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LangChain MCP AdaptersThis library provides a lightweight wrapper that makes Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph.Features🛠️ Convert MCP tools into LangChain tools that can be used with LangGraph agents📦 A client implementation that allows you to connect to multiple MCP servers and load tools from themInstallationpip install langchain-mcp-adaptersQuickstartHere is a simple example of using the MCP tools with a LangGraph agent.">pip install langchain-mcp-adapters langgraph langchain-openaiexport OPENAI_API_KEY=your_api_key>ServerFirst, let's create an MCP server that can add and multiply numbers. int: """Add two numbers""" return a + [email protected]()def multiply(a: int, b: int) -> int: """Multiply two numbers""" return a * bif __name__ == "__main__": mcp.run(transport="stdio")"># math_server.pyfrom mcp.server.fastmcp import FastMCPmcp = FastMCP("Math")@mcp.tool()def add(a: int, b: int) -> int: """Add two numbers""" return a + [email protected]()def multiply(a: int, b: int) -> int: """Multiply two numbers""" return a * bif __name__ == "__main__": mcp.run(transport="stdio")Client# Create server parameters for stdio connectionfrom mcp import ClientSession, StdioServerParametersfrom mcp.client.stdio import stdio_clientfrom langchain_mcp_adapters.tools import load_mcp_toolsfrom langgraph.prebuilt import create_react_agentfrom langchain_openai import ChatOpenAImodel = ChatOpenAI(model="gpt-4o")server_params = StdioServerParameters( command="python", # Make sure to update to the full absolute path to your math_server.py file args=["/path/to/math_server.py"],)async with stdio_client(server_params) as (read, write): async with ClientSession(read, write) as session: # Initialize the connection await session.initialize() # Get tools tools = await load_mcp_tools(session) # Create and run the agent agent = create_react_agent(model, tools) agent_response = await agent.ainvoke({"messages": "what's (3 + 5) x 12?"})Multiple MCP ServersThe library also allows you to connect to multiple MCP servers and load tools from them:Server str: """Get weather for location.""" return "It's always sunny in New York"if __name__ == "__main__": mcp.run(transport="sse")"># math_server.py...# weather_server.pyfrom typing import Listfrom mcp.server.fastmcp import FastMCPmcp = FastMCP("Weather")@mcp.tool()async def get_weather(location: str) -> str: """Get weather for location.""" return "It's always sunny in New York"if __name__ == "__main__": mcp.run(transport="sse")Clientfrom langchain_mcp_adapters.client import MultiServerMCPClientfrom langgraph.prebuilt import create_react_agentfrom langchain_openai import ChatOpenAImodel = ChatOpenAI(model="gpt-4o")async with MultiServerMCPClient( { "math": { "command": "python", # Make sure to update to the full absolute path to your math_server.py file "args": ["/path/to/math_server.py"], "transport": "stdio", }, "weather": { # make sure you start your weather server on port 8000 "url": " "transport": "sse", } }) as client:

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Dalya Posts: 1 Joined: 16 Mar 2020 19:30 Sort a List of Functors Hello everybody please, is there someone who can teach me How can I sort a list of functors based on the fourth atom? For instance, if I have the following list[p('a', 2.5, 2, 4), p('b', 7.5, 3, 1)], then the sorted copy of this list, in ascending order, would be [p('b', 7.5, 3, 1), p('a', 2.5, 2, 4)]. Gukalov VIP Member Posts: 68 Joined: 5 Oct 2011 15:16 Re: Sort a List of Functors Post by Gukalov » 25 Jun 2022 10:38 Generally, define your own COMPARATOR and use list::sortBy/2 or list::sortBy/3.Usually, it's enough "meaningful" functor and list::sort/1 or list::sort/2. Harrison Pratt VIP Member Posts: 458 Joined: 5 Nov 2000 0:01 Re: Sort a List of Functors Post by Harrison Pratt » 25 Jun 2022 15:45 Here's an example you can test for yourself as a console application.Code: Select alldomains pTerm = p(integer, integer, integer, integer). clauses run() :- PTerms = [p(1, 2, 3, 4), p(3, 2, 1, 0), p(6, 3, 1, 2), p(2, 5, 7, 8)], ValueN = { (Index, P) = I :- p(A, B, C, D) = P, I = list::nth(Index, [A, B, C, D]) }, Pos = 2, % Note: a 0-based index is used in the ValueN anonymous predicate SortedPTerms = list::sortBy({ (L, R) = compare(ValueN(Pos, L), ValueN(Pos, R)) }, PTerms), % stdio::write("\n\nUNSORTED"), foreach p(A, B, C, D) in PTerms do stdio::writef("\n%,%,%,%", A, B, C, D) end foreach, stdio::write("\n\nSORTED on position index (0...N)", Pos), foreach p(A, B, C, D) in SortedPTerms do stdio::writef("\n%,%,%,%", A, B, C, D) end foreach, !, _ = readline(). Gukalov VIP Member Posts: 68 Joined: 5 Oct 2011 15:16 Re: Sort a List of Functors Post by Gukalov » 26 Jun 2022 12:32 Code: Select alldomains pTerm = p(integer, integer, integer, integer). clauses run() :- PTerms = [p(6, 3, 1, 3), p(1, 2, 3, 4), p(3, 2, 1, 0), p(6, 3, 1, 2), p(2, 5, 7, 8)], Count = varM::new(0), ValueN = { (Index, P) = I :- p(A, B, C, D) = P, I = list::nth(Index, [A, B, C, D]), Count:value := Count:value + 1 }, Pos = 2, % Note: a 0-based index is used in the ValueN anonymous predicate Sorted1 = list::sortBy({ (L, R) = compare(ValueN(Pos, L), ValueN(Pos, R)) }, PTerms), console::write(Sorted1, "... ", Count:value), Count:value := 0, Sorted2 = sortByFun(PTerms, {(X) = ValueN(Pos, X)}, core::ascending), console::write("\n", Sorted2, "... ", Count:value), console::write("\n........................................."), _ = console::readLine(). class predicates sortByFun : (Elem1*, core::function{Elem1, Elem2}, core::sortOrder) -> Elem1*.clauses sortByFun(ListIn, Fun, Order) = ListOut :- ToSort = list::map(ListIn, {(Lj) = core::tuple(Fun(Lj), Lj)}), Sorted = list::sort(ToSort, Order), ListOut = list::map(Sorted, {(core::tuple(_, B)) = B}).[p(6,3,1,3),p(3,2,1,0),p(6,3,1,2),p(1,2,3,4),p(2,5,7,8)]... 20[p(3,2,1,0),p(6,3,1,2),p(6,3,1,3),p(1,2,3,4),p(2,5,7,8)]... 5......................................... Thomas Linder Puls VIP

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