Borrowing it
Nothing to install: this file belongs to gpt-cmdr/ras-commander. 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/gpt-cmdr/ras-commander/main/.claude/agents/README.mdgit clone --depth 1 https://github.com/gpt-cmdr/ras-commanderWrote 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/agents/gpt-cmdr/ras-commander/readme)<a href="https://agentmods.dev/agents/gpt-cmdr/ras-commander/readme"><img src="https://agentmods.dev/badge/agents/gpt-cmdr/ras-commander/readme/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/agents/gpt-cmdr/ras-commander/readme"><img src="https://agentmods.dev/badge/agents/gpt-cmdr/ras-commander/readme.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 | $0.00000 | $0.00581 |
| Opus 5.5 | $0.00000 | $0.00232 |
| Sonnet 5.5 | $0.00000 | $0.00116 |
| Haiku 4.5 | $0.00000 | $0.00058 |
Grade A, and why
README 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 25d 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 — 50 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Claude agent adapters
This directory contains Claude-native delegation roles. Shared workflow contracts live in the
AGENTS.md hierarchy and approved shared skills. Codex uses those contracts and its native worker
mechanisms; it does not assume these Claude agent definitions are automatically registered.
Entry points
| Role | Canonical workflow | Purpose |
|---|---|---|
| ras-commander | RAS Commander skill | “Just Ask for RAS Commander” task intake and routing |
| cloud-native-gis | Cloud Native GIS skill | RAS/HMS GIS/archive/export using current package contracts |
HMS intake lives in the HMS repository's shared hms-commander skill. Cross-model tasks load that
repository's actual guidance when available; the RAS entry point does not duplicate HMS policy.
Discover specialists
Use .claude/MANIFEST.md for the component registry and relationships. Read the selected role's definition and the applicable shared contract. Do not infer available tools or supported APIs from a historical example or a model-name category.
Specialists include project inspection, results/HDF analysis, geometry, precipitation, USGS, remote execution, QA, API discovery, documentation, and knowledge maintenance. Load only the roles needed for the task. Existing specialists are not all migrated thin adapters; audit their references and tool declarations when maintaining them.
Delegate bounded work
Give a worker a focused question, authorized project root, versions, allowed operations, relevant shared guidance, and expected evidence/artifacts. Assign exclusive files for concurrent edits and preserve others' work. Use the configured model appropriate to the task; this directory imposes no universal model hierarchy, cost ratio, or automatic provider escalation.
RAS/HMS project MCP tools belong only to bounded read-only informational subagents with non-spatial/non-gridded outputs. The main coordinator receives a concise answer with provenance, limits, and blockers. Heavy or modifying workflows use the full Python libraries. If subagent MCP tool exposure is unavailable, follow the shared workflow's Python handoff or report the limitation.
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.
- 25d ago Changed · -343 lines 34d1f0332419
- 1mo ago First seen · 393 lines · 0 tokens per session scan A 6c572b295e8c
README is an agent published in the GitHub repository gpt-cmdr/ras-commander (88 stars, last pushed today), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 581 tokens. 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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