Borrowing it
Nothing to install: this file belongs to Extelligence-ai/bagel. 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/Extelligence-ai/bagel/main/AGENTS.mdgit clone --depth 1 https://github.com/Extelligence-ai/bagelWrote 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/extelligence-ai/bagel/agents-md)<a href="https://agentmods.dev/instructions/extelligence-ai/bagel/agents-md"><img src="https://agentmods.dev/badge/instructions/extelligence-ai/bagel/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/extelligence-ai/bagel/agents-md"><img src="https://agentmods.dev/badge/instructions/extelligence-ai/bagel/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 | $0.01596 | $0.01596 |
| Opus 5.5 | $0.00638 | $0.00638 |
| Sonnet 5.5 | $0.00319 | $0.00319 |
| Haiku 4.5 | $0.00160 | $0.00160 |
Grade A, and why
bagel 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 18d 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 — 94 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Bagel for agents
Instructions for AI agents asked to set up, use, or develop Bagel.
Set up Bagel for a user
Two paths. The data decides:
- No Docker (pip / uvx) for recorded data: ROS 1
.bagand ROS 2.db3/.mcapbags (therosextra, pure Python), flight logs (PX4, ArduPilot, Betaflight), CAN / MDF4, CSV / JSON / Parquet, and ROS text logs. Needs uv on PATH; the MCP client launches the server over stdio, so nothing runs in the background. Claude Code:claude mcp add bagel -- uvx bagel-mcp --transport stdio. Other clients:{"command": "uvx", "args": ["bagel-mcp", "--transport", "stdio"]}. Add format extras withuvx --from "bagel-mcp[ros,px4]" bagel-mcp --transport stdio(ros,px4,ardupilot,betaflight,automotive,iot,viz,upload,cloudini; MCAP and CSV need none). Live rosbridge or a fleet/edge deployment needs the Docker path; without therosextra a.db3or.bagfile gets an error naming the extra and the image. - Docker for everything else, and for every ROS distro-specific setup:
- Requires Docker. Pick the service matching their stack (see the table in
README Quickstart):
ros2-kilted,ros2-jazzy,ros2-jazzy-jev,ros2-iron,ros2-humble,ros1-noetic,ros1-noetic-cv,px4,ardupilot,betaflight, oriot. - Start it:
docker compose run --service-ports <service>and wait forUvicorn running on http://0.0.0.0:8000.- Port 8000 taken?
MCP_SERVER_PORT=8100 docker compose run --service-ports <service>and use 8100 below.
- Port 8000 taken?
- Connect the MCP client to
http://localhost:8000/sse(SSE transport). Claude Code:claude mcp add --transport sse bagel http://localhost:8000/sse - Verify with a smoke test on bundled data: "Summarize the metadata of the ROS2 bag ./data/sample/ros2/mcap".
- To analyze the user's own files, mount them: uncomment
volumesunder the chosen service incompose.yamlbefore starting.
Use Bagel well
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.
- 18d ago Changed · +27 lines · +551 tokens per session ba3d18d67577
- 29d ago Changed · +17 lines · +332 tokens per session e641bc2cee19
- 1mo ago Changed · +5 lines · +111 tokens per session 5c9b747369d2
- 1mo ago Changed · +1 tokens per session a49a5ddb5809
- 1mo ago First seen · 45 lines · 601 tokens per session scan A 25e8740d1e58
bagel AGENTS.md is an instructions file published in the GitHub repository Extelligence-ai/bagel (400 stars, last pushed 8d ago), licensed Apache-2.0. It adds 1,596 tokens to every session, about $0.0064 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.
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).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.