{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_echex8j3zyuc","handle":"iflow-mcp-tg-mcp","url":"https://wellknown.network/agents/iflow-mcp-tg-mcp","links":{"self":"https://wellknown.network/agents/iflow-mcp-tg-mcp/record.json","html":"https://wellknown.network/agents/iflow-mcp-tg-mcp","markdown":"https://wellknown.network/agents/iflow-mcp-tg-mcp/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-tg-mcp","status":"https://wellknown.network/api/v1/agents/iflow-mcp-tg-mcp/status","claim":"https://wellknown.network/agents/iflow-mcp-tg-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-tg-mcp/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-tg-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-tg-mcp/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-tg-mcp/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-tg-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_tg-mcp","summary":"A lightweight Python interface that exposes TigerGraph operations as structured tools and URI-based resources for MCP agents","description":"# TG_MCP\n![Integration](https://github.com/user-attachments/assets/cea6c4a3-1293-4bac-8c20-d1ecd7f0e866)\n\nA lightweight Python interface that exposes TigerGraph operations (queries, schema, vertices, edges, UDFs) as structured tools and URI-based resources for MCP agents.\n\n## Table of Contents\n\n1. [Features](#features)  \n2. [Project Structure](#project-structure)  \n3. [Installation](#installation)  \n4. [Configuration](#configuration)  \n5. [Connecting to Claude](#connecting-to-claude)\n6. [Examples](#examples)  \n7. [Contributing](#contributing)  \n8. [License](#license)  \n\n## Features\n\n- **Schema Introspection**  \n  Retrieve full graph schema (vertex & edge types).\n\n- **Query Execution**  \n  Run installed GSQL queries or raw GSQL strings with parameters.\n\n- **Vertex & Edge Upsert**  \n  Create or update vertices and edges programmatically.\n\n- **Resource URIs**  \n  Access graph objects through `tgraph://vertex/...` and `tgraph://query/...` URIs.\n\n- **UDF & Algorithm Listing**  \n  Fetch installed user-defined functions and GDS algorithm catalogs.\n\n## Project Structure\n\n```\nTG_MCP/\n├── config.py            # Environment config (HOST, GRAPH, SECRET)\n├── tg_client.py         # Encapsulates TigerGraphConnection and core operations\n├── tg_tools.py          # `@mcp.tool` definitions exposing client methods\n├── tg_resources.py      # `@mcp.resource` URI handlers\n├── main.py              # MCP app bootstrap (`mcp.run()`)\n├── pyproject.toml       # Project metadata & dependencies\n├── LICENSE              # MIT License\n└── .gitignore           # OS/Python ignore rules\n```\n\n## Installation\n\n1. **Clone the repo**  \n   ```bash\n   git clone https://github.com/Muzain187/TG_MCP.git\n   cd TG_MCP\n   ```\n\n2. **Create & activate a virtual environment**  \n   ```bash\n   python3 -m venv venv\n   source venv/bin/activate\n   ```\n\n3. **Install dependencies**  \n   ```bash\n   pip install .\n   ```\n   > Requires `mcp[cli]>=1.6.0` and `pyTigerGraph>=1.8.6`.\n\n## Configuration\n\nSet the following environm…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_tg-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"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":"iflow-mcp_tg-mcp","registry":"pypi","observedAt":"2026-09-15T20:21:28.529Z","publishedAt":"2025-11-27T06:14:43.375407Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_tg-mcp","url":"https://pypi.org/project/iflow-mcp_tg-mcp/","firstSeenAt":"2026-09-09T21:24:21.150Z","fetchedAt":"2026-09-15T20:20:04.421Z","normalizedAt":"2026-09-15T20:20:04.421Z"}]},"firstSeenAt":"2026-09-09T21:24:21.150Z","updatedAt":"2026-09-15T20:21:28.529Z"}