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 calvinchengx/data-agent-service --skill om-context-nativegit clone --depth 1 https://github.com/calvinchengx/data-agent-serviceWrote 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/calvinchengx/data-agent-service/om-context-native)<a href="https://agentmods.dev/skills/calvinchengx/data-agent-service/om-context-native"><img src="https://agentmods.dev/badge/skills/calvinchengx/data-agent-service/om-context-native/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/calvinchengx/data-agent-service/om-context-native"><img src="https://agentmods.dev/badge/skills/calvinchengx/data-agent-service/om-context-native.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 | $0.00017 | $0.00244 |
| Opus 5.5 | $0.00007 | $0.00098 |
| Sonnet 5.5 | $0.00003 | $0.00049 |
| Haiku 4.5 | $0.00002 | $0.00024 |
Grade A, and why
om-context-native 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
Loaded when DAS_OM_CONTEXT_MODE=native and the catalog exposes find_context / get_asset_context. These replace steps 1–3 of om-grounded-sql; steps 4–6 and the abstention rules are unchanged.
- Call
find_contextonce with the question's business terms together, not one term at a time. It returns glossary terms, metrics, and candidate assets already related to each other. - Call
get_asset_contexton each asset you intend to query; it returns the table with its column descriptions, tags, keys, and linked terms in one payload. Still call the warehouse'sdescribe_table— the catalog describes meaning, the executor describes what is physically there, and the two can disagree (say so if they do). - A metric's
expressionis still the definition; the assembled context does not change that. - If
find_contextreturns nothing relevant, fall back tosearch_metadataper term before abstaining, and name both attempts in the abstention.
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 First seen · 13 lines · 17 tokens per session scan A a0e2121eb588
om-context-native is a skill published in the GitHub repository calvinchengx/data-agent-service (0 stars, last pushed today), licensed Apache-2.0. It adds 17 tokens to every session and 244 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 2026-08-31.
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