What is neuriplo-infer AGENTS.md?

A project instruction file for an application in a computer-vision system. It explains the repository’s role, its related projects, required documentation updates, automated checks, Git workflow, and commit-signing rules.

Use it when changing the CLI, configuration, runtime wiring, visualizations, end-to-end execution, supported model types, or documentation for new computer-vision tasks.

It tells coding agents about steps that are easy to miss when adding or changing model types. This helps keep generated documentation, shared task contracts, and repository processes in sync.

How olibartfast/neuriplo-infer configures Codex and OpenCode

Reuse

Borrowing it

Nothing to install: this file belongs to olibartfast/neuriplo-infer. 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/olibartfast/neuriplo-infer/master/AGENTS.md

Clone the repo

git clone --depth 1 https://github.com/olibartfast/neuriplo-infer

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.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/olibartfast/neuriplo-infer/agents-md/github.svg)](https://agentmods.dev/instructions/olibartfast/neuriplo-infer/agents-md)

Your own site

<a href="https://agentmods.dev/instructions/olibartfast/neuriplo-infer/agents-md"><img src="https://agentmods.dev/badge/instructions/olibartfast/neuriplo-infer/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.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/olibartfast/neuriplo-infer/agents-md"><img src="https://agentmods.dev/badge/instructions/olibartfast/neuriplo-infer/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 2,244 This file is loaded in full into every session.

When invoked 2,244 The same file — it is already loaded in full.

Security scan A 1 finding. 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.

Model	Per session	Once invoked
Fable 5.1	$0.02244	$0.02244
Opus 5	$0.01122	$0.01122
Sonnet 5	$0.00449	$0.00449
Haiku 4.5	$0.00224	$0.00224

Measured 10d ago against content hash 1458d7019c04, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

neuriplo-infer AGENTS.md scanned grade A with 1 finding 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 10d 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.

Makes network callslowCapability

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

- Verify absolute GitHub URLs are reachable (use `curl -sI <url>` or a quick fetch).

AGENTS.md · 190 lines

How it starts

The opening of the file, as written. The whole thing — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Review Instructions

System overview

neuriplo-infer is the application-layer repo in the vision-stack cluster.

It owns the CLI, app configuration, runtime wiring, visualization, and end-to-end execution flow.
It consumes task contracts from neuriplo-tasks.
It consumes backend orchestration and runtime compatibility from neuriplo.
It consumes source and video backend behavior from videocapture.

A sibling application repo, neuriplo-track, handles detection + tracking pipelines using the same shared libraries. Another sibling, tritonic, is a Triton Inference Server client for CV tasks that also consumes neuriplo-tasks. Both maintain their own ops control planes independently — neuriplo-infer does not depend on them.

Do-not-skip automated steps

Every agent taking ownership of this repo must know these easily-missed steps (see the full checklist under "Documentation checklist when wiring a new task type" and the always-on rule .cursor/rules/new-task-type-checklist.mdc):

Supported-model-types docs are generated, not hand-written. The  block in README.md and docs/generated/supported-model-types.md come from the neuriplo-tasks README via python3 scripts/sync_supported_model_types.py [--neuriplo-tasks-readme <path>]. ci.yml runs it with --check; a stale block fails CI. Run it (not a manual edit) whenever neuriplo-tasks adds/changes a task or model type.
App task routing must match neuriplo-tasks. getTaskTypeForModel (app/src/NeuriploInferTaskRouting.cpp) must map each type string to the same TaskType that neuriplo_tasks::TaskFactory builds.
The ## Key Features bullet in README.md is manual, not synced. When a new task category (not just a new model type within an existing category) is added in neuriplo-tasks, update the parenthesized task list under ## Key Features. This is step 4 in the full documentation checklist below.

Read the full file on GitHub · 190 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.

10d ago First seen · 190 lines · 2,244 tokens per session scan A 1458d7019c04

Subscribe to this mod's changes

neuriplo-infer AGENTS.md is an instructions file published in the GitHub repository olibartfast/neuriplo-infer (105 stars, last pushed 4d ago), licensed MIT. It adds 2,244 tokens to every session, about $0.0112 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.

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codex AGENTS.md

AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.

openai/codex · 5,153 tokens

vscode buildNext.instructions.md

Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).

microsoft/vscode · 6,785 tokens

neuriplo-infer: Instructions file for Codex