{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_wr7bks3qh3yx","handle":"agent-society-mcp-client-wrapper","url":"https://wellknown.network/agents/agent-society-mcp-client-wrapper","links":{"self":"https://wellknown.network/agents/agent-society-mcp-client-wrapper/record.json","html":"https://wellknown.network/agents/agent-society-mcp-client-wrapper","markdown":"https://wellknown.network/agents/agent-society-mcp-client-wrapper/record.md","api":"https://wellknown.network/api/v1/agents/agent-society-mcp-client-wrapper","status":"https://wellknown.network/api/v1/agents/agent-society-mcp-client-wrapper/status","claim":"https://wellknown.network/agents/agent-society-mcp-client-wrapper/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/agent-society-mcp-client-wrapper/claim.json","badge":"https://wellknown.network/agents/agent-society-mcp-client-wrapper/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:agent-society-mcp-client-wrapper","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"agent-society-mcp-client-wrapper","summary":"A Python library which wraps around Anthropic's low-level MCP client","description":"# MCP Wrapper for AgentSociety\n\nA library that wraps low-level [MCP](https://github.com/agentsociety/mcp) client functionality, exposing it for easy usage as tools within a [LangChain](https://github.com/langchain-ai/langchain) workflow. This enables seamless integration of remote MCP tools for language model workflows and agent applications.\n\n## Structure\n\n### Library Code: `mcpwrap/`\n\n- **`client.py`** — Basic utility to invoke a LangChain model with a set of tools.\n- **`server_stub.py`** — Async abstraction (`ServerSession`) for connecting to and interfacing with an MCP server, exposing MCP tools for LangChain.\n- **`multi_mcp_model.py`** — Orchestrates multiple MCP server sessions and integrates their toolsets for use by one `BaseChatModel`. Handles async invocation and batching of tool requests.\n- **`llm_integration.py`** — Converts MCP tool schemas (JSON Schema) into dynamic, structured LangChain tools using Pydantic models.\n- *(You may need to install [mcp](https://pypi.org/project/mcp/) and LangChain dependencies.)*\n\n### Example App: `sample/`\n\n- Provides a minimal, integration-tested example of how to use this library in practice. (See directory for details.)\n\n## Usage Overview\n\n### 1. Connect MCP servers as tool providers\n\n```python\nfrom mcpwrap.server_stub import ServerSession\n\nsession = ServerSession(name=\"example\", url=\"http://localhost:8080\")\nawait session.initialize()  # Async context\n```\n\n### 2. Compose Multi-server Tools for LangChain\n\n```python\nfrom langchain_core.language_models.chat_models import BaseChatModel\nfrom mcpwrap.multi_mcp_model import MultiMcpModel\n\nbase_model = ... # Any supported BaseChatModel\nmcp_model = MultiMcpModel(\n    base_model=base_model,\n    mcp_servers=[session]  # Add as many as you like\n)\nawait mcp_model.initialize()\n```\n\n### 3. Use in a Chat Workflow\n\n```python\nresults = await mcp_model.ainvoke(messages)  # messages: List[BaseMessage]\n```\n\n## Features\n\n- **Wraps multiple MCP servers:** Maps their tools to a common namesp…","publisher":{"name":"Agent Society","url":null},"homepage":null,"repository":null,"version":"0.0.3","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:agent-society-mcp-client-wrapper","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":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"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":"agent-society-mcp-client-wrapper","registry":"pypi","observedAt":"2026-09-09T08:22:35.273Z","publishedAt":"2025-07-02T05:11:20.028147Z","latestVersion":"0.0.3"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"agent-society-mcp-client-wrapper","url":"https://pypi.org/project/agent-society-mcp-client-wrapper/","firstSeenAt":"2026-09-09T08:21:19.445Z","fetchedAt":"2026-09-09T08:21:19.445Z","normalizedAt":"2026-09-09T08:21:19.445Z"}]},"firstSeenAt":"2026-09-09T08:21:19.445Z","updatedAt":"2026-09-09T08:22:35.273Z"}