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.
curl -O https://raw.githubusercontent.com/olibartfast/neuriplo-infer/master/AGENTS.mdgit clone --depth 1 https://github.com/olibartfast/neuriplo-inferWrote 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.
[](https://agentmods.dev/instructions/olibartfast/neuriplo-infer/agents-md)<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.
<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>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 | $0.02638 | $0.02638 |
| Opus 5.5 | $0.01055 | $0.01055 |
| Sonnet 5.5 | $0.00528 | $0.00528 |
| Haiku 4.5 | $0.00264 | $0.00264 |
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 24d 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). How it starts
The opening of the file, as written. The whole thing — 216 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.
docs/generated/supported-model-types.mdcomes from the neuriplo-tasks README viapython3 scripts/sync_supported_model_types.py [--neuriplo-tasks-readme <path>].ci.ymlruns it with--check; a stale page fails CI. Run it (not a manual edit) whenever neuriplo-tasks adds/changes a task or model type.README.mdlinks to that page and does not embed the list. - App task routing must match neuriplo-tasks.
getTaskTypeForModel(app/src/NeuriploInferTaskRouting.cpp) must map each type string to the sameTaskTypethatneuriplo_tasks::TaskFactorybuilds. - The
## Key Featuresbullet 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.
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.
- 24d ago Changed · +1 tokens per session 3d9fef71a5bb
- 1mo ago Changed · +26 lines · +393 tokens per session 4df9d8ff235e
- 1mo ago First seen · 190 lines · 2,244 tokens per session scan A 1458d7019c04
neuriplo-infer AGENTS.md is an instructions file published in the GitHub repository olibartfast/neuriplo-infer (107 stars, last pushed today), licensed MIT. It adds 2,638 tokens to every session, about $0.0106 per session on Opus 5.5. 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.
Other instructions, from other repositories
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).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.