SQL Correctness
databricks-solutions/ai-dev-kit
SQL evaluation criteria for Databricks. An agent skill from databricks-solutions/ai-dev-kit.
Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks…
$ npx skills add aehrc/pathling --skill databricks-cli -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aehrc/pathling databricks-cli --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/databricks-cli .claude/skills/databricks-cli && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .claude/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cliType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aehrc/pathling --skill databricks-cli -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aehrc/pathling databricks-cli --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/databricks-cli .agents/skills/databricks-cli && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .agents/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill databricks-cli -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aehrc/pathling databricks-cli --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/databricks-cli .cursor/skills/databricks-cli && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .cursor/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aehrc/pathling.git --path .claude/skills/databricks-cli--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aehrc/pathling --skill databricks-cli -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aehrc/pathling databricks-cli --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/databricks-cli .gemini/skills/databricks-cli && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .gemini/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aehrc/pathling databricks-cliInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aehrc/pathling --skill databricks-cli -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/databricks-cli .github/skills/databricks-cli && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .github/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill databricks-cli -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aehrc/pathling databricks-cli --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/databricks-cli .opencode/skills/databricks-cli && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "databricks-cli" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/databricks-cli into .opencode/skills/databricks-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-cli", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
databricks-cliExpert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks…
Databricks CLI is an agent skill from aehrc/pathling. Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks resources. Use this skill when running databricks commands, managing Databricks infrastructure, deploying bundles, querying serving endpoints, managing Unity Catalog objects, or automating Databricks workflows. Trigger keywords include "databricks", "databricks cli", "dbfs", "unity catalog", "databricks bundle"…
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including reference files (for example `references/account.md`, `references/bundles.md` and `references/compute.md`).
It sits in Game Development, covering SQL. It works with Databricks and SQL. The repository describes itself as: Tools that make it easier to use FHIR and clinical terminology within data analytics, built on Apache Spark. The licence is Apache-2.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 56a3b4a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
databricksjqFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
accounts.cloud.databricks.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
DATABRICKS_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Databricks CLI loads about 2.1k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 157 tokens; SKILL.md has 567 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from aehrc/pathling at commit 56a3b4a, republished under its Apache-2.0 licence (© aehrc). 567 words, ~2,133 tokens.
.claude/skills/databricks-cli/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.Comprehensive reference for the Databricks CLI (v0.205+). Covers authentication, all command groups, flags, and common patterns.
databricks <command-group> [<command>] [<subcommand>] [args] [--flags]Get help at any level with -h or --help.
# Workspace-level
databricks auth login --host https://<workspace>.cloud.databricks.com
# Account-level
databricks auth login --host https://accounts.cloud.databricks.com --account-id <id>Saves credentials to ~/.databrickscfg as a named profile. Tokens auto-refresh and expire in under an hour.
Add to ~/.databrickscfg:
[my-sp-profile]
host = https://<workspace>.cloud.databricks.com
client_id = <service-principal-client-id>
client_secret = <service-principal-oauth-secret>DATABRICKS_HOST, DATABRICKS_TOKEN, etc.).databrickscfg profilesdatabricks auth profiles # List all profiles
databricks auth env -p PROD # Show profile settings
databricks auth token -p PROD # Show current token
databricks auth describe # Current auth config detailsUse -p <profile> or --profile <profile> on any command. Default profile is DEFAULT.
| Flag | Description |
|---|---|
--debug | Enable debug logging |
-h, --help | Display help |
-o, --output | Output format: text or json |
-p, --profile | Config profile from ~/.databrickscfg |
--log-file | Log output file path |
--log-format | text or json |
--log-level | Logging verbosity |
--progress-format | default, append, inplace, or json |
-t, --target | Bundle target |
Use --json with inline JSON or file reference:
# Inline (Linux/macOS)
databricks jobs create --json '{"name": "my-job", ...}'
# From file
databricks jobs create --json @job-config.jsonFilter JSON output with jq:
databricks clusters get <id> | jq -r .cluster_namedatabricks api get /api/2.0/clusters/list
databricks api post /api/2.0/clusters/create --json '{"cluster_name": "test", ...}'
databricks api post /api/2.0/clusters/edit --json @edit-cluster.jsonSupports: get, post, put, patch, delete, head.
For detailed subcommands, flags, and examples, see the reference files below.
Long-running operations (cluster start, job run) block by default. Use --no-wait to return immediately, --timeout to set a deadline:
databricks clusters start <id> --no-wait
databricks jobs run-now <job-id> --timeout 30mMost resource types support four permission commands:
databricks <resource> get-permission-levels <id>
databricks <resource> get-permissions <id>
databricks <resource> set-permissions <id> --json @perms.json
databricks <resource> update-permissions <id> --json @perms.jsonList commands with large result sets support pagination:
databricks jobs list --limit 10 --page-token <token>Set HTTPS_PROXY environment variable to route requests through a proxy.
© aehrc, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 9 other files (references) in .claude/skills/databricks-cli of aehrc/pathling.
Open the folder on GitHubat commit 56a3b4a
Databricks CLI next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Databricks CLI this skillaehrc/pathling | 137 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| SQL Correctnessdatabricks-solutions/ai-dev-kit | 1.9k | — | ~438 | Automated safety check: Pass | Custom licence | |
| Databricksrocky-data/rocky | 304 | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Optimizing Databricks SQLAltimateAI/data-engineering-skills | 127 | — | ~6.7k | Automated safety check: Pass | MIT | |
| Databricks Coredatabricks/databricks-agent-skills | 345 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Databricks Dbsqldatabricks/databricks-agent-skills | 345 | 1 repos | ~2.8k | Automated safety check: Pass | Custom licence |
databricks-solutions/ai-dev-kit
SQL evaluation criteria for Databricks. An agent skill from databricks-solutions/ai-dev-kit.
rocky-data/rocky
Databricks REST API and SQL reference for Rocky's warehouse adapter.
AltimateAI/data-engineering-skills
Analyze DBSQL queries, including SQL embedded in notebooks (spark.sql(...), %sql cells), for anti-patterns, lint issues, and performance problems, using Databricks-specific dialect and platform…
databricks/databricks-agent-skills
Databricks CLI operations and the parent/entry-point skill for Databricks CLI use: authentication, profile selection, and bundles.
databricks/databricks-agent-skills
Databricks SQL (DBSQL) advanced features and SQL warehouse capabilities.
mendixlabs/mxcli
Push OData query options into the SQL of a Mendix resource served by a read microflow, so $filter, $orderby, $top, $skip, $count and the key lookup reach the database instead of being silently…
aehrc/pathling
Expert guidance for implementing FHIR RESTful API servers and clients following the HL7 FHIR specification.
aehrc/pathling
Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification.
aehrc/pathling
FHIR RESTful search specification expert with access to the official HL7 search specification text and the formal SearchParameter registry.
aehrc/pathling
Design and generate comprehensive FHIRPath test suites using input domain partitioning and Pathling's DSL test framework.
aehrc/pathling
Expert guidance for implementing FHIR servers using HAPI FHIR Plain Server framework.
aehrc/pathling
Expert guidance for writing end-to-end tests with Playwright Test framework.
Works with
Categories
Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks…. Databricks CLI is an agent skill from aehrc/pathling. Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks resources.
Databricks CLI fits situations like: running databricks commands; managing Databricks infrastructure; deploying bundles; querying serving endpoints.
Run `npx skills add aehrc/pathling --skill databricks-cli -a claude-code`. Or copy the skill folder (.claude/skills/databricks-cli in aehrc/pathling) into .claude/skills/databricks-cli in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aehrc/pathling --skill databricks-cli -a codex`. Or copy the skill folder (.claude/skills/databricks-cli in aehrc/pathling) into .agents/skills/databricks-cli in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aehrc/pathling --skill databricks-cli -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/databricks-cli, .gemini/skills/databricks-cli, .github/skills/databricks-cli and .opencode/skills/databricks-cli in your project.
Going by SKILL.md and its folder, Databricks CLI needs the command-line tools its instructions call (databricks and jq) and credentials named DATABRICKS_TOKEN. Our summary lists: A credential in DATABRICKS_TOKEN.
SKILL.md names 1 domain. In commands or code: accounts.cloud.databricks.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Databricks CLI is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 12k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Databricks CLI: SQL Correctness (databricks-solutions/ai-dev-kit, 1.9k stars), Databricks (rocky-data/rocky, 304 stars), Optimizing Databricks SQL (AltimateAI/data-engineering-skills, 127 stars) and Databricks Core (databricks/databricks-agent-skills, 345 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aehrc (a GitHub organization) maintains it in aehrc/pathling, which has 137 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on October 7, 2026.
Source: aehrc/pathling on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.