{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_8fg88ggw34ws","handle":"ambivo-mcp-server-fastmcp","url":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp","links":{"self":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp/record.json","html":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp","markdown":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp/record.md","api":"https://wellknown.network/api/v1/agents/ambivo-mcp-server-fastmcp","status":"https://wellknown.network/api/v1/agents/ambivo-mcp-server-fastmcp/status","claim":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp/claim.json","badge":"https://wellknown.network/agents/ambivo-mcp-server-fastmcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:ambivo-mcp-server-fastmcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ambivo-mcp-server-fastmcp","summary":"MCP Server for Ambivo API endpoints - Natural language queries and direct entity data access","description":"[![Add to Cursor](https://fastmcp.me/badges/cursor_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n[![Add to VS Code](https://fastmcp.me/badges/vscode_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n[![Add to Claude](https://fastmcp.me/badges/claude_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n[![Add to ChatGPT](https://fastmcp.me/badges/chatgpt_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n[![Add to Codex](https://fastmcp.me/badges/codex_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n[![Add to Gemini](https://fastmcp.me/badges/gemini_dark.svg)](https://fastmcp.me/MCP/Details/1410/ambivo)\n\n# Ambivo Claude MCP Server\n\nThis Claude MCP (Model Context Protocol) server provides access to Ambivo API endpoints for natural language querying of entity data with Claude AI.\n\n## Features\n\n- **Natural Language Queries**: Execute natural language queries against entity data using the `/entity/natural_query` endpoint\n- **JWT Authentication**: Secure access using Bearer token authentication\n- **Rate Limiting**: Built-in rate limiting to prevent API abuse\n- **Token Caching**: Efficient token validation with caching\n- **Error Handling**: Comprehensive error handling with detailed error messages\n- **Retry Logic**: Automatic retry with exponential backoff for failed requests\n\n## Tools\n\n### 1. `set_auth_token`\nSet the JWT Bearer token for authentication with the Ambivo API.\n\n**Parameters:**\n- `token` (string, required): JWT Bearer token\n\n**Usage:**\n```json\n{\n  \"token\": \"your-jwt-token-here\"\n}\n```\n\n### 2. `natural_query`\nExecute natural language queries against Ambivo entity data.\n\n**Parameters:**\n- `query` (string, required): Natural language query describing what data you want\n- `response_format` (string, optional): Response format - \"table\", \"natural\", or \"both\" (default: \"both\")\n\n**Example queries:**\n- \"Show me leads created this week\"\n- \"Find contacts with gmail addresses\"\n- \"List opportunities worth more than $10,000\"\n- \"Show me leads with …","publisher":{"name":"Ambivo Development Team","url":null},"homepage":"https://github.com/ambivo-corp/ambivo-mcp-server","repository":"https://github.com/fastmcp-me/ambivo-mcp-server#readme","version":"1.0.7","license":"MIT","protocols":["mcp"],"tags":["mcp","server","ambivo","api","natural","language","query","entity","data","crm","claude"],"pricing":null,"endpoints":[{"url":"pypi:ambivo-mcp-server-fastmcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"declared"},{"slug":"productivity.crm","name":"CRM & Sales","confidence":1,"provenance":"declared"},{"slug":"security.identity","name":"Identity & Access","confidence":0.825,"provenance":"derived"}],"categories":["data","productivity","security"],"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":"ambivo-mcp-server-fastmcp","registry":"pypi","observedAt":"2026-09-09T09:24:47.759Z","publishedAt":"2025-12-24T10:39:32.308360Z","latestVersion":"1.0.7"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ambivo-mcp-server-fastmcp","url":"https://pypi.org/project/ambivo-mcp-server-fastmcp/","firstSeenAt":"2026-09-09T09:22:43.429Z","fetchedAt":"2026-09-09T09:22:43.429Z","normalizedAt":"2026-09-09T09:22:43.429Z"}]},"firstSeenAt":"2026-09-09T09:22:43.429Z","updatedAt":"2026-09-09T09:24:47.759Z"}