Io Connectors
Kilo-Org/kilo-marketplace
Guides development and usage of I/O connectors in Apache Beam.
Agent skill
Add Integ Tests Spanner To Sourcedb
by GoogleCloudPlatform in GoogleCloudPlatform/DataflowTemplates
Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template.
Install Add Integ Tests Spanner To Sourcedb
$ npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-spanner-to-sourcedb -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-spanner-to-sourcedb --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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .claude/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .claude/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedbType 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-spanner-to-sourcedb -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-spanner-to-sourcedb --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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .agents/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .agents/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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-spanner-to-sourcedb -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-spanner-to-sourcedb --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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .cursor/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .cursor/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb--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-spanner-to-sourcedb -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GoogleCloudPlatform/DataflowTemplates add-integ-tests-spanner-to-sourcedb --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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .gemini/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .gemini/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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-spanner-to-sourcedbInstalls 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-spanner-to-sourcedb -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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .github/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .github/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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-spanner-to-sourcedb -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-spanner-to-sourcedb --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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb .opencode/skills/add-integ-tests-spanner-to-sourcedb && 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-spanner-to-sourcedb" agent skill from https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb into .opencode/skills/add-integ-tests-spanner-to-sourcedb/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-integ-tests-spanner-to-sourcedb", 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-spanner-to-sourcedb- GitHub stars
- 1.3k
- Token cost
- ~479 tokens
- SKILL.md length
- 173 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template.
- Works in 3 steps: Target Source Database Name → Reference Datatype Mapping Matrix File… → Testing Environment Setup Path (e.g.…
- Testing & QA work in your project
- SKILL.md covers Required Prompt Inputs, Execution Instructions and Example User Prompt
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Add Integ Tests Spanner To Sourcedb is an agent skill from GoogleCloudPlatform/DataflowTemplates. Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template.
Its SKILL.md is about 480 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. 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
- Testing & QA work in your project
Example prompts
- “/add-integ-tests-spanner-to-sourcedb”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Target Source Database Name
- Reference Datatype Mapping Matrix File Path
- Testing Environment Setup Path (e.g. testing_execution.env)
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 Spanner To Sourcedb loads about 479 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 173 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). 173 words, ~479 tokens.
Download SKILL.mdSave it as
.claude/skills/add-integ-tests-spanner-to-sourcedb/SKILL.md (or your agent's skills folder).- name
- add-integ-tests-spanner-to-sourcedb
- description
- Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template.
Spanner-to-SourceDB Testing Orchestrator
This is a specific runner skill that acts as a wrapper around the global meta-test-orchestrator skill.
Required Prompt Inputs
- Target Source Database Name
- Reference Datatype Mapping Matrix File Path
- Testing Environment Setup Path (e.g.
testing_execution.env)
[!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.
Execution Instructions
You must immediately load and execute the v2/spanner-common/.agents/skills/meta-test-orchestrator/SKILL.md skill, passing it the following statically mapped parameters:
- Target Source Database Name: Extract from the user prompt.
- Reference Datatype Mapping Matrix File Path: Extract from the user prompt.
- Testing Environment Setup Path: Extract from the user prompt and assert its presence.
- Manifest File Path:
v2/spanner-to-sourcedb/src/test/manifest.yaml. - Target Template Path:
v2/spanner-to-sourcedb - Smoke Test Scenarios:
reverse-it - Datatype Test Scenarios:
reverse-datatypes,reverse-datatypes-pg
Yield execution completely to the meta-test-orchestrator. Instruct the Orchestrator to begin using these parameters.
Example User Prompt
Please run the add-integ-tests-spanner-to-sourcedb skill for the MySQL database.
Use the reference matrix located at v2/spanner-to-sourcedb/src/test/resources/mysql/mysql_datatype_mapping_matrix.csv load the execution properties from testing_execution.env.© 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/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb of GoogleCloudPlatform/DataflowTemplates.
Open the folder on GitHubat commit 8af0a15
Compare with similar skills
Add Integ Tests Spanner To Sourcedb 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 Spanner To Sourcedb this skillGoogleCloudPlatform/DataflowTemplates | 1.3k | — | ~479 | Automated safety check: Pass | Apache-2.0 | |
| Io ConnectorsKilo-Org/kilo-marketplace | 190 | — | ~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 | |
| GCP DrawIO Diagram Generatora5c-ai/babysitter | 1.8k | — | ~3.7k | Automated safety check: Pass | MIT | |
| BigQuery Slot and Cost Optimizergoogle/skills | 21k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 |
Similar skills
- 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.
Cxas Configurable Dashboards
GoogleCloudPlatform/cxas-scrapi
Author, validate, and manage Contact Center AI (CCAI) Insights Configurable Dashboards.
GCP DrawIO Diagram Generator
a5c-ai/babysitter
Creates DrawIO XML diagrams of Google Cloud architectures from text or images, and analyzes existing .drawio files to list their GCP components.
- Official
BigQuery Slot and Cost Optimizer
google/skills
Analyzes BigQuery slot use, query costs and execution bottlenecks from INFORMATION_SCHEMA to diagnose slow queries, slot contention and unpartitioned scans.
GCP Audit Logs
sickn33/agentic-awesome-skills
Configure GCP Cloud Audit Logs for compliance. An agent skill from sickn33/agentic-awesome-skills.
More from GoogleCloudPlatform/DataflowTemplates
All 12 skills in this repoSmt E2E Dataflow Debugging
GoogleCloudPlatform/DataflowTemplates
Debugs logical errors and data discrepancies in Dataflow templates by launching jobs via Terraform and comparing source (e.g.
Smt Functional Testing
GoogleCloudPlatform/DataflowTemplates
Functionally tests local Dataflow pipeline changes against the main branch using ephemeral GCP resources and gated approvals.
Add Integ Tests Datastream To Spanner
GoogleCloudPlatform/DataflowTemplates
Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the datastream-to-spanner (CDC) template.
Add Integ Tests Gcs Spanner Dv
GoogleCloudPlatform/DataflowTemplates
Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template.
Add Integ Tests Sourcedb To Spanner
GoogleCloudPlatform/DataflowTemplates
Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the sourcedb-to-spanner (Bulk) template.
Add Source Datastream To Spanner
GoogleCloudPlatform/DataflowTemplates
Guide for implementing a database source connector in the v2/datastream-to-spanner forward migration Dataflow template.
Related
Works with
Categories
Questions about Add Integ Tests Spanner To Sourcedb
What does Add Integ Tests Spanner To Sourcedb do?
Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template. Add Integ Tests Spanner To Sourcedb is an agent skill from GoogleCloudPlatform/DataflowTemplates. Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template.
When should I use Add Integ Tests Spanner To Sourcedb?
Add Integ Tests Spanner To Sourcedb fits situations like: testing & QA work in your project.
How do I install Add Integ Tests Spanner To Sourcedb in Claude Code?
Run `npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-spanner-to-sourcedb -a claude-code`. Or copy the skill folder (v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb in GoogleCloudPlatform/DataflowTemplates) into .claude/skills/add-integ-tests-spanner-to-sourcedb in your project. Claude Code loads it when a task matches its description.
How do I install Add Integ Tests Spanner To Sourcedb in Codex?
Run `npx skills add GoogleCloudPlatform/DataflowTemplates --skill add-integ-tests-spanner-to-sourcedb -a codex`. Or copy the skill folder (v2/spanner-to-sourcedb/.agents/skills/add-integ-tests-spanner-to-sourcedb in GoogleCloudPlatform/DataflowTemplates) into .agents/skills/add-integ-tests-spanner-to-sourcedb in your project. Codex loads it when a task matches its description.
Can I use Add Integ Tests Spanner To Sourcedb 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-spanner-to-sourcedb -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-spanner-to-sourcedb, .gemini/skills/add-integ-tests-spanner-to-sourcedb, .github/skills/add-integ-tests-spanner-to-sourcedb and .opencode/skills/add-integ-tests-spanner-to-sourcedb in your project.
What does Add Integ Tests Spanner To Sourcedb need to run?
SKILL.md names no scripts, command-line tools or credentials: Add Integ Tests Spanner To Sourcedb is instructions for the agent only.
Does Add Integ Tests Spanner To Sourcedb 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 Spanner To Sourcedb 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 Spanner To Sourcedb use?
Add Integ Tests Spanner To Sourcedb 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 Spanner To Sourcedb use?
About 479 tokens (SKILL.md is roughly 1.9k 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 Spanner To Sourcedb?
Skills that share tags, products or a category with Add Integ Tests Spanner To Sourcedb: Io Connectors (Kilo-Org/kilo-marketplace, 190 stars), Retail Product Search Agent (google/adk-recipes, 10k stars), Cxas Configurable Dashboards (GoogleCloudPlatform/cxas-scrapi, 107 stars) and GCP DrawIO Diagram Generator (a5c-ai/babysitter, 1.8k 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 Spanner To Sourcedb?
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.