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 sfc-gh-dflippo/snowflake-dbt-demo --skill redshift-connectiongit clone --depth 1 https://github.com/sfc-gh-dflippo/snowflake-dbt-demoWrote 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/sfc-gh-dflippo/snowflake-dbt-demo/redshift-connection)<a href="https://agentmods.dev/skills/sfc-gh-dflippo/snowflake-dbt-demo/redshift-connection"><img src="https://agentmods.dev/badge/skills/sfc-gh-dflippo/snowflake-dbt-demo/redshift-connection/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/sfc-gh-dflippo/snowflake-dbt-demo/redshift-connection"><img src="https://agentmods.dev/badge/skills/sfc-gh-dflippo/snowflake-dbt-demo/redshift-connection.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 | $0.00044 | $0.01600 |
| Opus 5 | $0.00022 | $0.00800 |
| Sonnet 5 | $0.00009 | $0.00320 |
| Haiku 4.5 | $0.00004 | $0.00160 |
Grade A, and why
redshift-connection 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 2d 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 — 175 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Redshift Connection Skill
On Entry
Tell the user:
Setting up Redshift connection — I'll configure and test a connection to your source Redshift cluster. I'll need some connection details from you shortly.
Prerequisites
- Network access to the Redshift cluster or serverless endpoint
- For IAM auth: AWS credentials (access key ID + secret access key)
- For standard auth: Redshift username and password
- The
scaiCLI installed and available
Required Connection Details
IAM Provisioned Cluster (Recommended)
| Parameter | Required | Description |
|---|---|---|
-c, --connection |
Yes | Friendly name for this connection |
--auth |
Yes | iam-provisioned-cluster |
--cluster-id |
Yes | Redshift cluster identifier |
--database |
Yes | Database name to connect to |
--region |
Yes | AWS region (e.g., us-west-2) |
--user |
Yes | Redshift database user |
--access-key-id |
Yes | AWS Access Key ID |
--secret-access-key |
Yes | AWS Secret Access Key |
IAM Serverless
| Parameter | Required | Description |
|---|---|---|
-c, --connection |
Yes | Friendly name for this connection |
--auth |
Yes | iam-serverless |
--workgroup |
Yes | Redshift Serverless workgroup name |
--database |
Yes | Database name to connect to |
--region |
Yes | AWS region (e.g., us-west-2) |
--access-key-id |
Yes | AWS Access Key ID |
--secret-access-key |
Yes | AWS Secret Access Key |
Standard Auth
| Parameter | Required | Description |
|---|---|---|
-c, --connection |
Yes | Friendly name for this connection |
--auth |
Yes | standard |
--host |
Yes | Redshift endpoint hostname |
--port |
No | Port number (default: 5439) |
--database |
Yes | Database name to connect to |
--user |
Yes | Redshift username |
--password |
Yes | Redshift password |
Workflow
Step 1: Ask How to Provide Credentials
Ask the user:
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 2d ago First seen · 175 lines · 0 tokens per session scan A 7e097c6281b5
redshift-connection is a skill published in the GitHub repository sfc-gh-dflippo/snowflake-dbt-demo (33 stars, last pushed 3d ago), licensed Apache-2.0. It adds 44 tokens to every session and 1,600 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 2026-09-10.
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