{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"github-googleworkspace--cli","slug":"googleworkspace--cli","name":"cli","type":"cli","url":"https://developers.google.com/workspace","page_url":"https://unfragile.ai/googleworkspace--cli","categories":["cli-tools"],"tags":["agent-skills","ai-agent","automation","cli","discovery-api","gemini-cli-extension","google-admin","google-api","google-calendar","google-chat","google-docs","google-drive","google-sheets","google-workspace","oauth2","rust"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"github-googleworkspace--cli__cap_0","uri":"capability://tool.use.integration.dynamic.command.surface.generation.from.discovery.service","name":"dynamic-command-surface-generation-from-discovery-service","description":"Generates the entire CLI command surface at runtime by fetching Google's Discovery Service JSON schemas and parsing them into executable commands. Unlike static CLI tools with hardcoded commands, gws reads Discovery Documents for each API (Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin) and builds command trees dynamically, ensuring new Google API endpoints are automatically available without code changes or releases. Uses a two-phase parsing strategy: first clap parses static global flags, then Discovery Document schemas are loaded to build method-specific argument parsers.","intents":["I want my CLI to automatically support new Google Workspace API endpoints without rebuilding or redeploying","I need a single unified interface to all Google Workspace APIs without maintaining separate command definitions","I want to ensure my CLI always reflects the current state of Google's APIs without manual schema updates"],"best_for":["DevOps teams automating Google Workspace administration at scale","AI agents and LLM workflows that need to discover and call arbitrary Google APIs","Organizations with frequent Google Workspace API updates who want zero-maintenance CLI sync"],"limitations":["Discovery Service must be reachable at runtime — offline operation requires cached schemas","Initial command discovery adds ~500ms-1s latency on first invocation per API","Depends on Google maintaining Discovery Service format stability; breaking changes would require gws updates","Cannot add custom commands or aliases beyond what Discovery Service exposes"],"requires":["Network access to Google Discovery Service (https://www.googleapis.com/discovery/v1/apis)","Valid Google API credentials (OAuth2, service account, or access token)","Rust 1.70+ (if building from source) or Node.js 16+ (if using npm binary)"],"input_types":["JSON schema (Discovery Documents from Google)","CLI flags and arguments matching discovered method parameters"],"output_types":["Executable command tree","Structured JSON responses from API calls","YAML/CSV/table formatted output via --format flag"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_1","uri":"capability://data.processing.analysis.structured.json.output.with.format.negotiation","name":"structured-json-output-with-format-negotiation","description":"Ensures all API responses are returned as structured JSON by default, with optional format conversion to YAML, CSV, or human-readable tables via --format flag. Every gws command returns machine-parseable output suitable for piping to jq, agents, or downstream systems. Implements format negotiation at the response serialization layer, allowing consumers to choose their preferred output representation without re-invoking the API.","intents":["I need to pipe Google Workspace API responses into jq or other JSON processors for scripting","I want my AI agent to receive structured JSON from every command for reliable parsing","I need to export Google Workspace data to CSV for reporting or import into other systems"],"best_for":["DevOps engineers building automation scripts that chain gws commands","AI agents and LLM workflows requiring deterministic, parseable output","Data analysts exporting Workspace data for analysis or compliance reporting"],"limitations":["CSV export flattens nested objects — complex hierarchical data may lose structure","Table format is human-readable but not machine-parseable; use JSON for automation","Large result sets (>10k records) may be slow to format as tables; NDJSON or JSON recommended","Format conversion happens client-side; no server-side filtering or aggregation"],"requires":["gws binary with --format flag support","jq (optional, for JSON filtering) or other CLI tools for downstream processing"],"input_types":["API response objects from Google Workspace APIs"],"output_types":["JSON (default, fully structured)","YAML (structured, human-readable)","CSV (tabular, flattened)","Table (ASCII-formatted, human-readable)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_10","uri":"capability://tool.use.integration.http.client.with.request.execution.and.retry.logic","name":"http-client-with-request-execution-and-retry-logic","description":"Implements a custom HTTP client layer that executes authenticated requests to Google APIs with built-in retry logic, exponential backoff, and error handling. The client manages request marshaling (JSON serialization), response parsing, and error classification (retryable vs. fatal). Handles rate limiting (429 responses) and transient failures (5xx errors) transparently, improving reliability for long-running workflows.","intents":["I want gws to automatically retry failed API calls without manual intervention","I need robust error handling for flaky network conditions","I want to understand why API calls failed with detailed error messages"],"best_for":["Long-running batch operations and data migrations","Environments with unreliable network connectivity","Workflows that must complete reliably without manual intervention"],"limitations":["Retry logic uses exponential backoff; total retry time can exceed 1-2 minutes for heavily rate-limited APIs","Retries only apply to idempotent operations; non-idempotent calls (POST, PUT) may fail if retried","No built-in circuit breaker; repeated failures will keep retrying until timeout","Error messages depend on Google's API error responses; some errors are cryptic"],"requires":["gws binary with HTTP client support","Valid Google API credentials"],"input_types":["HTTP requests with method, URL, headers, and body"],"output_types":["HTTP responses with status code and body","Error messages with retry information"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_11","uri":"capability://tool.use.integration.workspace.api.coverage.across.drive.gmail.calendar.sheets.docs.chat.admin","name":"workspace-api-coverage-across-drive-gmail-calendar-sheets-docs-chat-admin","description":"Provides unified CLI access to all major Google Workspace APIs (Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin) through a single command interface. Each API is discovered dynamically from Google's Discovery Service, ensuring feature parity with the latest API versions. Supports all resource types and methods for each service, from file operations in Drive to message management in Gmail to spreadsheet operations in Sheets.","intents":["I want a single CLI tool to manage all my Google Workspace services without learning separate tools","I need to automate cross-service workflows (e.g., create a Drive folder, share it, send a notification)","I want to access new Workspace API features immediately without waiting for tool updates"],"best_for":["Workspace administrators managing multiple services","DevOps teams automating Workspace infrastructure","Organizations building Workspace automation workflows"],"limitations":["API coverage depends on Google's Discovery Service; undocumented or beta APIs may not be available","Some APIs have complex permission models; operations may fail silently if permissions are insufficient","Cross-service workflows require manual orchestration; no built-in transaction support","API quotas are per-service; heavy usage of one service may impact others"],"requires":["gws binary","Google Workspace account with appropriate API permissions","Separate OAuth2 consent or service account permissions for each API being used"],"input_types":["Service-specific API parameters (Drive file IDs, Gmail message IDs, etc.)"],"output_types":["Service-specific API responses (file metadata, messages, events, etc.)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_12","uri":"capability://data.processing.analysis.ndjson.streaming.output.for.memory.efficient.processing","name":"ndjson-streaming-output-for-memory-efficient-processing","description":"Returns paginated results as newline-delimited JSON (NDJSON) where each line is a complete JSON object, enabling streaming processing without loading entire result sets into memory. NDJSON format is compatible with standard Unix tools (grep, sed, awk) and streaming JSON processors (jq, jstream). Particularly useful for large exports (100k+ records) where loading everything into memory would be infeasible.","intents":["I need to process 100k+ Google Drive files without running out of memory","I want to stream results to a file and process them line-by-line","I need to pipe gws output to jq for filtering without loading everything into memory"],"best_for":["Large-scale data exports and migrations","Memory-constrained environments (serverless, containers)","Streaming data pipelines and ETL workflows"],"limitations":["NDJSON is less convenient than JSON arrays for some tools; requires line-by-line parsing","Streaming output cannot be re-sorted or re-ordered; order depends on API pagination","Tools expecting JSON arrays (not NDJSON) require conversion (e.g., jq -s to slurp into array)","No built-in progress indication for streaming output"],"requires":["gws with --page-all flag for NDJSON output","Tools that support NDJSON (jq, jstream, or custom parsers)"],"input_types":["Paginated API responses"],"output_types":["NDJSON (one JSON object per line)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_2","uri":"capability://tool.use.integration.multi.method.authentication.with.credential.management","name":"multi-method-authentication-with-credential-management","description":"Supports multiple authentication flows (interactive OAuth2, service account JSON, raw access tokens, CI environment exports) with automatic credential discovery and token refresh. Implements a credential manager that handles OAuth2 token lifecycle, service account key loading, and environment-based auth for CI/CD pipelines. Credentials are cached locally and refreshed transparently when expired, eliminating manual token management for long-running workflows.","intents":["I want to authenticate gws interactively on my laptop without managing tokens manually","I need to run gws in CI/CD with service account credentials without hardcoding secrets","I want to use existing Google Cloud credentials without re-authenticating for gws"],"best_for":["Individual developers using gws interactively on workstations","CI/CD pipelines (GitHub Actions, GitLab CI, Jenkins) automating Workspace tasks","Service accounts managing Workspace resources programmatically"],"limitations":["OAuth2 interactive flow requires a browser; not suitable for headless environments without token pre-provisioning","Service account credentials must have domain-wide delegation enabled for some operations (e.g., user impersonation)","Token refresh adds ~100-200ms latency when tokens expire; no proactive refresh","Credential cache is local to the machine; no centralized credential store or rotation"],"requires":["Google Cloud project with Workspace APIs enabled","OAuth2 client ID and secret (for interactive auth) OR service account JSON key","For CI/CD: environment variables (GOOGLE_APPLICATION_CREDENTIALS or GWS_TOKEN)"],"input_types":["OAuth2 authorization code (from browser redirect)","Service account JSON key file","Raw access token string","Environment variables (CI/CD)"],"output_types":["Cached OAuth2 tokens (stored locally)","Authenticated HTTP headers for API requests"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_3","uri":"capability://data.processing.analysis.pagination.with.automatic.result.aggregation","name":"pagination-with-automatic-result-aggregation","description":"Automatically fetches all paginated results from Google Workspace APIs using the --page-all flag, returning results as newline-delimited JSON (NDJSON) for memory-efficient streaming. Implements pagination logic at the HTTP client layer, transparently following next-page tokens and aggregating results without requiring manual pagination loops. Supports both list operations and streaming output for large result sets.","intents":["I need to fetch all 50,000 files from Google Drive without manually handling pagination","I want to stream large result sets without loading everything into memory","I need to aggregate paginated API responses into a single result set for processing"],"best_for":["Data export and migration workflows processing large Workspace datasets","Batch operations on hundreds or thousands of resources","Memory-constrained environments (serverless functions, containers) needing streaming output"],"limitations":["--page-all can take minutes for large datasets (e.g., 100k+ items); no progress indication","NDJSON output requires line-by-line parsing; not suitable for tools expecting single JSON array","API rate limits still apply; pagination doesn't bypass Google's quota restrictions","No built-in filtering or sorting during pagination; all results must be fetched then filtered"],"requires":["gws with --page-all flag support","API method that supports pagination (most list operations)","Sufficient API quota for the number of pages being fetched"],"input_types":["Paginated API responses with nextPageToken"],"output_types":["NDJSON (newline-delimited JSON, one result per line)","Aggregated JSON array (if piped to jq -s)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_4","uri":"capability://tool.use.integration.ai.agent.skill.system.with.40.plus.predefined.skills","name":"ai-agent-skill-system-with-40-plus-predefined-skills","description":"Provides 40+ pre-built agent skills (documented in SKILL.md files) that encapsulate common Workspace operations for AI agents and LLM workflows. Skills are high-level abstractions over raw API calls (e.g., +append for appending to Sheets, +upload for Drive file uploads, +send for Gmail messages, +read for document content extraction). Designed for OpenClaw and Gemini CLI extensions, allowing LLMs to invoke complex multi-step operations as single commands.","intents":["I want my LLM agent to append data to Google Sheets without understanding the Sheets API","I need my AI agent to send emails through Gmail with attachments in a single command","I want to extract and process document content from Google Docs programmatically"],"best_for":["AI agents and LLM workflows (Gemini, Claude, custom agents) automating Workspace tasks","Non-technical users building agent workflows without API knowledge","Teams building Workspace automation agents that need reliable, tested operations"],"limitations":["Skills are opinionated; may not cover all edge cases or advanced API features","Skill documentation (SKILL.md) must be kept in sync with implementation; outdated docs cause agent failures","Skills add abstraction overhead; raw API calls may be faster for simple operations","Limited to 40+ predefined skills; custom operations require raw API calls or skill extension"],"requires":["gws binary with skill support","AI agent framework with gws integration (Gemini CLI, OpenClaw, or custom)","Appropriate Google Workspace API permissions for the skill being used"],"input_types":["Skill parameters (e.g., sheet ID, data for +append)","File paths or content for upload/send operations"],"output_types":["Structured JSON response from the skill operation","Success/failure status with error details"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_5","uri":"capability://tool.use.integration.service.helper.abstractions.for.common.operations","name":"service-helper-abstractions-for-common-operations","description":"Provides high-level service helpers (+append, +upload, +send, +read) that encapsulate common patterns across Google Workspace services without requiring deep API knowledge. Helpers are implemented as convenience wrappers over raw API calls, handling parameter marshaling, error handling, and response formatting. For example, +upload abstracts Drive file creation with multipart uploads, +append handles Sheets batch updates, +send manages Gmail message composition with attachments.","intents":["I want to upload a file to Google Drive without understanding multipart upload mechanics","I need to append rows to a Google Sheet with a simple command","I want to send an email with attachments without constructing MIME messages"],"best_for":["Operators and DevOps engineers performing routine Workspace tasks","Automation scripts that need readable, maintainable commands","Teams building Workspace workflows without deep API expertise"],"limitations":["Helpers are opinionated; advanced use cases may require raw API calls","Parameter validation happens at helper level; some edge cases may not be caught","Helpers add ~50-100ms overhead per operation compared to direct API calls","Limited customization; complex workflows may need to bypass helpers"],"requires":["gws binary with service helper support","Appropriate Google Workspace API permissions"],"input_types":["File paths (for +upload)","Data arrays (for +append)","Email content and recipients (for +send)","Document IDs (for +read)"],"output_types":["Structured JSON with operation results","File IDs, update counts, or extracted content"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_6","uri":"capability://safety.moderation.response.sanitization.with.google.cloud.model.armor","name":"response-sanitization-with-google-cloud-model-armor","description":"Integrates Google Cloud Model Armor via the --sanitize flag to filter sensitive data from API responses before returning them to users or agents. Sanitization removes PII (personally identifiable information), credentials, and other sensitive fields from structured responses, making them safe for logging, sharing, or passing to untrusted agents. Implemented at the response serialization layer, operating on the JSON response before output formatting.","intents":["I want to log API responses without exposing user email addresses or personal data","I need to share Workspace data with external agents without leaking sensitive information","I want to ensure compliance by removing PII from exported data"],"best_for":["Organizations with strict data privacy and compliance requirements (GDPR, HIPAA)","Workflows sharing Workspace data with external AI agents or third-party systems","Logging and monitoring systems that must not expose sensitive data"],"limitations":["--sanitize adds ~100-200ms latency per response due to Model Armor processing","Sanitization rules are defined by Google Cloud Model Armor; custom rules not supported","Over-sanitization may remove legitimate data; requires testing per use case","Requires Google Cloud Model Armor API access; additional cost and setup"],"requires":["gws with --sanitize flag support","Google Cloud Model Armor API enabled and configured","Appropriate IAM permissions for Model Armor"],"input_types":["Structured JSON API responses"],"output_types":["Sanitized JSON with sensitive fields removed or masked"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_7","uri":"capability://tool.use.integration.parameter.passing.with.json.and.inline.syntax","name":"parameter-passing-with-json-and-inline-syntax","description":"Supports flexible parameter passing via --params (JSON object), --json (raw JSON file), and inline flag syntax for API method arguments. Parameters are validated against Discovery Document schemas before sending to Google APIs, ensuring type correctness and required field presence. Supports nested objects and arrays, allowing complex request bodies to be specified from the command line or files.","intents":["I want to pass complex JSON parameters to a Google API from the command line","I need to load request bodies from files for batch operations","I want parameter validation before sending requests to catch errors early"],"best_for":["DevOps engineers building complex Workspace automation","Batch operations with large or nested request payloads","Workflows that need to validate parameters before API calls"],"limitations":["Command-line JSON can be verbose and hard to read for complex payloads; files recommended","Parameter validation only checks schema compliance; business logic validation not supported","Large JSON files may exceed command-line argument limits on some systems","No built-in templating; dynamic parameters require external tools (envsubst, jinja2)"],"requires":["gws with --params and --json flag support","Valid JSON syntax for parameters"],"input_types":["JSON objects (--params flag)","JSON files (--json flag)","Inline flag values"],"output_types":["Validated request parameters","API responses"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_8","uri":"capability://tool.use.integration.two.phase.argument.parsing.for.dynamic.commands","name":"two-phase-argument-parsing-for-dynamic-commands","description":"Implements a two-phase parsing strategy that bridges static CLI argument parsing (clap) with dynamic Discovery Document schemas. Phase 1 parses global flags (--format, --sanitize, --page-all) using clap; Phase 2 loads the Discovery Document for the requested API and builds method-specific argument parsers dynamically. This allows gws to support arbitrary Google API methods without pre-compiling command definitions, while still providing early validation and help text.","intents":["I want to use gws with new Google APIs without waiting for code updates","I need help text and argument validation for dynamically discovered commands","I want a single parsing strategy that works for all Google Workspace APIs"],"best_for":["Organizations using cutting-edge Google Workspace APIs","Developers building gws extensions or integrations","Teams that need to support new Google APIs immediately upon release"],"limitations":["Two-phase parsing adds ~200-500ms latency compared to static CLIs","Help text generation depends on Discovery Document quality; some APIs have poor documentation","Argument validation only checks schema compliance; semantic validation not supported","Debugging parsing errors requires understanding both clap and Discovery Document schemas"],"requires":["gws binary with two-phase parsing support","Network access to Google Discovery Service"],"input_types":["CLI arguments and flags","Discovery Document JSON schemas"],"output_types":["Parsed arguments ready for API calls","Help text and usage information"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github-googleworkspace--cli__cap_9","uri":"capability://tool.use.integration.gemini.cli.extension.integration.for.llm.agents","name":"gemini-cli-extension-integration-for-llm-agents","description":"Integrates with Google's Gemini CLI extension to expose gws commands and skills as tools available to Gemini LLM agents. The extension reads gws SKILL.md files and command definitions to build a tool registry that Gemini can invoke. Enables Gemini agents to autonomously perform Workspace tasks (send emails, create documents, manage calendars) by calling gws commands with natural language reasoning.","intents":["I want Gemini to autonomously manage my Google Workspace without manual intervention","I need my LLM agent to understand and invoke gws skills for Workspace automation","I want to build Workspace workflows driven by Gemini's reasoning capabilities"],"best_for":["Organizations using Google Gemini for AI automation","Teams building LLM-driven Workspace workflows","Developers integrating Gemini with Workspace automation"],"limitations":["Requires Gemini API access and appropriate permissions","Skill documentation must be accurate for Gemini to invoke correctly; outdated docs cause failures","Gemini's reasoning may not always choose the optimal gws command for a task","No built-in error recovery; Gemini must handle API failures and retry logic"],"requires":["Google Gemini API access","gws binary with Gemini CLI extension support","Appropriate Google Workspace API permissions"],"input_types":["Natural language instructions to Gemini","gws command definitions and SKILL.md documentation"],"output_types":["Gemini-invoked gws commands","Workspace operation results"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":53,"verified":false,"data_access_risk":"high","permissions":["Network access to Google Discovery Service (https://www.googleapis.com/discovery/v1/apis)","Valid Google API credentials (OAuth2, service account, or access token)","Rust 1.70+ (if building from source) or Node.js 16+ (if using npm binary)","gws binary with --format flag support","jq (optional, for JSON filtering) or other CLI tools for downstream processing","gws binary with HTTP client support","Valid Google API credentials","gws binary","Google Workspace account with appropriate API permissions","Separate OAuth2 consent or service account permissions for each API being used"],"failure_modes":["Discovery Service must be reachable at runtime — offline operation requires cached schemas","Initial command discovery adds ~500ms-1s latency on first invocation per API","Depends on Google maintaining Discovery Service format stability; breaking changes would require gws updates","Cannot add custom commands or aliases beyond what Discovery Service exposes","CSV export flattens nested objects — complex hierarchical data may lose structure","Table format is human-readable but not machine-parseable; use JSON for automation","Large result sets (>10k records) may be slow to format as tables; NDJSON or JSON recommended","Format conversion happens client-side; no server-side filtering or aggregation","Retry logic uses exponential backoff; total retry time can exceed 1-2 minutes for heavily rate-limited APIs","Retries only apply to idempotent operations; non-idempotent calls (POST, PUT) may fail if retried","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.736674631782811,"quality":0.5,"ecosystem":0.6000000000000001,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:21.550Z","last_scraped_at":"2026-05-03T13:57:04.027Z","last_commit":"2026-04-29T21:26:20Z"},"community":{"stars":25685,"forks":1325,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=googleworkspace--cli","compare_url":"https://unfragile.ai/compare?artifact=googleworkspace--cli"}},"signature":"+QgN08EHOpEg0EYXiVAF6oIiEaIyDvIQawFyZ6CMXZ/gq2xn5uG533AfbtvpjsAP5n1IWRSytznnD3SUwp8YAA==","signedAt":"2026-06-22T04:46:17.470Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/googleworkspace--cli","artifact":"https://unfragile.ai/googleworkspace--cli","verify":"https://unfragile.ai/api/v1/verify?slug=googleworkspace--cli","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}