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# frozen_string_literal: true
require "anthropic"
require "dotenv/load"
require "json"
require "mcp"
class MCPClient
ANTHROPIC_MODEL = "claude-sonnet-5"
# Sonnet 5 thinks adaptively unless told otherwise, and max_tokens caps thinking
# plus the reply, so leave room for both.
MAX_TOKENS = 10000
MAX_TOOL_TURNS = 10
SYSTEM_PROMPT = "You are a helpful assistant. Use the available tools when they help answer the question."
# Image types the Messages API accepts.
SUPPORTED_IMAGE_TYPES = ["image/jpeg", "image/png", "image/gif", "image/webp"].freeze
def initialize
@mcp_client = nil
@transport = nil
@anthropic_client = nil
@tools = []
@messages = []
end
def connect_to_server(server_command)
@transport = MCP::Client::Stdio.new(command: server_command.first, args: server_command.drop(1))
@mcp_client = MCP::Client.new(transport: @transport)
@mcp_client.connect(client_info: { name: "mcp-client-ruby", version: "1.0.0" })
# The tools are listed once, here; this client doesn't follow later changes.
@tools = @mcp_client.tools
# The spec says clients SHOULD validate structured results against the
# schema the tool declares. This SDK's client does not do it, so compile
# each declared schema once here and check results as they arrive.
@output_schemas = @tools.each_with_object({}) do |tool, schemas|
schemas[tool.name] = MCP::Tool::OutputSchema.new(tool.output_schema) if tool.output_schema
end
tool_names = @tools.map(&:name)
puts "\nConnected to server with tools: #{tool_names}"
end
def chat_loop
puts <<~MESSAGE
MCP Client Started!
Type your queries, 'clear' to forget the conversation, or 'quit' to exit.
MESSAGE
loop do
print "\nQuery: "
$stdout.flush # a pipe is not line-buffered, so show the prompt before waiting
line = $stdin.gets
break if line.nil?
query = line.chomp.strip
break if query.downcase == "quit"
next if query.empty?
if query.downcase == "clear"
@messages = []
puts "\nConversation cleared."
next
end
history_length = @messages.length
begin
response = process_query(query)
puts "\n#{response}"
rescue => e
# Drop the failed query so a follow-up doesn't send it again.
@messages.slice!(history_length..)
puts "\nError: #{e.message}"
end
end
end
def cleanup
@transport&.close
end
private
# Translate an MCP tool result into content for an Anthropic tool_result.
#
# MCP and Anthropic content blocks differ, so each kind is converted. A kind
# the model cannot take becomes a placeholder rather than vanishing, so the
# model knows something was there.
def tool_result_content(result)
blocks = Array(result["content"])
content = blocks.map do |block|
if block["type"] == "text"
{ type: "text", text: block["text"] }
elsif block["type"] == "image" && SUPPORTED_IMAGE_TYPES.include?(block["mimeType"])
{ type: "image", source: { type: "base64", media_type: block["mimeType"], data: block["data"] } }
elsif block["type"] == "resource" && block.dig("resource", "text")
{ type: "text", text: block.dig("resource", "text") }
else
{ type: "text", text: "[unsupported result type: #{block["type"]}]" }
end
end
content.reject! { |block| block[:text] == "" }
structured = result["structuredContent"]
has_text = blocks.any? { |block| block["type"] == "text" && !block["text"].to_s.empty? }
if !structured.nil? && !has_text
content << { type: "text", text: structured.to_json }
end
content
end
def process_query(query)
history_length = @messages.length
@messages << { role: "user", content: query }
available_tools = @tools.map do |tool|
{ name: tool.name, description: tool.description, input_schema: tool.input_schema }
end
final_text = []
(0..MAX_TOOL_TURNS).each do |turn|
# Tools are passed on every call so Claude can keep calling them.
response = anthropic_client.messages.create(
model: ANTHROPIC_MODEL,
max_tokens: MAX_TOKENS,
system: SYSTEM_PROMPT,
messages: @messages,
tools: available_tools
)
if response.stop_reason == :refusal
# Drop the refused query so a follow-up doesn't send it again.
@messages.slice!(history_length..)
final_text << "[The model declined to answer; the query is not kept in history]"
break
end
response.content.grep(Anthropic::Models::TextBlock) { |block| final_text << block.text }
if response.stop_reason == :max_tokens
final_text << "[Reply cut off at the max_tokens limit]"
break
end
if response.stop_reason != :tool_use
# The API rejects an empty assistant message, so an empty reply isn't kept.
@messages << { role: "assistant", content: assistant_content(response) } unless response.content.empty?
break
end
if turn == MAX_TOOL_TURNS
final_text << "[Stopped after #{MAX_TOOL_TURNS} tool-use turns]"
break
end
# Execute every tool call in this response and collect the results.
tool_uses = response.content.grep(Anthropic::Models::ToolUseBlock)
tool_results = tool_uses.map do |tool_use|
final_text << "[Calling tool #{tool_use.name} with args #{tool_use.input.to_json}]"
begin
result = @mcp_client.call_tool(name: tool_use.name, arguments: tool_use.input)
rescue MCP::Client::ServerError => e
# A rejected call is the model's mistake to correct, so it goes back as
# a failed tool_result rather than ending the query. Every tool_use
# still needs a matching result.
final_text << "[#{tool_use.name} failed: #{e.message}]"
next {
type: "tool_result",
tool_use_id: tool_use.id,
content: "Tool call #{tool_use.name} failed: #{e.message}",
is_error: true
}
end
# structured_content is data the application can use directly; when a
# tool returns an array, count its items rather than re-reading prose.
is_error = result.dig("result", "isError") == true
structured = result.dig("result", "structuredContent")
unless is_error
@output_schemas[tool_use.name]&.validate_result(structured)
final_text << "[#{tool_use.name} returned #{structured.length} items]" if structured.is_a?(Array)
end
{
type: "tool_result",
tool_use_id: tool_use.id,
content: tool_result_content(result["result"]),
is_error: is_error
}
end
# Every tool_use needs a matching tool_result, all in one user message.
@messages << { role: "assistant", content: assistant_content(response) }
@messages << { role: "user", content: tool_results }
end
final_text.join("\n")
end
# Convert a response's content blocks back into request parameters. Thinking
# blocks must go back unchanged, signature included, or the API rejects the
# follow-up request.
def assistant_content(response)
response.content.filter_map do |block|
case block
when Anthropic::Models::TextBlock
{ type: "text", text: block.text }
when Anthropic::Models::ToolUseBlock
{ type: "tool_use", id: block.id, name: block.name, input: block.input }
when Anthropic::Models::ThinkingBlock
{ type: "thinking", thinking: block.thinking, signature: block.signature }
when Anthropic::Models::RedactedThinkingBlock
{ type: "redacted_thinking", data: block.data }
end
end
end
def anthropic_client
@anthropic_client ||= Anthropic::Client.new(api_key: ENV["ANTHROPIC_API_KEY"])
end
end
if ARGV.empty?
warn "Usage: bundle exec ruby client.rb <server_command> [args...]"
exit 1
end
client = MCPClient.new
begin
client.connect_to_server(ARGV)
api_key = ENV["ANTHROPIC_API_KEY"]
if api_key.nil? || api_key.empty?
puts <<~MESSAGE
No ANTHROPIC_API_KEY found. To query these tools with Claude, set your API key:
export ANTHROPIC_API_KEY=your-api-key-here
MESSAGE
exit
end
client.chat_loop
rescue => e
warn "Error: #{e.message}"
exit 1
ensure
client.cleanup
end