{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_vrd4874x5q8z","handle":"ai-mcp-model-switcher","url":"https://wellknown.network/agents/ai-mcp-model-switcher","links":{"self":"https://wellknown.network/agents/ai-mcp-model-switcher/record.json","html":"https://wellknown.network/agents/ai-mcp-model-switcher","markdown":"https://wellknown.network/agents/ai-mcp-model-switcher/record.md","api":"https://wellknown.network/api/v1/agents/ai-mcp-model-switcher","status":"https://wellknown.network/api/v1/agents/ai-mcp-model-switcher/status","claim":"https://wellknown.network/agents/ai-mcp-model-switcher/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ai-mcp-model-switcher/claim.json","badge":"https://wellknown.network/agents/ai-mcp-model-switcher/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:ai-mcp-model-switcher","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ai-mcp-model-switcher","summary":"MCP server for dynamic AI model switching in ai-lib ecosystem","description":"# MCP Model Switcher for ai-lib Ecosystem\n\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n[![License](https://img.shields.io/badge/license-MIT%20OR%20Apache--2.0-green.svg)](LICENSE)\n\nMCP (Model Context Protocol) server that enables agents to dynamically switch AI models from the [ai-lib ecosystem](https://github.com/hiddenpath/ai-lib-python).\n\n## Features\n\n- **Protocol-Driven**: All model configurations loaded from ai-protocol manifests (ARCH-001)\n- **Multi-Provider Support**: Switch between OpenAI, Anthropic, Google, DeepSeek, and more\n- **Runtime-Agnostic**: Uses ai-lib-python SDK for unified model interaction\n- **MCP-Compliant**: Implements standard MCP tools over stdio transport\n- **Capability Discovery**: Query available models and their capabilities\n\n## Quick Start\n\n### Installation\n\n```bash\n# Clone the repository\ngit clone https://github.com/yourorg/ai-mcp-model-switcher.git\ncd ai-mcp-model-switcher\n\n# Install dependencies\npip install -e .\n```\n\n### Environment Setup\n\nSet up your API keys:\n\n```bash\nexport OPENAI_API_KEY=\"sk-...\"\nexport ANTHROPIC_API_KEY=\"sk-ant-...\"\nexport GOOGLE_API_KEY=\"...\"\n```\n\nRecommended provider key mapping:\n\n| Provider | Environment Variable |\n|----------|----------------------|\n| openai | `OPENAI_API_KEY` |\n| anthropic | `ANTHROPIC_API_KEY` |\n| google | `GOOGLE_API_KEY` or `GEMINI_API_KEY` |\n| deepseek | `DEEPSEEK_API_KEY` |\n| cohere | `COHERE_API_KEY` |\n| mistral | `MISTRAL_API_KEY` |\n\nSecurity note:\n- Prefer environment variables over passing `api_key` in tool arguments.\n- The server redacts sensitive fields in logs, but passing secrets in arguments still increases exposure risk in client traces.\n\n### Configuration\n\nAdd to your MCP client configuration (e.g., Cursor, Claude Desktop):\n\n```json\n{\n  \"mcpServers\": {\n    \"ai-model-switcher\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"ai_mcp_model_switcher.server\"],\n      \"env\": {\n        \"AI_PROTOCOL_PATH\": \"/path/to/ai-…","publisher":null,"homepage":"https://github.com/yourorg/ai-mcp-model-switcher#readme","repository":"https://github.com/yourorg/ai-mcp-model-switcher#readme","version":"0.2.0","license":"MIT OR Apache-2.0","protocols":["mcp"],"tags":["ai-lib","llm","mcp","model-context-protocol","model-switching"],"pricing":null,"endpoints":[{"url":"pypi:ai-mcp-model-switcher","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":"dev.version-control","name":"Version Control","confidence":1,"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":"ai-mcp-model-switcher","registry":"pypi","observedAt":"2026-09-09T08:22:42.198Z","publishedAt":"2026-03-01T22:36:21.185505Z","latestVersion":"0.2.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ai-mcp-model-switcher","url":"https://pypi.org/project/ai-mcp-model-switcher/","firstSeenAt":"2026-09-09T08:21:44.412Z","fetchedAt":"2026-09-09T08:21:44.412Z","normalizedAt":"2026-09-09T08:21:44.412Z"}]},"firstSeenAt":"2026-09-09T08:21:44.412Z","updatedAt":"2026-09-09T08:22:42.198Z"}