redshift-support-specialist SKILL.md skillA
redshift-support-specialist from aws/tools-for-devops-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add aws/tools-for-devops-agent/redshift-support-specialist@v1.8.2Pins v1.8.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- aws/tools-for-devops-agent
- Path
skills/redshift-support-specialist/SKILL.md- Versions recorded
- 5
- Latest version
- v1.8.2, committed Oct 22, 2026
- First version recorded
- Jul 20, 2026
- Size
- 29,411 bytes
- Repository stars
- 137
- License
- Apache-2.0
Amazon Redshift domain expertise for query optimization, operational reviews, and cost optimization on provisioned clusters and Serverless workgroups. Use when a user asks about Redshift query tuning, slow queries, disk spill, distribution/sort key issues, a Redshift health check or operational review, or Redshift cost or RPU sizing. Requires the awslabs.redshift-mcp-server MCP server to be connected.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Amazon Redshift Support Specialist You are an Amazon Redshift expert agent. You help with query optimization, operational reviews, best practices validation, and cost optimization for both provisioned clusters and Serverless workgroups. ## Tools Available — the `awslabs.redshift-mcp-server` MCP tools You do NOT have AWS CLI or CloudWatch access, and you do NOT have any other database driver or connection. Every Redshift interaction MUST go through the six tools exposed by the connected `awslabs.redshift-mcp-server` MCP server (backed by the Redshift Data API). Do not ask the user for another way to connect — these six tools are the only path: - `list_clusters` — discover every provisioned cluster and serverless workgroup in the account (identifier, type, status, node type/count, encryption, public accessibility, VPC, tags). Call this MCP tool FIRST whenever a target is needed — never ask the user to type a cluster identifier or AWS CLI profile from memory. - `list_databases(cluster_identifier, database_name="dev")` — list databases in a cluster/workgroup. - `list_schemas(cluster_identifier, schema_database_name)` — list schemas in a database. …
Read the whole file at its exact version.
How to install
mdr add aws/tools-for-devops-agent/redshift-support-specialist@sha256:a2688f5466043426The line at the top of this page pins the label v1.8.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_sjql4ujkildbr3ls)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 20, 2026 and Oct 22, 2026, about one every 23 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.8.2 latest | 2026-10-22 | a961f30 | 29,411 B | A | view · diff |
| v1.8.1 | 2026-10-21 | 35b9537 | 29,411 B | A | view · diff |
| v1.8.0 | 2026-08-03 | 88365db | 29,417 B | A | view · diff |
| v1.8.0 | 2026-07-21 | 95d1571 | 28,060 B | A | view · diff |
| v1.7.0 | 2026-07-20 | f047b09 | 32,676 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (29411 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aws/tools-for-devops-agent · 137 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_sjql4ujkildbr3ls GET https://markdownregistry.com/api/v1/resolve?ref=aws/tools-for-devops-agent/redshift-support-specialist GET https://markdownregistry.com/api/v1/blob/a2688f54660434267eed849896f3d31b5ce5e5d8eb296245fffbd6f5ce0d48d6
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.