local-studio: Instructions file for Codex

AGENTS.md

local-studio AGENTS.md is an instructions file for Codex, OpenCode from sybil-solutions/local-studio. It costs 3,989 tokens per session, scanned A, original, MIT.

Repository instructions for Local Studio, a local-first application whose backend controller and desktop interface manage models, system state, settings, usage, and agent sessions.

In plain words
What is it for?
They help guide development of the controller and interface, keep shared contracts consistent, manage model lifecycles, and prepare changes for the project’s release workflow.
Why use it?
They give developers the project’s rules for architecture, safety, releases, and changes, including restrictions on tests and branches.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions subagents; mentions Claude Code; mentions Codex.

This is sybil-solutions/local-studio's own configuration. It tells Codex and OpenCode how to work on local-studio 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 local-studio configures →

About the project

Local Studio is a local-first control panel for running, managing, and using self-hosted large language model backends such as vLLM, SGLang, llama.cpp, and ExLlama. It lets users launch models, monitor GPU and runtime state, chat through OpenAI-compatible endpoints, and run agent sessions from a desktop or connected mobile device. The catalogue skills and instruction support agent workflows with Local Studio and its controllers.

sybil-solutions/local-studio · 1,833 stars · on GitHub · localstudio.ai

Reuse

Borrowing it

Nothing to install: this file belongs to sybil-solutions/local-studio. 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/sybil-solutions/local-studio/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/sybil-solutions/local-studio

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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Per session 3,989 This file is loaded in full into every session.
When invoked 3,989 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 $0.03989 $0.03989
Opus 5.5 $0.01596 $0.01596
Sonnet 5.5 $0.00798 $0.00798
Haiku 4.5 $0.00399 $0.00399

Measured 9d ago against content hash 73223059cdd7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

local-studio 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 9d 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 · 177 lines

How it starts

The opening of the file, as written. The whole thing — 177 lines — stays where its author put it; the contents beside it link to each section on GitHub.

T3 Code

T3 Code is a minimal GUI for coding agents. A Node WebSocket server wraps provider CLIs and agents (Codex, Claude Code, Cursor, Grok, OpenCode, Antigravity) and serves web, desktop, and mobile clients.

You can think of T3 Code as an open source "bring-your-own-subscription" alternative to apps like Claude Desktop, Codex App, Cursor Glass and Conductor.

What makes T3 Code special?

We have over 400,000 users who love T3 Code. It's important we maintain the things they love as we continue to iterate on the product. Here's a brief list of the things we can never compromise on.

1. Open at the core

T3 Code is truly open. We share our roadmap, we share how we think about things, and of course we share all our code. A large number of our users run forks. We work in the open, and should strive to stay that way.

2. Performance without compromise

Lots of apps have gotten bogged down with bad tech decisions and "slop". We have not, and we're proud of the performance of T3 Code. We regularly audit for performance regressions, often caused by sending too much data over websockets, css animations causing gpu spikes, lists being hard to render, and more. Make sure all changes are considerate of performance impact.

3. Remote ready

The architecture of T3 Code's websocket layer (npx t3) enables a lot of awesome remote features. These have become core to the product. Whether users are connecting directly over their local network, using Tailscale, or leaning in fully with T3 Connect (our tunnel solution, also in this repo), we need to make sure new features are properly supported.

4. Multi-surface

T3 Code has 3 key app surfaces: web, desktop, and mobile.

Web is kind of two surfaces, as we have the public facing "app.t3.codes" as well as locally hosting the web app through the npx t3 command. Both need to be supported by all new features where reasonable.

Desktop is the main surface most users install first. It's a full Electron app that bundles the server runner as well. The desktop app can also be used as the host server, allowing remote connections from app.t3.codes or the mobile app.

Read the full file on GitHub · 177 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. 9d ago Changed · +160 lines · +3,455 tokens per session 73223059cdd7
  2. 1mo ago First seen · 17 lines · 534 tokens per session scan A 3219d06d580e

Subscribe to this mod's changes

local-studio AGENTS.md is an instructions file published in the GitHub repository sybil-solutions/local-studio (1,833 stars, last pushed 10d ago), licensed MIT. It adds 3,989 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 2026-08-30.

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