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 orchestra-hq/orchestra-skills --skill dbt-core-airflow-to-orchestragit clone --depth 1 https://github.com/orchestra-hq/orchestra-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/orchestra-hq/orchestra-skills/dbt-core-airflow-to-orchestra)<a href="https://agentmods.dev/skills/orchestra-hq/orchestra-skills/dbt-core-airflow-to-orchestra"><img src="https://agentmods.dev/badge/skills/orchestra-hq/orchestra-skills/dbt-core-airflow-to-orchestra/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/orchestra-hq/orchestra-skills/dbt-core-airflow-to-orchestra"><img src="https://agentmods.dev/badge/skills/orchestra-hq/orchestra-skills/dbt-core-airflow-to-orchestra.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 | $0.00137 | $0.03508 |
| Opus 5.5 | $0.00055 | $0.01403 |
| Sonnet 5.5 | $0.00027 | $0.00702 |
| Haiku 4.5 | $0.00014 | $0.00351 |
Grade A, and why
dbt-core-airflow-to-orchestra 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 7d 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 — 206 lines — stays where its author put it; the contents beside it link to each section on GitHub.
dbt Core: Airflow → Orchestra Conversion
Overview
In Airflow, dbt Core is typically run via:
BashOperatorexecutingdbt run/dbt build/ etc.SSHOperatorSSH-ing into a remote server that runsdbt run/dbt build/ etc.KubernetesPodOperatorrunning a dbt Docker image- Astronomer Cosmos (
DbtTaskGroup,DbtRunOperator, etc.)
In Orchestra, dbt Core is a first-class integration. A single Execute task under DBT_CORE replaces one or more Airflow tasks. Orchestra pulls the dbt project from a connected Git repository and runs the commands you specify.
This applies no matter which operator wrapped the dbt call in Airflow. If the task body is a dbt CLI command (dbt run, dbt build, dbt test, dbt seed, dbt snapshot), convert it to DBT_CORE_EXECUTE — even if it arrived via SSHOperator against a remote dbt server. Don't fall back to a literal LINUX_SSH translation (see airflow-bash-ssh-to-orchestra) just because the source operator happens to be SSH-based; the SSH-server detail is an Airflow deployment artifact, not something to preserve. Point the converted task at an Orchestra dbt Core connection (Git repo + warehouse credentials) instead of the SSH connection.
Parameter Mapping
BashOperator with dbt CLI
| Airflow / shell concept | Orchestra YAML field | Notes |
|---|---|---|
bash_command (the dbt command string) |
parameters.commands |
Semicolon-separated list of dbt CLI commands |
| Python version in environment | parameters.python_version |
e.g. '3.12' |
| pip / poetry / uv | parameters.package_manager |
PIP, POETRY, or UV — infer from visible project files (poetry.lock/pyproject.toml → POETRY, uv.lock → UV, requirements.txt/Pipfile → PIP) or explicit invocations (poetry run dbt ..., uv run dbt ...). If none of that is visible, don't silently guess PIP — see Gotchas |
| Git repo + branch (where dbt project lives) | connection: |
Orchestra dbt Core connection (stores Git repo URL + credentials) |
--project-dir |
parameters.project_dir |
Subdirectory within the repo where dbt_project.yml lives — a real task parameter, not connection config. Leave null if the project is at the repo root; set it for monorepos (e.g. dbt/ or analytics/dbt_project) |
--profiles-dir / profiles.yml |
Configured on Orchestra connection | Set the warehouse connection on the dbt Core connection in Orchestra |
--select / --exclude |
Include in parameters.commands |
e.g. dbt build --select models/marts |
--target |
Include in command or set on connection | e.g. dbt run --target prod |
task_id |
name: |
Human-readable task name |
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.
- 7d ago Changed · +1 lines 941b86bec83c
- 25d ago Changed · +24 lines 9a6a9ed1ea07
- 2mo ago First seen · 181 lines · 137 tokens per session scan A 4c49951e2f55
dbt-core-airflow-to-orchestra is a skill published in the GitHub repository orchestra-hq/orchestra-skills (9 stars, last pushed yesterday), licensed MIT. It adds 137 tokens to every session and 3,508 once invoked, about $0.0005 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.
dbt-core-airflow-to-orchestra compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| dbt-core-airflow-to-orchestraorchestra-hq/orchestra-skills | Skill | 9 | yesterday | MIT | A | 137 | Claude Code |
| embeddingsruvnet/ruflo | Skill | 81k | yesterday | MIT | A | 62 | Claude Code |
| rag-pineconedavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 65 | Claude Code, Codex |
| data-engineerdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 35 | Claude Code, Codex |
| similarity-search-patternsforyourhealth111-pixel/Vibe-Skills | Skill | 3.8k | 3d ago | Apache-2.0 | A | 30 | Claude Code, Codex |
| ingesting-into-data-lakeaws/agent-toolkit-for-aws | Skill | 3.4k | yesterday | Apache-2.0 | A | 228 | Claude Code |
| graphjin-envdosco/graphjin | Skill | 3.2k | 5d ago | Apache-2.0 | A | 61 | Claude Code, Codex |