{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_kzstqk2f8tp7","handle":"iflow-mcp-pandas-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-pandas-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-pandas-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-pandas-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-pandas-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-pandas-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-pandas-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_pandas-mcp-server","summary":"A comprehensive Model Context Protocol (MCP) server that enables LLMs to execute pandas code through a standardized workflow for data analysis and visualization.","description":"# Pandas-MCP Server\n\nA comprehensive Model Context Protocol (MCP) server that enables LLMs to execute pandas code through a standardized workflow for data analysis and visualization.\n\n## 🎯 MCP Server Overview\n\nThe Pandas-MCP Server is designed as a **Model Context Protocol (MCP) server** that provides LLMs with powerful data processing capabilities. MCP is a standardized protocol that allows AI models to interact with external tools and services in a secure, structured way.\n\n## 🛠️ Installation\n\n### Prerequisites\n- Python 3.8+\n- pip package manager\n- Git (for cloning the repository)\n\n### Step 1: Clone the Repository\n```bash\ngit clone <repository-url>\ncd pandas-mcp-server\n```\n\n### Step 2: Install Dependencies\n```bash\npip install -r requirements.txt\n```\n\n### Step 3: Verify Installation\n```bash\n# Test the CLI interface\npython cli.py\n\n# Or test the MCP server directly\npython server.py\n```\n\n### Dependencies\n- **pandas>=2.0.0** - Data manipulation and analysis\n- **fastmcp>=1.0.0** - MCP server framework\n- **chardet>=5.0.0** - Character encoding detection\n- **psutil** - System monitoring for memory optimization\n\n### Claude Desktop Configuration\nAdd this configuration to your Claude Desktop settings:\n\n```json\n{\n  \"mcpServers\": {\n    \"pandas-server\": {\n      \"type\": \"stdio\",\n      \"command\": \"python\",\n      \"args\": [\"/path/to/your/pandas-mcp-server/server.py\"]\n    }\n  }\n}\n```\n\n**Note**: Replace `/path/to/your/pandas-mcp-server/server.py` with the actual path where you cloned the repository.\n\n**Example paths:**\n- Windows: `\"C:\\\\Users\\\\YourName\\\\pandas-mcp-server\\\\server.py\"`\n- macOS/Linux: `\"/home/username/pandas-mcp-server/server.py\"`\n\n### Configuration File Location\n- **Windows**: `%APPDATA%\\Claude\\claude_desktop_config.json`\n- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`\n- **Linux**: `~/.config/Claude/claude_desktop_config.json`\n\n### Verification\nAfter configuration, restart Claude Desktop. The server should appear in the MCP tools list wi…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_pandas-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":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.791,"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_pandas-mcp-server","registry":"pypi","observedAt":"2026-09-15T19:23:28.358Z","publishedAt":"2025-08-14T07:05:32.098490Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_pandas-mcp-server","url":"https://pypi.org/project/iflow-mcp_pandas-mcp-server/","firstSeenAt":"2026-09-09T20:24:53.051Z","fetchedAt":"2026-09-15T19:22:28.430Z","normalizedAt":"2026-09-15T19:22:28.430Z"}]},"firstSeenAt":"2026-09-09T20:24:53.051Z","updatedAt":"2026-09-15T19:23:28.358Z"}