Repository
GoogleCloudPlatform/DataflowTemplates agent skills
- skills
- 12
- GitHub stars
- 1.3k
GitHub description: “Cloud Dataflow Google-provided templates for solving in-Cloud data tasks”
- Stars
- 1,315 (1,117 forks)
- Licence
- Apache-2.0
- Last push
- Oct 2026
- Created
- Feb 2018
- apache-beam
- dataflow-templates
- google-cloud-dataflow
- google-cloud-storage
- google-cloud-spanner
- bigquery
- bigtable
Install all skills
npx skills add GoogleCloudPlatform/DataflowTemplatesAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in GoogleCloudPlatform/DataflowTemplates, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Debugs logical errors and data discrepancies in Dataflow templates by launching jobs via Terraform and comparing source (e.g. | GoogleCloudPlatform/ | 1.3k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 2 | Functionally tests local Dataflow pipeline changes against the main branch using ephemeral GCP resources and gated approvals. | GoogleCloudPlatform/ | 1.3k | — | ~2.8k | Automated safety check: Notes | Apache-2.0 | today |
| 3 | Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the datastream-to-spanner (CDC) template. | GoogleCloudPlatform/ | 1.3k | — | ~572 | Automated safety check: Pass | Apache-2.0 | today |
| 4 | Specific runner skill that creates integration tests for the gcs-spanner-dv (Data Validation) template. | GoogleCloudPlatform/ | 1.3k | — | ~517 | Automated safety check: Pass | Apache-2.0 | today |
| 5 | Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the sourcedb-to-spanner (Bulk) template. | GoogleCloudPlatform/ | 1.3k | — | ~475 | Automated safety check: Pass | Apache-2.0 | today |
| 6 | Specific runner skill that delegates to the Template-Agnostic Meta-Test Orchestrator for the spanner-to-sourcedb (Reverse Migration) template. | GoogleCloudPlatform/ | 1.3k | — | ~479 | Automated safety check: Pass | Apache-2.0 | today |
| 7 | Guide for implementing a database source connector in the v2/datastream-to-spanner forward migration Dataflow template. | GoogleCloudPlatform/ | 1.3k | — | ~1.7k | Automated safety check: Notes | Apache-2.0 | today |
| 8 | Guide for implementing a database source connector in the v2/sourcedb-to-spanner forward migration Dataflow template. | GoogleCloudPlatform/ | 1.3k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 9 | Guide for implementing a database source connector in the v2/spanner-to-sourcedb reverse migration Dataflow template. | GoogleCloudPlatform/ | 1.3k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | Template-agnostic Orchestrator Skill for generating and executing exhaustive testing suites for any migration template. | GoogleCloudPlatform/ | 1.3k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 11 | Skill for adding data type integ tests for new source by provided datatypemappingmatrix. | GoogleCloudPlatform/ | 1.3k | — | ~7.8k | Automated safety check: Notes | Apache-2.0 | today |
| 12 | Skill for adding functional integ test for new source by taking reference from existing MySQL integ tests. | GoogleCloudPlatform/ | 1.3k | — | ~6.2k | Automated safety check: Notes | Apache-2.0 | today |
Questions, answered from the data.
What is the best skill in GoogleCloudPlatform/DataflowTemplates?
Smt E2E Dataflow Debugging from GoogleCloudPlatform/DataflowTemplates ranks first of the 12 skills in GoogleCloudPlatform/DataflowTemplates listed here, with the highest score: its repository has 1.3k GitHub stars, its SKILL.md loads about 1.8k tokens and it passes the automated safety check with no findings. Next come Smt Functional Testing and Add Integ Tests Datastream To Spanner.
Are the skills in GoogleCloudPlatform/DataflowTemplates official?
None yet. All 12 skills in GoogleCloudPlatform/DataflowTemplates listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How do I install all skills from GoogleCloudPlatform/DataflowTemplates?
Run npx skills add GoogleCloudPlatform/DataflowTemplates in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.