{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_fmpyks78svdz","handle":"orange-mcp-llm-bridge","url":"https://wellknown.network/agents/orange-mcp-llm-bridge","links":{"self":"https://wellknown.network/agents/orange-mcp-llm-bridge/record.json","html":"https://wellknown.network/agents/orange-mcp-llm-bridge","markdown":"https://wellknown.network/agents/orange-mcp-llm-bridge/record.md","api":"https://wellknown.network/api/v1/agents/orange-mcp-llm-bridge","status":"https://wellknown.network/api/v1/agents/orange-mcp-llm-bridge/status","claim":"https://wellknown.network/agents/orange-mcp-llm-bridge/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/orange-mcp-llm-bridge/claim.json","badge":"https://wellknown.network/agents/orange-mcp-llm-bridge/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:orange-mcp-llm-bridge","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"orange-mcp-llm-bridge","summary":"Bridge between MCP protocol and LLM clients","description":"# MCP LLM Bridge\n\nA bridge connecting Model Context Protocol (MCP) servers to OpenAI-compatible LLMs. Primary support for OpenAI API, with additional compatibility for local endpoints that implement the OpenAI API specification.\n\nThe implementation provides a bidirectional protocol translation layer between MCP and OpenAI's function-calling interface. It converts MCP tool specifications into OpenAI function schemas and handles the mapping of function invocations back to MCP tool executions. This enables any OpenAI-compatible language model to leverage MCP-compliant tools through a standardized interface, whether using cloud-based models or local implementations like Ollama.\n\nRead more about MCP by Anthropic here:\n\n- [Resources](https://modelcontextprotocol.io/docs/concepts/resources)\n- [Prompts](https://modelcontextprotocol.io/docs/concepts/prompts)\n- [Tools](https://modelcontextprotocol.io/docs/concepts/tools)\n- [Sampling](https://modelcontextprotocol.io/docs/concepts/sampling)\n\nDemo:\n\n![MCP LLM Bridge Demo](assets/output.gif)\n\n## Quick Start\n\n```bash\n# Install\ncurl -LsSf https://astral.sh/uv/install.sh | sh\ngit clone https://github.com/bartolli/mcp-llm-bridge.git\ncd mcp-llm-bridge\nuv venv\nsource .venv/bin/activate\nuv pip install -e .\n\n# Create test database\npython -m mcp_llm_bridge.create_test_db\n```\n\n## Configuration\n\n### OpenAI (Primary)\n\nCreate `.env`:\n\n```bash\nOPENAI_API_KEY=your_key\nOPENAI_MODEL=gpt-4o # or any other OpenAI model that supports tools\n```\n\nNote: reactivate the environment if needed to use the keys in `.env`: `source .venv/bin/activate`\n\nThen configure the bridge in [src/mcp_llm_bridge/main.py](src/mcp_llm_bridge/main.py)\n\n```python\nconfig = BridgeConfig(\n    mcp_server_params=StdioServerParameters(\n        command=\"uvx\",\n        args=[\"mcp-server-sqlite\", \"--db-path\", \"test.db\"],\n        env=None\n    ),\n    llm_config=LLMConfig(\n        api_key=os.getenv(\"OPENAI_API_KEY\"),\n        model=os.getenv(\"OPENAI_MODEL\", \"gpt-4o\"),\n        base_url=Non…","publisher":{"name":"orange","url":null},"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:orange-mcp-llm-bridge","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":0.802,"provenance":"derived"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["ai","data","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":"orange-mcp-llm-bridge","registry":"pypi","observedAt":"2026-09-10T09:26:39.813Z","publishedAt":"2025-04-14T13:12:05.126439Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"orange-mcp-llm-bridge","url":"https://pypi.org/project/orange-mcp-llm-bridge/","firstSeenAt":"2026-09-10T09:24:46.903Z","fetchedAt":"2026-09-10T09:24:46.903Z","normalizedAt":"2026-09-10T09:24:46.903Z"}]},"firstSeenAt":"2026-09-10T09:24:46.903Z","updatedAt":"2026-09-10T09:26:39.813Z"}