Borrowing it
Nothing to install: this file belongs to ssasuoirafen/airflow-mcp-server. 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/ssasuoirafen/airflow-mcp-server/main/AGENTS.mdgit clone --depth 1 https://github.com/ssasuoirafen/airflow-mcp-serverWrote 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/ssasuoirafen/airflow-mcp-server/agents-md)<a href="https://agentmods.dev/instructions/ssasuoirafen/airflow-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/ssasuoirafen/airflow-mcp-server/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/ssasuoirafen/airflow-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/ssasuoirafen/airflow-mcp-server/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 | $0.00408 | $0.00408 |
| Opus 5.5 | $0.00163 | $0.00163 |
| Sonnet 5.5 | $0.00082 | $0.00082 |
| Haiku 4.5 | $0.00041 | $0.00041 |
Grade A, and why
airflow-mcp-server 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 1mo 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.
What it actually says
airflow-mcp-server
- MCP server exposing a curated set of Apache Airflow 2 tools over the stable REST API (
/api/v1). Airflow 3 is deliberately out of scope; seeREADME.mdfor the current tool list. - Public repository under github.com/ssasuoirafen. Nothing from an employer may appear here: no internal hostnames, DAG names, data, screenshots or credentials, in code, tests, fixtures or commit messages.
- Everything is English: code, documentation, commits, PR descriptions, issues.
- It runs as a local stdio server and each user supplies their own Airflow credentials, which keeps Airflow RBAC intact. Keep that model: no shared service account, no bundled credentials, no hosted mode.
- Layout: one module per tool group under
src/airflow_mcp_server/tools/, HTTP inclient.py, settings inconfig.py, error mapping inerrors.py. A new tool goes into the matching tools module, not intoserver.py. - Write tools must stay refusable through
AIRFLOW_MCP_READ_ONLY=true. A new write tool honors that flag and ships with a test asserting the refusal. uv sync, thenuv run pytest -q. End-to-end tests hit a real Airflow and are deselected by the pytest addopts, so run them deliberately when they matter.- Releases are consumed as
uvx --from git+https://[email protected], so the git tag and the version inpyproject.tomlmust agree. CI enforces this on tags; bump the version in the same change that gets tagged. .envis ignored and points at a local Airflow..env.exampleis the tracked template and carries no real values..python-versionpins 3.14 and is tracked on purpose, whilepyproject.tomlstill supports 3.11 and up. Changing either floor means changing both deliberately.
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.
- 1mo ago Changed fc0a42bf3651
- 1mo ago First seen · 13 lines · 408 tokens per session scan A 15838c94d85b
airflow-mcp-server AGENTS.md is an instructions file published in the GitHub repository ssasuoirafen/airflow-mcp-server (0 stars, last pushed 1mo ago), licensed MIT. It adds 408 tokens to every session, about $0.0016 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 2026-09-21.
airflow-mcp-server AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| airflow-mcp-server AGENTS.mdssasuoirafen/airflow-mcp-server | Instructions file | 0 | 1mo ago | MIT | A | 408 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,685 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |