Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add looker-open-source/looker-skills --skill lookml-refinementsgit clone --depth 1 https://github.com/looker-open-source/looker-skillsWrote 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/looker-open-source/looker-skills/lookml-refinements)<a href="https://agentmods.dev/skills/looker-open-source/looker-skills/lookml-refinements"><img src="https://agentmods.dev/badge/skills/looker-open-source/looker-skills/lookml-refinements/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/looker-open-source/looker-skills/lookml-refinements"><img src="https://agentmods.dev/badge/skills/looker-open-source/looker-skills/lookml-refinements.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00034 | $0.01041 |
| Opus 5 | $0.00017 | $0.00521 |
| Sonnet 5 | $0.00007 | $0.00208 |
| Haiku 4.5 | $0.00003 | $0.00104 |
Grade A, and why
lookml-refinements 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 11d 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 — 118 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Instructions
1. Includes Mechanism
include makes Open LookML objects (views, explores, dashboards) available in the current file.
-
Wildcards (
*): Matches any string./views/*.view: All views in the absolute/viewsdirectory.*.view: All views in the current directory./**/*.view: (Recursive) All views in the current directory and any subdirectory.//project-name/views/*.view: Remote project import (Requires project manifest).
-
Best Practice: Be specific to avoid namespace collisions and performance bloat.
- BAD:
include: "/**/*.view"(Imports everything, everywhere. Slow and risky). - GOOD:
include: "/views/users.view"(Explicit). - GOOD:
include: "/views/finance/*.view"(Scoped to a domain).
- BAD:
2. Refinements (Layering)
Refinements allow you to modify an existing view or explore without changing the original file. This is crucial for:
- Hub & Spoke: Adapting a core "Hub" model for specific "Spoke" use cases.
- Vendor Blocks: Customizing read-only blocks (e.g., Google Analytics) without forking.
Syntax
- Original:
view: users { ... } - Refinement:
view: +users { ... } - Requirement: You MUST
includethe original file before finding it.
Rules of Engagement
- Last Include Wins: If multiple files refine
+users, the order ofincludedetermines the final state. - Additive: New parameters are added.
- Override: Existing parameters are replaced.
- Exception: list parameters (like
drill_fields) are often replaced, not merged, depending on the implementation. Explicitly restating the list is safer.
- Exception: list parameters (like
- Field Modification:
- To modify a field, re-declare it with the exact same name.
- You only need to specify the parameters you want to change (e.g., adding
descriptionorlabel).
3. The "One Explore Per File" Pattern
For maintainable, enterprise-scale LookML, follow the One Explore Per File pattern using .explore.lkml files.
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.
- 11d ago First seen · 118 lines · 34 tokens per session scan A 9f606e318a0c
lookml-refinements is a skill published in the GitHub repository looker-open-source/looker-skills (28 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 34 tokens to every session and 1,041 once invoked, about $0.0002 per session on Opus 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.
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