
Let AI agents search across workspace with the Universal Search MCP Server
Home Google Workspace Guides Send feedback Let AI agents search across workspace with the Universal Search MCP Server for Workspace Stay organized with collections Save and categorize content based on your preferences. Developer Preview: Available as part of the Google Workspace Developer Preview Program, which grants early access to certain features. The Universal Search MCP Server for Google Workspace uses the Model Context Protocol (MCP) standard to allow AI agents to search your Workspace artifacts.
- ▪Home Google Workspace Guides Send feedback Let AI agents search across workspace with the Universal Search MCP Server for Workspace Stay organized with collections Save and categorize content based on your preferences.
- ▪Developer Preview: Available as part of the Google Workspace Developer Preview Program, which grants early access to certain features.
- ▪The Universal Search MCP Server for Google Workspace uses the Model Context Protocol (MCP) standard to allow AI agents to search your Workspace artifacts.
Hacker News (AI / LLM) files mainly under ai. We currently carry 5,891 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Google for Developers |
| Canonical URL | https://developers.google.com/workspace/guides/universal-search-mcp |
| Publication time | Mon, 21 Sep 2026 22:02:10 +0000 |
| Retrieval time | 2026-09-21T22:08:49.045Z |
| Last seen | 2026-09-21T22:08:49.045Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | wMpLyDhJ9uNF · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Home Google Workspace Guides Send feedback Let AI agents search across workspace with the Universal Search MCP Server for Workspace Stay organized with collections Save and categorize content based on your preferences. Developer Preview: Available as part of the Google Workspace Developer Preview Program, which grants early access to certain features. The Universal Search MCP Server for Google Workspace uses the Model Context Protocol (MCP) standard to allow AI agents to search your Workspace artifacts. This server provides a way to search across multiple Google Workspace products, including Gmail messages, Google Drive files, Google Calendar events, and Google Chat spaces and messages, using a single tool.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Google for Developers.