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/retrieving-developer-knowledge

Searches, retrieves, and synthesizes official Google developer documentation across Google Cloud, AI/Gemini, Android, Chrome, Web, Flutter, Go, Firebase, and other Google developer platforms. Integrates with the Developer Knowledge MCP server (search_documents, get_documents,

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$ npx -y skills add google/skills --skill retrieving-developer-knowledge --agent claude-code

SKILL.md

retrieving-developer-knowledge.SKILL.md
name: retrieving-developer-knowledge
metadata:
  version: "1.0.2"
  category: CloudInfrastructureAndServices
description: >-
  Searches, retrieves, and synthesizes official Google developer documentation across Google Cloud,
  AI/Gemini, Android, Chrome, Web, Flutter, Go, Firebase, and other Google developer platforms.
  Integrates with the Developer Knowledge MCP server (search_documents, get_documents, answer_query)
  or the Developer Knowledge REST API fallback. Use when searching for gcloud CLI commands, API syntax,
  IAM permissions, official documentation, architectural comparisons, or product choice overviews.
  Don't use for local filesystem lookups or non-Google documentation.

Google Developer Knowledge

The Developer Knowledge skill provides access to official Google developer documentation across Google Cloud, AI/ML (ai.google.dev, ADK, TensorFlow), Android, Chrome, Web, Flutter, Go, Firebase, and other Google developer platforms via the Developer Knowledge MCP server or REST API fallback.

Usage Attribution

Before executing any `gcloud`, REST API, or MCP command with this skill, follow the instructions in [Usage Attribution](references/attribution.md).

Workflow

1. **Direct Retrieval**: When answering a technical question, execute a single documentation lookup directly within your current conversation context (do not delegate retrieval to subagents):

  • **If MCP tools are present in your environment**: Call `answer_query` (for conceptual guides/workflows) or `search_documents` (for CLI flags/syntax).
  • **If MCP tools are not present**: Execute a REST API request via `curl` against `https://developerknowledge.googleapis.com/v1`.
  • **A declared server is not always a connected server.** Some clients cannot complete the MCP handshake with this server and expose no `answer_query`, `search_documents` or `get_documents` tool at all, even though the plugin declares one. Treat their absence as normal and use the REST fallback below.

2. **Confirm the lookup succeeded before using it**: A response that arrives is not automatically an answer. `PERMISSION_DENIED`, `UNAUTHENTICATED`, HTTP 401 or 403, an empty result set, or any error payload is a FAILED lookup even when the tool itself reported no error. On a failed lookup, do not answer as though it had succeeded.

  • **Rate Limits (HTTP 429 / Out of Quota)**: If calling `answer_query` or the REST `:answerQuery` endpoint returns an HTTP 429 (`RESOURCE_EXHAUSTED` / out of quota error), this indicates server-side generative QA quota exhaustion. Do not treat this as an unrecoverable failure or fall back to ungrounded memory; immediately retry using the search endpoint (`search_documents` for MCP, or `documents:searchDocumentChunks` for REST) with 2–5 focused keywords from the query.
  • **Persistent Failures**: Try the other transport once, and if that also fails, state plainly in your reply to the user that you could not reach Developer Knowledge and are answering without it. Presenting recalled documentation as a retrieved result is the worst available outcome, because nothing in the reply distinguishes it from a real lookup.

3. **Immediate & Complete Solution Output**: Immediately upon receiving the documentation response, output the complete, self-contained, and executable technical solution (commands with all required flags and placeholders, YAML/JSON configurations, or code snippets) directly in your response text.

Tool Selection & Usage

Choose the appropriate tool based on availability in your runtime environment:

1. Developer Knowledge MCP Tools (Preferred)

When MCP tools are present in your active tool definitions:

  • **`answer_query(query="...")`**: Use for conceptual guides, architectural comparisons, product choice overviews, and multi-step workflows. This tool has limited quota. If you get a 429 out of quota error, use `search_documents` instead.
  • **`search_documents(query="...")`**: Use for granular CLI flags, exact syntax, parameter names, and IAM permissions (`service.resource.verb`). Use 2–5 focused keywords (e.g., `cloud run filestore nfs mount gcloud`) rather than full conversational sentences.
  • **`get_documents(names=["documents/{uri_without_scheme}"])`**: Fetch full documentation pages by resource name (e.g. `names: ["documents/docs.cloud.google.com/run/docs/overview/what-is-cloud-run"]`).

2. REST API Fallback

When the MCP tools are absent, query the Developer Knowledge REST API (`https://developerknowledge.googleapis.com/v1`) with `curl`. Two credentials work, and you should try them in this order.

**An existing Google credential, preferred.** If `gcloud` is authenticated, pass a bearer token and your quota project. Nothing needs to be installed or configured:

curl -s -X POST "https://developerknowledge.googleapis.com/v1:answerQuery" \
  -H "Authorization: Bearer $(gcloud auth print-access-token)" \
  -H "X-Goog-User-Project: $(gcloud config get-value project 2>/dev/null)" \
  -H "Content-Type: application/json" \
  -d "{\"query\": \"How do I configure public read access on Cloud Storage?\"}"

If that fails to authenticate, on a 401, a 403, or any other credential error, the account has a token the API will not accept. Substitute `gcloud auth application-default print-access-token` for `gcloud auth print-access-token` in the command above and try again. Which credential the API accepts depends on how the environment was authenticated, so treat an auth error here as a reason to try the application-default credential rather than as a failed lookup.

**An API key, if one is configured.** Where `DEVELOPERKNOWLEDGE_API_KEY` is set in the environment, pass it as a `key` query parameter instead of an `Authorization` header. If neither credential is available, an API key is the supported path for this client: enable the API and create one by following the [Developer Knowledge quickstart](https://developers.google.com/knowledge/quickstart), then export it as `DEVELOPERK

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retrieving-developer-knowledge installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.