Borrowing it
Nothing to install: this file belongs to andalabx/ember. 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/andalabx/ember/main/AGENTS.mdgit clone --depth 1 https://github.com/andalabx/emberWrote 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/andalabx/ember/agents-md)<a href="https://agentmods.dev/instructions/andalabx/ember/agents-md"><img src="https://agentmods.dev/badge/instructions/andalabx/ember/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/andalabx/ember/agents-md"><img src="https://agentmods.dev/badge/instructions/andalabx/ember/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 | $0.01804 | $0.01804 |
| Opus 5.5 | $0.00722 | $0.00722 |
| Sonnet 5.5 | $0.00361 | $0.00361 |
| Haiku 4.5 | $0.00180 | $0.00180 |
Grade A, and why
ember 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 2mo 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.
How it starts
The opening of the file, as written. The whole thing — 117 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file provides instructions for AI coding agents working on the ember project.
Overview
ember is a lightweight headless browser for AI agents. It gives agents the ability to browse the web, search for information, crawl sites, and interact with pages.
- The Python package lives in
emb/ - Tests live in
tests/ - The CLI entry point is
emb.cli:app
Build and test
pip install -e ".[dev]" # install in development mode with test deps
pytest tests/ # run the full test suite
All tests must pass before committing.
Code conventions
- Use type hints on all function signatures
- Use
from __future__ import annotationsat the top of every module - Prefer clear code and short
#comments over docstrings - Only add a docstring when a public interface truly needs it
- Keep functions small and focused
- Lazy-load heavy dependencies (Lightpanda subprocess, etc.)
- All user-facing errors should be human-readable strings, not raw tracebacks
- Never use raw ANSI escape codes (
\033[36m) in CLI output — always use Rich markup ([cyan]) so Rich can render or strip them correctly depending on the terminal - Never use Rich
Tablefor CLI output — it pads all rows to the widest cell, adding trailing whitespace that looks bad. Useconsole.print()with manual alignment instead
Comment style
- Keep comments short and simple
- Use
#comments only - Comment intent, edge cases, and security decisions
- Do not write long comment blocks, ASCII diagrams, decorative separators, or noisy prose comments
Product standard
- Write secure code by default. Validate input, keep safe defaults, and avoid risky shortcuts
- Prioritize UX. Make the happy path smooth and make failure paths clear
Architecture
emb/
├── scrape.py # URL → markdown (trafilatura first, Lightpanda fallback)
├── crawl.py # BFS website crawler with sitemap support
├── search.py # Web search via DuckDuckGo (no API key)
├── map.py # URL discovery via sitemaps + page links
├── interact.py # Browser interaction via Lightpanda + LLM provider
├── agent.py # LLM-powered structured extraction
├── cli.py # Typer CLI + interactive session REPL
├── api.py # FastAPI REST server
├── mcp.py # FastMCP server for agent frameworks
├── _browser.py # Lightpanda auto-download, version pinning, SHA-256 verification
├── _http.py # Redirect-safe HTTP helpers that revalidate each hop
├── _url_validator.py # SSRF protection — blocks private/loopback/link-local IPs
└── types.py # Shared dataclasses (ScrapeResult, SearchResult, etc.)
tests/
├── test_core.py # Integration tests (scrape, search, crawl, map)
├── test_unit.py # Unit tests with mocked dependencies
├── test_api.py # FastAPI endpoint tests via TestClient
└── test_cli.py # CLI tests via Typer CliRunner
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.
- 2mo ago First seen · 117 lines · 1,804 tokens per session scan A fa0f69d79b57
ember AGENTS.md is an instructions file published in the GitHub repository andalabx/ember (10 stars, last pushed 3mo ago), licensed MIT. It adds 1,804 tokens to every session, about $0.0072 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 2026-08-31.
ember AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ember AGENTS.mdandalabx/ember | Instructions file | 10 | 3mo ago | MIT | A | 1,804 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| vscode ai-customization.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 1,907 | GitHub Copilot |