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MCP explained from first principles, spelled out in code

leonidasr.com · published 26 September 2025

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Links from this post

Link
Host
https://github.com/leonidas1712/mcp_servers
github.com
https://modelcontextprotocol.io/docs/getting-started/intro
modelcontextprotocol.io
https://github.com/leonidas1712/mcp_servers/blob/main/function_calling.py
github.com
https://platform.openai.com/docs/api-reference/responses/create
platform.openai.com
https://modelcontextprotocol.io/specification/2025-06-18/server
modelcontextprotocol.io
https://modelcontextprotocol.io/specification/2025-06-18/client/sampling
modelcontextprotocol.io
https://modelcontextprotocol.io/specification/2025-06-18/client/elicitation
modelcontextprotocol.io
https://www.jsonrpc.org/
jsonrpc.org
https://gofastmcp.com
gofastmcp.com
https://github.com/leonidas1712/mcp_servers/blob/main/fastmcp_server.py
github.com
https://gofastmcp.com/deployment/running-server
gofastmcp.com
https://github.com/leonidas1712/mcp_servers/blob/main/fastmcp_client.py
github.com
https://github.com/leonidas1712/mcp_servers/blob/main/simple_client.py
github.com
https://modelcontextprotocol.io/specification/2025-06-18/basic/transports
modelcontextprotocol.io
https://modelcontextprotocol.io/specification/2025-06-18/architecture
modelcontextprotocol.io
https://modelcontextprotocol.io/specification/2025-06-18/basic/lifecycle
modelcontextprotocol.io
https://modelcontextprotocol.io/specification/2025-06-18/server/tools
modelcontextprotocol.io
https://github.com/leonidas1712/mcp_servers/blob/main/simple_server.py
github.com
https://modelcontextprotocol.io/specification/2025-06-18/server/utilities/completion
modelcontextprotocol.io
https://github.com/leonidas1712/mcp_servers/blob/main/mcp_with_ai.py
github.com
https://docs.stripe.com/mcp
docs.stripe.com
https://github.com/korotovsky/slack-mcp-server
github.com
https://github.com/github/github-mcp-server
github.com
https://github.com/leonidas1712/mcp_servers/blob/main/http_mcp_server.py
github.com
https://fastapi.tiangolo.com/
fastapi.tiangolo.com
https://modelcontextprotocol.io/specification/2025-06-18
modelcontextprotocol.io
https://www.redhat.com/en/blog/model-context-protocol-mcp-understanding-security-risks-and-controls
redhat.com
https://www.pillar.security/blog/the-security-risks-of-model-context-protocol-mcp
pillar.security
https://www.anthropic.com/engineering/writing-tools-for-agents
anthropic.com
https://arxiv.org/abs/2508.07575
arxiv.org
https://www.anthropic.com/engineering/building-effective-agents
anthropic.com