Agent skill

Databricks Bundle Medic

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Fix the deploy-time foot-guns of Databricks Asset Bundles (DAB) and the infrastructure operations around them: the bundle-bind gap for UC catalogs and external locations, the "unexpected EOF reading…

MITAuto-check passedDevOps & Cloud

Install Databricks Bundle Medic

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill databricks-bundle-medic -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace databricks-bundle-medic --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/databricks-bundle-medic .claude/skills/databricks-bundle-medic && rm -rf skills-src

Use ~/.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/

Facts

Skill name
databricks-bundle-medic
GitHub stars
2.8k
Token cost
~3.1k tokens
SKILL.md length
1,185 words
Files
17 (incl. scripts, references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Fix the deploy-time foot-guns of Databricks Asset Bundles (DAB) and the infrastructure operations around them: the bundle-bind gap for UC catalogs and external locations, the "unexpected EOF reading…

  • Works in 5 steps: A bundle deploy that fails on state (D5) → First deploy fails "does not have CREATE… → A UC resource that will not bind (D4) → …
  • A databricks bundle deploy fails
  • SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 3 more sections
  • Runs Python scripts from its folder; calls databricks, python3 and bundle

What it does

Databricks Bundle Medic is an agent skill from jeremylongshore/tons-of-skills-marketplace. Fix the deploy-time foot-guns of Databricks Asset Bundles (DAB) and the infrastructure operations around them: the bundle-bind gap for UC catalogs and external locations, the "unexpected EOF reading terraform.tfstate" redeploy failure, the schema-GRANT-ordering bug that fails the first deploy, customer-managed-key (CMK) rotation that requires draining the whole workspace, and the PrivateLink cost leak where S3/STS/Kinesis still traverse the NAT. Includes a PreToolUse hook that backs up and validates the bundle's…

Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 21 other files, including scripts and reference files (for example `commands/audit-bundle-network.md`, `commands/recover-bundle-state.md` and `commands/rotate-cmk.md`). Compatibility notes: Designed for Claude Code

It sits in DevOps & Cloud, covering Infrastructure as code and File uploads and storage. It works with Databricks and Terraform. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • A databricks bundle deploy fails
  • Before rotating a CMK
  • A UC resource cannot be bound to a bundle
  • Auditing PrivateLink networking cost

Example prompts

  • “unexpected EOF reading terraform.tfstate”
  • “bundle deploy failed”
  • “unexpected EOF terraform.tfstate”
  • “/databricks-bundle-medic”

Requirements

  • Python 3
  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(databricks:*), Bash(terraform:*), Bash(jq:*), Bash(python3:*), Bash(bash:*), Glob, mcp__databricks-workspace-mcp__external_locations_list, mcp__databricks-workspace-mcp__storage_credentials_list

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. A bundle deploy that fails on state (D5)
  2. First deploy fails "does not have CREATE TABLE on Schema" (D6)
  3. A UC resource that will not bind (D4)
  4. Rotate a customer-managed key (D8)
  5. Audit the PrivateLink cost leak (D9)

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash(databricks:*)
    • Bash(terraform:*)
    • Bash(jq:*)
    • Bash(python3:*)
    • Bash(bash:*)
    • Glob
    • mcp__databricks-workspace-mcp__external_locations_list

    …and 1 more on the same allowed-tools line.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python, from the files we listed), which the agent can run.

    Shell commands in SKILL.md call:

    • databricks
    • python3
    • bundle

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • docs.databricks.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Databricks Bundle Medic loads about 3.1k tokens when it runs, and up to ~18k if it reads all its reference files. Until then it costs about 260 tokens; SKILL.md has 1,185 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~260
When it runs · the whole SKILL.md, loaded when a task matches
~3.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~18k

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.

Safety

Auto-check passed

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); the scripts in this folder are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 1,185 words, ~3,137 tokens.

Download SKILL.mdSave it as .claude/skills/databricks-bundle-medic/SKILL.md (or your agent's skills folder). This skill also uses 16 other files; get the full folder from GitHub.
name
databricks-bundle-medic
description
Fix the deploy-time foot-guns of Databricks Asset Bundles (DAB) and the infrastructure operations around them: the bundle-bind gap for UC catalogs and external locations, the "unexpected EOF reading terraform.tfstate" redeploy failure, the schema-GRANT-ordering bug that fails the first deploy, customer-managed-key (CMK) rotation that requires draining the whole workspace, and the PrivateLink cost leak where S3/STS/Kinesis still traverse the NAT. Includes a PreToolUse hook that backs up and validates the bundle's terraform state before every deploy, and a PostToolUse hook that recognises the transient GRANT-ordering failure and recommends a single retry. Use when a databricks bundle deploy fails, before rotating a CMK, when a UC resource cannot be bound to a bundle, or when auditing PrivateLink networking cost. Trigger with "bundle deploy failed", "unexpected EOF terraform.tfstate", "bundle bind external location", "User does not have CREATE TABLE on Schema", "rotate CMK", "privatelink still using NAT".
allowed-tools
Read, Write, Edit, Bash(databricks:*), Bash(terraform:*), Bash(jq:*), Bash(python3:*), Bash(bash:*), Glob, mcp__databricks-workspace-mcp__external_locations_list, mcp__databricks-workspace-mcp__storage_credentials_list
compatibility
Designed for Claude Code
version
2.28.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, databricks, asset-bundles, deploy, infrastructure

Databricks Bundle Medic

The deploy + infrastructure spine of the pack. Databricks Asset Bundles (DAB) is immature tooling — the replacement for the deprecated dbx, with a moving bug list across CLI versions — and the infrastructure operations around a deploy (encryption keys, networking, workspace config) bite production platform teams hardest. This skill turns the five worst deploy-time foot-guns into deterministic, reversible operations.

Overview

Five pains, all from the pack's deploy-ops research:

Asset Bundles (DAB). D4 — databricks bundle bind does NOT yet support UC catalogs or external locations (databricks/cli#4842), so existing UC resources cannot come under bundle management without hand-editing terraform.tfstate (hostile) or destroy-and-recreate (impossible with dependent tables). D5 — "unexpected EOF reading terraform.tfstate" on every redeploy after the first (databricks/cli#4986), which bricks the bundle until you switch to DATABRICKS_BUNDLE_ENGINE=direct. D6 — the schema GRANT-ordering bug (databricks/cli#4573): the first deploy to a fresh workspace fails with "User does not have CREATE TABLE on Schema", but the second succeeds because the first applied the grants before dying.

Deploy-time infrastructure. D8 — rotating a workspace's customer-managed key (CMK) requires terminating every cluster, instance pool, and SQL warehouse first: a hard maintenance window. D9 — the PrivateLink trap: enabling PrivateLink for the control plane is mistaken for "all traffic is private," but the data plane's S3 / STS / Kinesis calls still traverse the NAT, billing NAT-processing + cross-AZ transfer until each gets its own VPC endpoint.

The two hooks (this is the pack's only two-hook skill). A PreToolUse hook (hooks/bundle-deploy-guard.py) runs before every databricks bundle deploy: it validates the bundle's local terraform state parses as JSON, caches a timestamped known-good backup as a recovery escape hatch, and warns loudly if the state is corrupt or has shrunk (the D5 signature). A PostToolUse hook (hooks/bundle-grant-retry.py) watches a deploy's output and — ONLY on the exact D6 "does not have … on Schema" signature — adds context recommending one retry, with the reason. Both are advisory: the pre-hook never blocks a deploy, and the post-hook never masks a real error — it surfaces the diagnosis and stops recommending retries if the same failure persists.

Deterministic work lives in scripts/; deep knowledge in references/. The import-uc-resource-to-bundle.py D4 workaround is self-deprecating — it exists only until #4842 closes and says so. Control-plane state comes from the databricks-workspace-mcp server (external_locations_list, storage_credentials_list) or the CLI; advisory-mode fallback accepts pasted input.

Prerequisites

  • Databricks CLI authenticated, plus terraform and jq on PATH — for the bundle, import, and state operations.
  • databricks-workspace-mcp registered (optional) — for external_locations_list and storage_credentials_list. Absent → the CLI (databricks external-locations list) or advisory mode on pasted input.
  • Account-level OAuth M2M (service principal) for CMK rotation — the D8 operations are account-scoped; a workspace PAT is insufficient. AWS/Azure/GCP CLI for the cloud-side key + VPC-endpoint work.
  • The two hooks are plugin-level — installed with the pack. The pre-hook is silent unless a state looks corrupt; the post-hook is silent unless the exact D6 error fires.

Instructions

Pick the flow by symptom. Always name the exact error string / issue id — unexpected EOF reading terraform.tfstate (#4986), does not have CREATE TABLE on Schema (#4573), the bundle bind UC gap (#4842) — an operator greps for those.

Step 1: A bundle deploy that fails on state (D5)

"unexpected EOF reading terraform.tfstate" after the first deploy is #4986. The bundle-deploy-guard PreToolUse hook already cached a known-good backup; restore it, or switch engines:

bash
DATABRICKS_BUNDLE_ENGINE=direct databricks bundle deploy -t "$TARGET"

Engine tradeoffs + the migration steps: ${CLAUDE_SKILL_DIR}/references/bundle-engine-tradeoffs.md.

Step 2: First deploy fails "does not have CREATE TABLE on Schema" (D6)

This is the transient GRANT-ordering bug (#4573). The bundle-grant-retry PostToolUse hook flags it; re-run the SAME deploy exactly once — the failed first pass already applied the grants. If the identical error persists after one retry, it is NOT this transient — treat it as a real missing privilege and stop retrying.

Step 3: A UC resource that will not bind (D4)

databricks bundle bind cannot take a UC catalog or external location yet (#4842). Generate a review-first Terraform import plan (never hand-edit state):

bash
python3 "${CLAUDE_SKILL_DIR}/scripts/import-uc-resource-to-bundle.py" \
  --type external_location --name raw_zone --resource-key raw_zone_loc

The three workarounds, ranked by risk: ${CLAUDE_SKILL_DIR}/references/uc-resource-binding-workarounds.md.

Step 4: Rotate a customer-managed key (D8)

CMK rotation needs the whole workspace drained. Inventory the running compute (via external_locations_list / the CLI), then plan the drain — dry-run by default:

bash
databricks clusters list --output json > /tmp/inv-clusters.json   # + warehouses, pools
python3 "${CLAUDE_SKILL_DIR}/scripts/drain-workspace.py" --inventory inv.json          # dry-run
python3 "${CLAUDE_SKILL_DIR}/scripts/drain-workspace.py" --inventory inv.json --execute --manifest drain.json
# ... rotate the CMK per cloud, then:
python3 "${CLAUDE_SKILL_DIR}/scripts/drain-workspace.py" --resume drain.json

Per-cloud playbooks (AWS/Azure/GCP): ${CLAUDE_SKILL_DIR}/references/cmk-rotation-by-cloud.md.

PrivateLink covers the control plane only. Audit the data-plane VPC for the S3/STS/Kinesis endpoints and emit remediation Terraform for any that are missing:

bash
python3 "${CLAUDE_SKILL_DIR}/scripts/audit-vpc-endpoints.py" \
  --present s3 --vpc-id vpc-abc --region us-east-1 --emit-terraform

The full per-service leak/fix map: ${CLAUDE_SKILL_DIR}/references/cost-leak-map.md.

Show full SKILL.md (468 more words)Show less

Output

  • A hook backup + advisory — before each deploy, a validated known-good state backup and, if the state is corrupt/shrunk, the #4986 recovery message.
  • A retry recommendation — on the exact D6 signature, a one-retry recommendation with the reason (never a masked error).
  • A UC import plan — the resources: YAML + Terraform import block/command to adopt an existing UC resource, with the self-deprecation notice.
  • A drain / resume plan — the idempotent list of compute to terminate for CMK rotation and the manifest to resume exactly what was drained.
  • A VPC-endpoint verdict — SAFE or a COST LEAK finding naming the missing S3/STS/Kinesis endpoints, with remediation Terraform.

Error Handling

ErrorCauseSolution
unexpected EOF reading terraform.tfstateTerraform-engine state read bug on redeploy (D5, #4986)Restore the guard's cached backup, or DATABRICKS_BUNDLE_ENGINE=direct.
User does not have CREATE TABLE on Schema '…'DAB GRANT-ordering (D6, #4573)Re-run the deploy once; grants were applied by the failed pass. Persists after one retry → real missing grant.
bundle bind rejects a UC catalog / external locationUnsupported in the CLI (D4, #4842)Use import-uc-resource-to-bundle.py to generate a Terraform import plan; never hand-edit state.
CMK rotation rejected — compute still runningCMK update requires a drained workspace (D8)drain-workspace.py --execute, rotate, then --resume.
High NAT / cross-AZ cost after PrivateLinkS3/STS/Kinesis have no VPC endpoint (D9)audit-vpc-endpoints.py --emit-terraform; add Gateway (S3) + Interface (STS/Kinesis) endpoints.

Examples

Example 1: "My second bundle deploy fails with unexpected EOF reading terraform.tfstate."

D5 (#4986). The bundle-deploy-guard hook already cached a known-good state before the deploy — restore it, then redeploy with DATABRICKS_BUNDLE_ENGINE=direct (the direct engine never reads the state file, so the EOF class cannot fire).

Example 2: "First deploy to a fresh workspace: User does not have CREATE TABLE on Schema."

D6 (#4573). The bundle-grant-retry hook recognises the exact signature and recommends one retry — the failed first deploy applied the schema grants, so the second succeeds.

Example 3: "I need to bring an existing external location under my bundle."

D4 (#4842) — bundle bind can't. import-uc-resource-to-bundle.py --type external_location emits the resources: YAML plus a Terraform import block to adopt it without recreating it or hand-editing state. The script self-deprecates when #4842 closes.

D9. audit-vpc-endpoints.py --present s3 finds STS and Kinesis have no Interface endpoint, so credential-vending and log traffic still cross the NAT — it emits the remediation Terraform for both.

Resources

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 16 other files (scripts, references) in skills/.curated/databricks-bundle-medic of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • commands/audit-bundle-network.md
  • commands/recover-bundle-state.md
  • commands/rotate-cmk.md
  • docs/ADR.md
  • docs/ONE-PAGER.md
  • docs/PRD.md
  • eval-spec.yaml
  • hooks/bundle-deploy-guard.py
  • hooks/bundle-grant-retry.py
  • references/bundle-engine-tradeoffs.md
  • references/cmk-rotation-by-cloud.md
  • references/cost-leak-map.md
  • references/uc-resource-binding-workarounds.md
  • scripts/audit-vpc-endpoints.py
  • scripts/drain-workspace.py
  • … and 1 more

Open the folder on GitHubat commit cfae287

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Categories

Questions about Databricks Bundle Medic

What does Databricks Bundle Medic do?

Fix the deploy-time foot-guns of Databricks Asset Bundles (DAB) and the infrastructure operations around them: the bundle-bind gap for UC catalogs and external locations, the "unexpected EOF reading…. Databricks Bundle Medic is an agent skill from jeremylongshore/tons-of-skills-marketplace.tfstate" redeploy failure, the schema-GRANT-ordering bug that fails the first deploy, customer-managed-key (CMK) rotation that requires draining the whole workspace, and the PrivateLink cost leak where S3/STS/Kinesis still traverse the NAT.

When should I use Databricks Bundle Medic?

Databricks Bundle Medic fits situations like: A databricks bundle deploy fails; before rotating a CMK; A UC resource cannot be bound to a bundle; auditing PrivateLink networking cost.

How do I install Databricks Bundle Medic in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill databricks-bundle-medic -a claude-code`. Or copy the skill folder (skills/.curated/databricks-bundle-medic in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/databricks-bundle-medic in your project. Claude Code loads it when a task matches its description.

How do I install Databricks Bundle Medic in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill databricks-bundle-medic -a codex`. Or copy the skill folder (skills/.curated/databricks-bundle-medic in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/databricks-bundle-medic in your project. Codex loads it when a task matches its description.

Can I use Databricks Bundle Medic in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill databricks-bundle-medic -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-bundle-medic, .gemini/skills/databricks-bundle-medic, .github/skills/databricks-bundle-medic and .opencode/skills/databricks-bundle-medic in your project.

What does Databricks Bundle Medic need to run?

Going by SKILL.md and its folder, Databricks Bundle Medic needs Python for the scripts in its folder and the command-line tools its instructions call (databricks, python3 and bundle). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(databricks:*), Bash(terraform:*), Bash(jq:*), Bash(python3:*), Bash(bash:*), Glob, mcp__databricks-workspace-mcp__external_locations_list, mcp__databricks-workspace-mcp__storage_credentials_list. Compatibility (from SKILL.md): Designed for Claude Code.

Does Databricks Bundle Medic access the network?

SKILL.md names 1 domain. As links in the text: docs.databricks.com. This is read from the text; nothing was executed.

Is Databricks Bundle Medic safe to install?

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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Databricks Bundle Medic use?

Databricks Bundle Medic is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Databricks Bundle Medic use?

About 3.1k tokens (SKILL.md is roughly 13k 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 15k tokens, read only when the agent opens those files.

What are the alternatives to Databricks Bundle Medic?

Skills that share tags, products or a category with Databricks Bundle Medic: AWS Cloud Patterns (rohitg00/awesome-claude-code-toolkit, 2.7k stars), Implementing AWS Macie For Data Classification (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Atmos Vendoring (cloudposse/atmos, 1.4k stars) and AWS Advisor (diegosouzapw/awesome-omni-skills, 159 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Databricks Bundle Medic?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.