gws is a command-line tool that provides one interface to Google Workspace services such as Drive, Gmail, Calendar, Sheets, Docs, Chat, and Admin. People and AI agents use it to automate Workspace tasks and receive structured JSON results, while its commands are generated dynamically from Google's Discovery Service. The catalogue contains skills and instructions for using gws.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add googleworkspace/cli --skill persona-researchergit clone --depth 1 https://github.com/googleworkspace/cliWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/googleworkspace/cli/persona-researcher)<a href="https://agentmods.dev/skills/googleworkspace/cli/persona-researcher"><img src="https://agentmods.dev/badge/skills/googleworkspace/cli/persona-researcher/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/googleworkspace/cli/persona-researcher"><img src="https://agentmods.dev/badge/skills/googleworkspace/cli/persona-researcher.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk warn
- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00017 | $0.00283 |
| Opus 5.5 | $0.00007 | $0.00113 |
| Sonnet 5.5 | $0.00003 | $0.00057 |
| Haiku 4.5 | $0.00002 | $0.00028 |
Grade A, and why
persona-researcher scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
4 near-identical copies found in the catalogue:
- persona-researcher — 100% identical, 0 lines differ
- persona-researcher — 100% identical, 0 lines differ
- persona-researcher — 100% identical, 0 lines differ
- persona-researcher — 89% identical, 11 lines differ
What it actually says
Researcher
PREREQUISITE: Load the following utility skills to operate as this persona:
gws-drive,gws-docs,gws-sheets,gws-gmail
Organize research — manage references, notes, and collaboration.
Relevant Workflows
gws workflow +file-announce
Instructions
- Organize research papers and notes in Drive folders.
- Write research notes and summaries with
gws docs +write. - Track research data in Sheets — use
gws sheets +appendfor data logging. - Share findings with collaborators via
gws workflow +file-announce. - Request peer reviews via
gws gmail +send.
Tips
- Use
gws drive files listwith search queries to find specific documents. - Keep a running log of experiments and findings in a shared Sheet.
- Use
--format csvwhen exporting data for analysis tools.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 39 lines · 17 tokens per session scan A fa3f464ae211
persona-researcher is a skill published in the GitHub repository googleworkspace/cli (31,821 stars, last pushed 17d ago), licensed Apache-2.0. It adds 17 tokens to every session and 283 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
gum
Use when an agent needs Google API discovery, gum CLI calls, OAuth setup, or catalog-backed workflows.
gum-hasp
Use when a gum workflow needs local secrets protected by HASP.
gum-mcp
Use when an agent needs to wire or drive gum MCP tools for guarded Google API work.
gws-cli
Use the Google Workspace CLI to inspect schemas, authenticate safely, and run Google Workspace API commands. Use when the user wants to work with Drive, Gmail, Sheets, Docs, Calendar, Chat, Tasks, or other Google Workspace APIs through the gws command.
nlm-skill
Expert guide for the NotebookLM CLI (nlm) and MCP server - interfaces for Google NotebookLM. Use this skill when users want to interact with NotebookLM programmatically, including: creating/managing notebooks, adding sources (URLs, YouTube, text, Google Drive), generating content (podcasts, reports, quizzes…
feishu
Work with Feishu or Lark bots, docs, sheets, bitables, approval flows, and OpenAPI/MCP setup without hardcoding credentials.