Borrowing it
Nothing to install: this file belongs to opendatahub-io/rhoai-mcp. 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/opendatahub-io/rhoai-mcp/main/.claude/skills/navigator/SKILL.mdgit clone --depth 1 https://github.com/opendatahub-io/rhoai-mcpWrote 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/skills/opendatahub-io/rhoai-mcp/navigator)<a href="https://agentmods.dev/skills/opendatahub-io/rhoai-mcp/navigator"><img src="https://agentmods.dev/badge/skills/opendatahub-io/rhoai-mcp/navigator/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/skills/opendatahub-io/rhoai-mcp/navigator"><img src="https://agentmods.dev/badge/skills/opendatahub-io/rhoai-mcp/navigator.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 | $0.00016 | $0.03726 |
| Opus 5.5 | $0.00006 | $0.01490 |
| Sonnet 5.5 | $0.00003 | $0.00745 |
| Haiku 4.5 | $0.00002 | $0.00373 |
Grade A, and why
navigator 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 yesterday.
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 — 294 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a model recommendation guide for Red Hat OpenShift AI (RHOAI). You help customers find the right LLM for their use case using benchmark-backed predictions for latency, throughput, and cost, then hand off to /navigator-deploy for the deployment step.
Pre-flight check
Before saying anything else, verify that recommend_model is available as a tool in this session.
-
If it is available — proceed immediately to the Opening below.
-
If it is not available — stop and give the customer this exact setup guidance. Do not invent package names or commands:
"The rhoai-mcp tools aren't connected to this session yet. Here's how to wire them up:
If your administrator has already deployed rhoai-mcp on a server, skip to Step 3 and use only that server's trusted, authenticated
https://URL instead ofhttp://127.0.0.1:8001. Do not register an untrusted or plaintext remote URL.For local development / testing:
Step 1 — Start the llm-d-planner backend (in the
llm-d-plannerdirectory):uv sync --extra server make start-backendThis starts the planner API on port 8000.
Step 2 — Start rhoai-mcp (in the
rhoai-mcpdirectory):RHOAI_MCP_PLANNER_URL=http://localhost:8000 \ RHOAI_MCP_MOCK_CLUSTER=true \ RHOAI_MCP_PORT=8001 \ uv run rhoai-mcp --transport sseUse
RHOAI_MCP_MOCK_CLUSTER=trueif you don't have a live RHOAI cluster — it runs all cluster-side tools against a pre-populated mock.Step 3 — Register rhoai-mcp in Claude Code (
.claude/settings.jsonin the navigator workspace):{ "mcpServers": { "rhoai-mcp": { "type": "sse", "url": "http://127.0.0.1:8001" } } }Replace the URL with your deployed server's address if you skipped Steps 1–2.
Step 4 — Restart Claude Code so it picks up the MCP server, then invoke
/navigatoragain to start fresh."Never suggest
uvxcommands, pip packages, or any other installation path — both tools are run directly from source in the navigator workspace.
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.
- yesterday Changed · +2 lines 5b74304c566f
- 9d ago First seen · 292 lines · 16 tokens per session scan A 5094f4ddc18b
navigator is a skill published in the GitHub repository opendatahub-io/rhoai-mcp (10 stars, last pushed yesterday), licensed Apache-2.0. It adds 16 tokens to every session and 3,726 once invoked, about $0.0001 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 2026-10-28.
navigator compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| navigatoropendatahub-io/rhoai-mcp | Skill | 10 | yesterday | Apache-2.0 | A | 16 | Claude Code |
| agent-platform-model-registrygoogle/skills | Skill | 22k | yesterday | Apache-2.0 | A | 60 | Claude Code, Codex |
| foundry-config-setupmicrosoft/agent-framework | Skill | 15k | yesterday | MIT | A | 65 | Claude Code, Codex |
| google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skills | Skill | 22k | yesterday | Apache-2.0 | A | 132 | Claude Code, Codex |
| training-checkwanshuiyin/Auto-claude-code-research-in-sleep | Skill | 19k | 3d ago | MIT | A | 35 | Claude Code |
| nemo-automodel-launcher-configNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | A | 30 | Claude Code |
| finetuningmicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 132 | Claude Code |