fast_gliner AGENTS.md

fast_gliner AGENTS.md is an instructions file for Codex, OpenCode from talmago/fast_gliner. It costs 806 tokens per session, scanned A, original, no licence file.

Repository-specific instructions for talmago/fast_gliner, a Python project. They describe the repository, its main development principle, environment, and Python layer.

In plain words
What is it for?
Use them when working on the fast_gliner repository, especially for understanding its development environment and Python code.
Why use it?
They give a coding agent the project context it needs before changing files. The available description does not specify further automated features.

Instructions file for CodexOpenCode

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/talmago/fast_gliner/agents-md
Clone the repo
git clone --depth 1 https://github.com/talmago/fast_gliner

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 fast_gliner AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/talmago/fast_gliner/agents-md.svg)](https://agentmods.dev/instructions/talmago/fast_gliner/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/talmago/fast_gliner/agents-md"><img src="https://agentmods.dev/badge/instructions/talmago/fast_gliner/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 806 This file is loaded in full into every session.
When invoked 806 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00806 $0.00806
Opus 5 $0.00403 $0.00403
Sonnet 5 $0.00161 $0.00161
Haiku 4.5 $0.00081 $0.00081

Measured 5d ago against content hash 8f4761175db1, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

fast_gliner 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 5d 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 · 229 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 5d ago First seen · 229 lines · 806 tokens per session scan A 8f4761175db1

Subscribe to this mod's changes

fast_gliner AGENTS.md is an instructions file published in the GitHub repository talmago/fast_gliner (11 stars, last pushed 5mo ago), with no licence file. It adds 806 tokens to every session, about $0.0040 per session on Opus 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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