{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_rspa8craxs7w","handle":"tigergraph-mcp","url":"https://wellknown.network/agents/tigergraph-mcp","links":{"self":"https://wellknown.network/agents/tigergraph-mcp/record.json","html":"https://wellknown.network/agents/tigergraph-mcp","markdown":"https://wellknown.network/agents/tigergraph-mcp/record.md","api":"https://wellknown.network/api/v1/agents/tigergraph-mcp","status":"https://wellknown.network/api/v1/agents/tigergraph-mcp/status","claim":"https://wellknown.network/agents/tigergraph-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/tigergraph-mcp/claim.json","badge":"https://wellknown.network/agents/tigergraph-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/tigergraph-mcp/history","tools":"https://wellknown.network/api/v1/agents/tigergraph-mcp/tools"},"ard":{"identifier":"urn:air::server:tigergraph-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"tigergraph-mcp","summary":"Model Context Protocol (MCP) server for TigerGraph","description":"# tigergraph-mcp\n\n<!-- mcp-name: io.github.tigergraph/tigergraph-mcp -->\n\nModel Context Protocol (MCP) server for TigerGraph — lets AI agents interact with TigerGraph through the MCP standard. All tools use pyTigerGraph's async APIs for optimal performance.\n\n## Table of Contents\n\n- [Requirements](#requirements)\n- [Installation](#installation)\n- [Getting Started](#getting-started)\n- [Usage](#usage)\n  - [Running the MCP Server](#running-the-mcp-server)\n    - [stdio (single user, one IDE/agent)](#stdio-default--single-user-one-ideagent)\n    - [Streamable HTTP / SSE (multi-user, shared server)](#streamable-http--sse-multi-user-shared-server)\n  - [Use with Claude Code](#use-with-claude-code)\n  - [Configuration](#configuration)\n  - [Multiple Connection Profiles](#multiple-connection-profiles)\n  - [HTTP Mode End-to-End](#http-mode-end-to-end)\n    - [Which connection a request gets](#which-connection-a-request-gets)\n    - [Serving several users](#serving-several-users)\n  - [Serving a Subset of the Tools](#serving-a-subset-of-the-tools)\n  - [Logging Tool Calls](#logging-tool-calls)\n  - [Using with Existing Connection](#using-with-existing-connection)\n- [Client Examples](#client-examples)\n  - [LangChain / LangGraph over stdio](#langchain--langgraph-over-stdio)\n  - [LangChain / LangGraph over HTTP](#langchain--langgraph-over-http)\n  - [MCP SDK over stdio](#mcp-sdk-over-stdio)\n  - [MCP SDK over HTTP](#mcp-sdk-over-http)\n- [Available Tools](#available-tools)\n- [Loading from a Data Warehouse](docs/warehouse_loading.md)\n- [LLM-Friendly Features](#llm-friendly-features)\n  - [Structured Responses](#structured-responses)\n  - [Rich Tool Descriptions](#rich-tool-descriptions)\n  - [Token Optimization](#token-optimization)\n  - [Tool Discovery](#tool-discovery)\n- [Notes](#notes)\n\n## Requirements\n\n- **Python 3.10 through 3.14**\n- **MCP SDK 1.x or 2.x** — the server works with either generation of the `mcp` package. Client code differs between them; see [MCP SDK over HTTP](#mcp-sdk-over-ht…","publisher":null,"homepage":"https://docs.tigergraph.com/pytigergraph/current/intro/","repository":"https://github.com/tigergraph/tigergraph-mcp/issues","version":"1.0.4","license":"Apache-2.0","protocols":["mcp"],"tags":["tigergraph","mcp","model","context","protocol","ai","graph","database"],"pricing":null,"endpoints":[{"url":"pypi:tigergraph-mcp","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"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"}],"categories":["data","knowledge"],"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":"tigergraph-mcp","registry":"pypi","observedAt":"2026-10-29T00:27:01.828Z","publishedAt":"2026-10-07T23:32:00.765832Z","latestVersion":"1.0.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"tigergraph-mcp","url":"https://pypi.org/project/tigergraph-mcp/","firstSeenAt":"2026-09-10T14:22:27.202Z","fetchedAt":"2026-10-29T00:25:24.927Z","normalizedAt":"2026-10-29T00:25:24.927Z"}]},"firstSeenAt":"2026-09-10T14:22:27.202Z","updatedAt":"2026-10-29T00:27:01.828Z"}