{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_p7jdsjbsmdte","handle":"llm-wrapper-mcp-server","url":"https://wellknown.network/agents/llm-wrapper-mcp-server","links":{"self":"https://wellknown.network/agents/llm-wrapper-mcp-server/record.json","html":"https://wellknown.network/agents/llm-wrapper-mcp-server","markdown":"https://wellknown.network/agents/llm-wrapper-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/llm-wrapper-mcp-server","status":"https://wellknown.network/api/v1/agents/llm-wrapper-mcp-server/status","claim":"https://wellknown.network/agents/llm-wrapper-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/llm-wrapper-mcp-server/claim.json","badge":"https://wellknown.network/agents/llm-wrapper-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/llm-wrapper-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/llm-wrapper-mcp-server/tools"},"ard":{"identifier":"urn:air::server:llm-wrapper-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"llm-wrapper-mcp-server","summary":"Wrap a call to any remote LLM model and expose it as an MCP server tool to allow your main model to communicate with other models.","description":"# LLM Wrapper MCP Server\n\n> \"Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.\"\n\nA Model Context Protocol (MCP) server wrapper designed to facilitate seamless interaction with various Large Language Models (LLMs) through a standardized interface. This project enables developers to integrate LLM capabilities into their applications by providing a robust and flexible server that handles LLM calls, tool execution, and result processing.\n\n## Features\n\n- Implements the Model Context Protocol (MCP) specification for standardized LLM interactions.\n- Provides a FastAPI-based server for handling LLM requests and responses.\n- Supports advanced features like tool calls and results through the MCP protocol.\n- Configurable to use various LLM providers (e.g., OpenRouter, local models).\n- Designed for extensibility, allowing easy integration of new LLM backends.\n- Integrates with `llm-accounting` for robust logging, rate limiting, and audit functionalities, enabling monitoring of remote LLM usage, inference costs, and inspection of queries/responses for debugging or legal purposes.\n\n## Dependencies\n\nThis project relies on the following key dependencies:\n\n### Core Dependencies:\n*   `fastapi`: A modern, fast (high-performance) web framework for building APIs with Python 3.7+.\n*   `uvicorn`: An ASGI server, used to run FastAPI applications.\n*   `pydantic`: Data validation and settings management using Python type hints.\n*   `pydantic-settings`: Pydantic's settings management for environment variables and configuration.\n*   `python-dotenv`: Reads key-value pairs from a `.env` file and sets them as environment variables.\n*   `requests`: An elegant and simple HTTP library for Python.\n*   `tiktoken`: A fast BPE tokeniser for use with OpenAI's models.\n*   `llm_accounting`: For robust logging, rate limiting, and audit functionalities, enabling monitoring of remote LLM usage, inference costs, and inspection of qu…","publisher":null,"homepage":null,"repository":null,"version":"0.1.3","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:llm-wrapper-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"ai.model-access","name":"Model Access","confidence":0.894,"provenance":"derived"}],"categories":["ai"],"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":"llm-wrapper-mcp-server","registry":"pypi","observedAt":"2026-11-03T11:24:42.295Z","publishedAt":"2025-05-29T15:19:22.656074Z","latestVersion":"0.1.3"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"llm-wrapper-mcp-server","url":"https://pypi.org/project/llm-wrapper-mcp-server/","firstSeenAt":"2026-09-09T23:25:55.127Z","fetchedAt":"2026-11-03T11:23:04.677Z","normalizedAt":"2026-11-03T11:23:04.677Z"}]},"firstSeenAt":"2026-09-09T23:25:55.127Z","updatedAt":"2026-11-03T11:24:42.295Z"}