{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_kqt85m22umds","handle":"bigquery-mcp-2","url":"https://wellknown.network/agents/bigquery-mcp-2","links":{"self":"https://wellknown.network/agents/bigquery-mcp-2/record.json","html":"https://wellknown.network/agents/bigquery-mcp-2","markdown":"https://wellknown.network/agents/bigquery-mcp-2/record.md","api":"https://wellknown.network/api/v1/agents/bigquery-mcp-2","status":"https://wellknown.network/api/v1/agents/bigquery-mcp-2/status","claim":"https://wellknown.network/agents/bigquery-mcp-2/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/bigquery-mcp-2/claim.json","badge":"https://wellknown.network/agents/bigquery-mcp-2/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:bigquery-mcp-2","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"bigquery-mcp","summary":"BigQuery MCP server optimized for quick navigation of larger projects and datasets.","description":"# 🗂️ BigQuery MCP Server\n\nPractical MCP server for navigating BigQuery datasets and tables by LLMs. Designed for larger projects with many datasets/tables, optimized to keep LLM context small while staying fast and safe.\n\n- **Minimal by default**: list datasets and tables names; fetch details only when asked\n- **Navigate larger projects**: filter by name, request detailed metadata/schemas on demand\n- **Quick table insight**: optional schema, column descriptions and fill-rate to help an agent decide relevance fast\n- **Safe to run**: read-only query execution with guardrails (SELECT/WITH only, comment stripping)\n- **Supports vector search**: Use bigquery as your vector store. See [Vector Search](#-vector-search-optional) section for full setup instructions.\n\n## Quick Start\n\n**Prerequisites:** Python 3.10+ and [uv](https://github.com/astral-sh/uv) package manager\n\n### 🚀 Quick Setup\n\n**Option 1: Direct from PyPI (Recommended)**\n```bash\n# 1. Authenticate\ngcloud auth application-default login\n\n# 2. Run server\nuvx bigquery-mcp --project YOUR_PROJECT --location US\n```\n\n**Option 2: Clone locally (development setup)**\n```bash\n# 1. Clone and setup\ngit clone https://github.com/pvoo/bigquery-mcp.git\ncd bigquery-mcp\n\n# 2. Configure environment\ncp .env.example .env\n# Edit .env with your project and location\n\n# 3. Run or inspect\nmake run      # Start server\nmake inspect  # Open MCP inspector\n```\n\n### 🔧 MCP Client Configuration\n\n**Option 1: PyPI package (Recommended)**\nSimplest setup using the published PyPI package:\n```json\n{\n  \"mcpServers\": {\n    \"bigquery\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"bigquery-mcp\",\n        \"--project\", \"your-project-id\",\n        \"--location\", \"US\"\n     ]\n    }\n  }\n}\n```\n\n**Option 2: Local clone (for development)**\n```bash\n# Clone first\ngit clone https://github.com/pvoo/bigquery-mcp.git\n```\n\n```json\n{\n  \"mcpServers\": {\n    \"bigquery\": {\n      \"command\": \"uv\",\n      \"args\": [\"--directory\", \"/absolute/path/to/bigquery-mcp\", \"run\", \"bigque…","publisher":null,"homepage":"https://pvoo.github.io/bigquery-mcp/","repository":"https://github.com/pvoo/bigquery-mcp","version":"0.1.6","license":null,"protocols":["mcp"],"tags":["python","mcp"],"pricing":null,"endpoints":[{"url":"pypi:bigquery-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"bigquery-mcp","registry":"pypi","observedAt":"2026-09-09T10:30:31.844Z","publishedAt":"2026-05-26T07:53:42.029891Z","latestVersion":"0.1.6"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"bigquery-mcp","url":"https://pypi.org/project/bigquery-mcp/","firstSeenAt":"2026-09-09T10:27:02.788Z","fetchedAt":"2026-09-09T10:27:02.788Z","normalizedAt":"2026-09-09T10:27:02.788Z"}]},"firstSeenAt":"2026-09-09T10:27:02.788Z","updatedAt":"2026-09-09T10:30:31.844Z"}