Io Connectors
Kilo-Org/kilo-marketplace
Guides development and usage of I/O connectors in Apache Beam.
Agent skill
Add Integ Tests Gcs Spanner Dv
by GoogleCloudPlatform in GoogleCloudPlatform/DataflowTemplates
Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
Install Add Integ Tests Gcs Spanner Dv
$ npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dv --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/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .claude/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .claude/skills/add-integ-tests-gcs-spanner-dv && 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 "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .claude/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dvType 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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dv --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .agents/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .agents/skills/add-integ-tests-gcs-spanner-dv && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .agents/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dv --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .cursor/skills/add-integ-tests-gcs-spanner-dv && 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 "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .cursor/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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/GoogleCloudPlatform/DataflowTemplates.git --path v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv--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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dv --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .gemini/skills/add-integ-tests-gcs-spanner-dv && 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 "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .gemini/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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 GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dvInstalls 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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .github/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .github/skills/add-integ-tests-gcs-spanner-dv && 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 "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .github/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-gcs-spanner-dv --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GoogleCloudPlatform/DataflowTemplates.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv .opencode/skills/add-integ-tests-gcs-spanner-dv && 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 "add-integ-tests-gcs-spanner-dv" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv into .opencode/skills/add-integ-tests-gcs-spanner-dv/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-gcs-spanner-dv", 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.
Facts
- Skill name
add-integ-tests-gcs-spanner-dv- GitHub stars
- 1.3k
- Token cost
- ~517 tokens
- SKILL.md length
- 211 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
- Works in 2 steps: Target Source Database Name → Reference Datatype Mapping Matrix File…
- Tasks that involve Integration testing
- SKILL.md covers Required Prompt Inputs and Example User Prompt
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Add Integ Tests Gcs Spanner Dv is an agent skill from GoogleCloudPlatform/DataflowTemplates. Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
Its SKILL.md is about 520 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Integration testing. It works with Google Cloud and Google BigQuery. The repository describes itself as: Cloud Dataflow Google-provided templates for solving in-Cloud data tasks. The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Integration testing
Example prompts
- “/add-integ-tests-gcs-spanner-dv”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Target Source Database Name
- Reference Datatype Mapping Matrix File Path
What it can do on your machine
Read from SKILL.md and the folder at commit 8af0a15. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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.
Context cost
Add Integ Tests Gcs Spanner Dv loads about 517 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 211 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.
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from GoogleCloudPlatform/DataflowTemplates at commit 8af0a15, republished under its Apache-2.0 licence (© GoogleCloudPlatform). 211 words, ~517 tokens.
Download SKILL.mdSave it as
.claude/skills/add-integ-tests-gcs-spanner-dv/SKILL.md (or your agent's skills folder).- name
- add-integ-tests-gcs-spanner-dv
- description
- Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
GCS-Spanner-DV Testing Orchestrator
This is used to add test for the data validation template.
Required Prompt Inputs
- Target Source Database Name
- Reference Datatype Mapping Matrix File Path
[!IMPORTANT] Initialization Check: If ANY of the required prompt inputs are missing from the user's prompt, or if the environment config file does not exist, you MUST HALT EXECUTION IMMEDIATELY. Ask the user to provide the missing inputs before proceeding.
Please load and execute the v2/spanner-common/.agents/skills/add-source-datatype-integ-test/SKILL.md skill to generate a datatype integration test.
Create tests for the current target similar to the following tests.
- com.google.cloud.teleport.v2.templates.endtoend.BulkMigrationAndValidationMySQLAllDataTypesE2EIT
- com.google.cloud.teleport.v2.templates.endtoend.BulkMigrationAndValidationPostgreSQLAllDataTypesE2EIT
Run the tests for the target database and fix any issues encountered in the code.
CRITICAL CONSTRAINTS:
- Treat the provided Reference Mapping File as your absolute source of truth to derive baseline mapping schemas. You MUST strictly use this matrix to generate testing mappings. Do NOT perform independent type research.
- Use the
-DdirectRunnerTestflag for iterative testing.Once the DirectRunner loop passes, you MUST perform a final execution directly against Cloud Dataflow (omitting the flag) and ensure that run completely succeeds before generating your final report. - Upon completing your artifact report, ensure
RequestFeedback: falseis set so your status naturally changes back to idle. Do NOT pause waiting for conversational human feedback.
Example User Prompt
Please run the add-integ-tests-gcs-spanner-dv skill for the MySQL database.
Use the reference matrix located at v2/gcs-spanner-dv/src/test/resources/mysql/mysql_datatype_mapping_matrix.csv.© GoogleCloudPlatform, 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
Files
Just SKILL.md in v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv of GoogleCloudPlatform/DataflowTemplates.
Open the folder on GitHubat commit 8af0a15
Compare with similar skills
Add Integ Tests Gcs Spanner Dv 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 |
|---|---|---|---|---|---|---|
| Add Integ Tests Gcs Spanner Dv this skillGoogleCloudPlatform/DataflowTemplates | 1.3k | — | ~517 | Automated safety check: Pass | Apache-2.0 | |
| Io ConnectorsKilo-Org/kilo-marketplace | 190 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Gcsfuse Integration TestingGoogleCloudPlatform/gcsfuse | 2.3k | — | ~5.6k | Automated safety check: Pass | Apache-2.0 | |
| Add Source E2E Integ Test SmtGoogleCloudPlatform/spanner-migration-tool | 155 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Retail Product Search Agentgoogle/adk-recipes | 10k | — | ~3k | Automated safety check: Pass | Apache-2.0 | |
| Cxas Configurable DashboardsGoogleCloudPlatform/cxas-scrapi | 107 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 |
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Add Source E2E Integ Test Smt
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Skill for independently generating Integration Tests and performing End-to-End QA validation for newly added Spanner Migration Tool database sources.
- Official
Retail Product Search Agent
google/adk-recipes
Builds a retail product search agent on Google Cloud, from catalog ingestion into BigQuery and Vector Search to ADK scaffolding, evaluation and Cloud Run deployment.
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Author, validate, and manage Contact Center AI (CCAI) Insights Configurable Dashboards.
GCP DrawIO Diagram Generator
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Creates DrawIO XML diagrams of Google Cloud architectures from text or images, and analyzes existing .drawio files to list their GCP components.
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Related
Works with
Categories
Questions about Add Integ Tests Gcs Spanner Dv
What does Add Integ Tests Gcs Spanner Dv do?
Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template. Add Integ Tests Gcs Spanner Dv is an agent skill from GoogleCloudPlatform/DataflowTemplates. Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
When should I use Add Integ Tests Gcs Spanner Dv?
Add Integ Tests Gcs Spanner Dv fits situations like: tasks that involve Integration testing.
How do I install Add Integ Tests Gcs Spanner Dv in Claude Code?
Run `npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a claude-code`. Or copy the skill folder (v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv in GoogleCloudPlatform/DataflowTemplates) into .claude/skills/add-integ-tests-gcs-spanner-dv in your project. Claude Code loads it when a task matches its description.
How do I install Add Integ Tests Gcs Spanner Dv in Codex?
Run `npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a codex`. Or copy the skill folder (v2/gcs-spanner-dv/.agents/skills/add-integ-tests-gcs-spanner-dv in GoogleCloudPlatform/DataflowTemplates) into .agents/skills/add-integ-tests-gcs-spanner-dv in your project. Codex loads it when a task matches its description.
Can I use Add Integ Tests Gcs Spanner Dv 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 GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-gcs-spanner-dv -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/add-integ-tests-gcs-spanner-dv, .gemini/skills/add-integ-tests-gcs-spanner-dv, .github/skills/add-integ-tests-gcs-spanner-dv and .opencode/skills/add-integ-tests-gcs-spanner-dv in your project.
What does Add Integ Tests Gcs Spanner Dv need to run?
SKILL.md names no scripts, command-line tools or credentials: Add Integ Tests Gcs Spanner Dv is instructions for the agent only.
Does Add Integ Tests Gcs Spanner Dv access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Add Integ Tests Gcs Spanner Dv 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. Review the folder before installing.
What licence does Add Integ Tests Gcs Spanner Dv use?
Add Integ Tests Gcs Spanner Dv 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.
How many tokens does Add Integ Tests Gcs Spanner Dv use?
About 517 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Add Integ Tests Gcs Spanner Dv?
Skills that share tags, products or a category with Add Integ Tests Gcs Spanner Dv: Io Connectors (Kilo-Org/kilo-marketplace, 190 stars), Gcsfuse Integration Testing (GoogleCloudPlatform/gcsfuse, 2.3k stars), Add Source E2E Integ Test Smt (GoogleCloudPlatform/spanner-migration-tool, 155 stars) and Retail Product Search Agent (google/adk-recipes, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Add Integ Tests Gcs Spanner Dv?
GoogleCloudPlatform (a GitHub organization) maintains it in GoogleCloudPlatform/DataflowTemplates, which has 1,315 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 7, 2026.
Source: GoogleCloudPlatform/DataflowTemplates on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.