-rationale/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/pareelamre/analyzing-llm-rationale

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 analyzing-llm-rationale AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/pareelamre/analyzing-llm-rationale/agents-md/github.svg)](https://agentmods.dev/instructions/pareelamre/analyzing-llm-rationale/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/pareelamre/analyzing-llm-rationale/agents-md"><img src="https://agentmods.dev/badge/instructions/pareelamre/analyzing-llm-rationale/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 analyzing-llm-rationale AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/pareelamre/analyzing-llm-rationale/agents-md"><img src="https://agentmods.dev/badge/instructions/pareelamre/analyzing-llm-rationale/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 7,503 This file is loaded in full into every session.
When invoked 7,503 The same file — it is already loaded in full.
Security scan C 2 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 $0.07503 $0.07503
Opus 5.5 $0.03001 $0.03001
Sonnet 5.5 $0.01501 $0.01501
Haiku 4.5 $0.00750 $0.00750

Measured 2d ago against content hash 921895b47f86, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

analyzing-llm-rationale AGENTS.md scanned grade C with 2 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 2d 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.

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -s https://llm.scads.ai/status/state.json | python -c \

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s https://llm.scads.ai/status/state.json | python -c \
AGENTS.md · 566 lines

How it starts

The opening of the file, as written. The whole thing — 566 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md — Codex agent setup guide

Agent coordination log

Multiple agents work in this repo. Record decisions here so the next agent does not redo or undo them. Newest entries first.

2026-11-02 — Paid Kite Connect market data source (Codex)

The owner expanded the Kite scope to paid Connect quotes and history. The Zerodha source now offers exchange:symbol quote lookup, an IST candle range, a closing-price chart and an OHLCV/OI table. Private authenticated routes /integrations/kite/quotes and /integrations/kite/history reuse the owner's encrypted connection; FORESEA_ENABLE_KITE_PERSONAL remains the default-off switch for all Kite reads. History resolves the current token from a fresh quote, with bounded interval windows. No streaming, public redistribution, binary-odds conversion or broker execution. This supersedes the earlier account-only source scope; free Personal still covers the account views. See docs/kite-personal.md.

2026-11-01 — Kite is selectable as a private account source (Codex)

Edge Board → Markets → Source now lists Zerodha Kite alongside Kalshi and Polymarket. It mounts the same Kite Personal account panel used by Settings; it does not add paid market-data calls or feed private values into binary edge calculations. Restore the single panel before replacing its parent DOM, and clear its transient contents when leaving the source.

2026-10-26 — Kite Personal account reads (Codex)

Kite Personal uses separate authenticated /integrations/kite routes and the Settings Exchange panel for holdings, net/day positions, funds and today's orders. It is not a prediction-market execution venue or public MCP tool. Credentials reuse owner-bound KMS envelopes; KiteConnectionIntent generations prevent a pending connect from restoring a disconnected credential across replicas. Access defaults off via FORESEA_ENABLE_KITE_PERSONAL; broker/platform prerequisites and audit-log retention must be checked before enabling. Kite tokens can trade, although Foresea only reads; disconnect removes local credentials without broker revocation. See docs/kite-personal.md for setup and renewal.

Read the full file on GitHub · 566 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. 2d ago Changed · +69 lines · +908 tokens per session 921895b47f86
  2. 19d ago Changed · +20 lines · +251 tokens per session 63f2b9137d32
  3. 23d ago Changed · +67 lines · +1,019 tokens per session 112d46a86480
  4. 26d ago Changed · +28 lines · +398 tokens per session c60ed29b997a
  5. 29d ago Changed · +73 lines · +1,204 tokens per session 0408cdffe54f
  6. 1mo ago Changed · +137 lines · +1,789 tokens per session scan A → C b4ca60b132c0
  7. 2mo ago First seen · 172 lines · 1,934 tokens per session scan A 753966596471

Subscribe to this mod's changes

analyzing-llm-rationale AGENTS.md is an instructions file published in the GitHub repository pareelamre/analyzing-llm-rationale (0 stars, last pushed yesterday), licensed MIT. It adds 7,503 tokens to every session, about $0.0300 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

analyzing-llm-rationale AGENTS.md compared with instructions from other repositories

analyzing-llm-rationale AGENTS.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
analyzing-llm-rationale AGENTS.mdpareelamre/analyzing-llm-rationaleInstructions file0yesterdayMITC7,503Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode