Borrowing it
Nothing to install: this file belongs to csml-rpi/Foam-Agent. 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/csml-rpi/Foam-Agent/main/AGENTS.mdgit clone --depth 1 https://github.com/csml-rpi/Foam-AgentWrote 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/csml-rpi/foam-agent/agents-md)<a href="https://agentmods.dev/instructions/csml-rpi/foam-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/csml-rpi/foam-agent/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/csml-rpi/foam-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/csml-rpi/foam-agent/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 | $0.01171 | $0.01171 |
| Opus 5.5 | $0.00468 | $0.00468 |
| Sonnet 5.5 | $0.00234 | $0.00234 |
| Haiku 4.5 | $0.00117 | $0.00117 |
Grade A, and why
Foam-Agent 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 3d 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 — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Working on Foam-Agent
Foam-Agent automates CFD simulation through LangGraph, OpenFOAM tutorial retrieval, and model-backed services. See README for setup, usage for configuration, and MCP for tool contracts.
Development Commands
conda env create -f environment.yml
conda activate FoamAgent
python -m pip install 'torch==2.5.1' --index-url https://download.pytorch.org/whl/cpu
python -m pip install -c constraints.txt -e '.[mesh]'
python scripts/doctor.py
python foambench_main.py --output ./output --prompt_path ./user_requirement.txt
pytest tests/ -v
foamagent-mcp --transport http --host 0.0.0.0 --port 7860
The Conda file bootstraps Python 3.12.9 and pip; application dependencies are installed from pyproject.toml using constraints.txt. Docker builds install CPU Torch and bundle the default embedding weights. Source the intended OpenFOAM runtime before local execution.
Code Map
| Location | Responsibility |
|---|---|
src/main.py, src/router_func.py |
Graph construction, initialization, and routing |
src/nodes/ |
Thin orchestration wrappers |
src/services/ |
Planning, file generation, meshing, execution, review, visualization, and case import |
src/config.py, src/openfoam_target.py |
Configuration and target/runtime/corpus contracts |
src/utils.py |
LLM clients, RAG, graph state, and shared file/process helpers |
src/models.py |
Import manifests and structured existing-case plans |
src/mcp/ |
Tool schemas, server, and shared startup logic |
src/translation/ |
Legacy Foundation-to-ESI compatibility |
database/<target>/ |
Target-specific raw tutorials and FAISS indices |
database/script/, scripts/ |
Corpus builders and verification tools |
examples/, docs/, tests/ |
Sample inputs, user guides, and automated regressions |
Generated-file models live in utils.py; planning/rewrite models are defined in their services. GraphState is the schema merged by LangGraph. Nodes may mutate nested Config objects, so do not assume state dictionaries are shared unchanged.
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.
- 3d ago Changed · +2 lines · +71 tokens per session b684d8c3b53f
- 6d ago Changed · -103 lines · -1,413 tokens per session 15c088323059
- 1mo ago Changed · +27 lines · +883 tokens per session 2895319193b3
- 2mo ago First seen · 134 lines · 1,630 tokens per session scan A 380e69ce8141
Foam-Agent AGENTS.md is an instructions file published in the GitHub repository csml-rpi/Foam-Agent (363 stars, last pushed 3d ago), licensed MIT. It adds 1,171 tokens to every session, about $0.0047 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.
Foam-Agent AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Foam-Agent AGENTS.mdcsml-rpi/Foam-Agent | Instructions file | 363 | 3d ago | MIT | A | 1,171 | 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 |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |