{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_aah7skxjgh9u","handle":"iflow-mcp-xlisp-visualization-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-xlisp-visualization-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-xlisp-visualization-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-xlisp-visualization-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-xlisp-visualization-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-xlisp-visualization-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-xlisp-visualization-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_xlisp-visualization-mcp-server","summary":"A powerful Model Context Protocol (MCP) server for creating interactive data visualizations using matplotlib","description":"# Visualization MCP Server\n\nA powerful Model Context Protocol (MCP) server for creating interactive data visualizations using matplotlib. This server provides comprehensive visualization tools including relationship graphs, scatter plots, 3D visualizations, and more.\n\n![](./demov3.png)\n\n## Features\n\n- 🔗 **Relationship Graphs**: Create network diagrams to visualize connections between entities\n- 📊 **Scatter Plots**: Basic and classification scatter plots with customizable styling\n- 🌐 **3D Visualizations**: Support for 3D scatter plots, surface plots, and wireframes\n- 📈 **Statistical Charts**: Histograms, line plots, and heatmaps\n- 💾 **Auto-save**: Automatically saves high-resolution images to temporary directory\n- 🖼️ **Live Display**: Shows plots in interactive matplotlib windows\n- 🎨 **Customizable**: Extensive styling options for colors, labels, and layouts\n\n## Installation\n\n### Prerequisites\n\n```bash\n\n$ python3 -m venv .venv --upgrade-deps \n\n$ source .venv/bin/activate\n\n$ pip install \"mcp[cli]\" httpx\n\n$ pip install   matplotlib numpy pandas networkx\n\n```\n\n### Clone and Run\n\n```bash\ngit clone https://github.com/xlisp/visualization-mcp-server.git\ncd visualization-mcp-server\npython visualization_server.py\n```\n\n## Usage\n\n## 1. Cladue Desktop Client Config\n\n```json\n    \"visualization\": {\n      \"command\": \"/Users/clojure/Desktop/visualization-mcp-server/.venv/bin/python\",\n      \"args\": [\n        \"/Users/clojure/Desktop/visualization-mcp-server/visualization_server.py\"\n      ]\n    }\n\n```\n\nThe server provides several visualization tools that can be called via MCP protocol:\n\n### 1. Relationship Graph\n\n![](./demo2.png)\n\nCreate network diagrams to show relationships between entities:\n\n```python\n# Example: Show relationships between A, B, C, D\nnodes = [\"Alice\", \"Bob\", \"Charlie\", \"Diana\"]\nedges = [[\"Alice\", \"Bob\"], [\"Bob\", \"Charlie\"], [\"Alice\", \"Charlie\"], [\"Charlie\", \"Diana\"]]\n\n# Call: create_relationship_graph(nodes, edges, \"Social Network\")\n```\n\n**Parameters:**\n- `no…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_xlisp-visualization-mcp-server","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":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.791,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["analytics","dev","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":"iflow-mcp_xlisp-visualization-mcp-server","registry":"pypi","observedAt":"2026-09-15T20:21:39.505Z","publishedAt":"2026-02-14T09:02:16.867988Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_xlisp-visualization-mcp-server","url":"https://pypi.org/project/iflow-mcp_xlisp-visualization-mcp-server/","firstSeenAt":"2026-09-09T21:25:08.726Z","fetchedAt":"2026-09-15T20:20:52.236Z","normalizedAt":"2026-09-15T20:20:52.236Z"}]},"firstSeenAt":"2026-09-09T21:25:08.726Z","updatedAt":"2026-09-15T20:21:39.505Z"}