{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ffawb4a325p5","handle":"alpha-avatar-plugins-mcp","url":"https://wellknown.network/agents/alpha-avatar-plugins-mcp","links":{"self":"https://wellknown.network/agents/alpha-avatar-plugins-mcp/record.json","html":"https://wellknown.network/agents/alpha-avatar-plugins-mcp","markdown":"https://wellknown.network/agents/alpha-avatar-plugins-mcp/record.md","api":"https://wellknown.network/api/v1/agents/alpha-avatar-plugins-mcp","status":"https://wellknown.network/api/v1/agents/alpha-avatar-plugins-mcp/status","claim":"https://wellknown.network/agents/alpha-avatar-plugins-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/alpha-avatar-plugins-mcp/claim.json","badge":"https://wellknown.network/agents/alpha-avatar-plugins-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/alpha-avatar-plugins-mcp/history","tools":"https://wellknown.network/api/v1/agents/alpha-avatar-plugins-mcp/tools"},"ard":{"identifier":"urn:air::server:alpha-avatar-plugins-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"alpha-avatar-plugins-mcp","summary":"AlphaAvatar Framework plugin for MCP service","description":"# AlphaAvatar MCP Plugin\n\nA high-performance **Model Context Protocol (MCP) orchestration layer** for **AlphaAvatar**.\n\nThis plugin provides a **unified, parallel, and latency-optimized interface** for discovering and invoking tools exposed by one or more MCP servers — without relying on LiveKit’s native MCP tool injection chain.\n\n> We intentionally disable LiveKit’s native “inject each MCP tool into Agent as separate tool” mechanism.\n>\n> Why?\n>\n> * Too many tools degrade Agent reasoning performance.\n> * Serial tool calls increase latency.\n> * Tool explosion harms LLM decision quality.\n>\n> Instead, we provide a **single unified MCP interface** that:\n>\n> * Supports tool discovery\n> * Enables parallel execution\n> * Coordinates multi-server workflows\n> * Improves overall Agent tool-call performance\n\n---\n\n# Overview\n\nThe MCP Plugin acts as a **Tool Orchestrator Middleware** between AlphaAvatar Agents and external MCP servers.\n\nIt enables:\n\n* 🔍 Tool discovery across heterogeneous MCP servers\n* ⚡ Parallel tool execution (concurrent dispatch)\n* 🧠 Workflow coordination across multiple servers\n* 🔗 Unified abstraction for diverse capabilities (RAG, search, automation, data APIs, etc.)\n\nUnlike traditional tool injection approaches, this design:\n\n* Prevents exponential tool growth inside the Agent\n* Reduces reasoning noise\n* Avoids serial execution bottlenecks\n* Improves scalability for multi-server MCP deployments\n\n---\n\n# Core Architecture\n\n```text\nAlphaAvatar Agent\n        │\n        ▼\n    MCPHost (Unified Tool)\n        │\n        ├── search_tools()\n        └── call_tools()\n                │\n                ├── MCP Server A\n                ├── MCP Server B\n                └── MCP Server C\n```\n\nThe Agent only sees **one tool: `MCP`**.\n\nInternally, MCPHost:\n\n1. Discovers relevant tools\n2. Validates schemas\n3. Dispatches calls in parallel\n4. Aggregates structured responses\n\n---\n\n# Performance Design Philosophy\n\n## ❌ What We Avoid\n\n* Injecting hundreds of tools into the Agent\n*…","publisher":null,"homepage":null,"repository":"https://github.com/AlphaAvatar/AlphaAvatar","version":"0.6.7","license":null,"protocols":["mcp"],"tags":["ai","agents","llm","mcp","real","world","tools"],"pricing":null,"endpoints":[{"url":"pypi:alpha-avatar-plugins-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":0.917,"provenance":"derived"}],"categories":["automation"],"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":"alpha-avatar-plugins-mcp","registry":"pypi","observedAt":"2026-10-27T19:25:32.040Z","publishedAt":"2026-09-05T15:45:27.064525Z","latestVersion":"0.6.7"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"alpha-avatar-plugins-mcp","url":"https://pypi.org/project/alpha-avatar-plugins-mcp/","firstSeenAt":"2026-09-09T09:22:34.521Z","fetchedAt":"2026-10-27T19:24:11.070Z","normalizedAt":"2026-10-27T19:24:11.070Z"}]},"firstSeenAt":"2026-09-09T09:22:34.521Z","updatedAt":"2026-10-27T19:25:32.040Z"}