MCP: Essential Protocol, Evolving Best Practices
The State of MCP
Model Context Protocol is still one of the most useful interoperability layers for tools and agents. The tradeoff is that large MCP servers can expose many tools, and naive tool-calling can flood context windows with schemas, tool chatter, and irrelevant call traces. In practice, “more tools” is not always “better outcomes.” Tool surface area must be paired with execution patterns that keep token use bounded and behavior predictable.
Recent workflows increasingly move complex orchestration out of chat context and into code execution loops. This reduces repetitive schema tokens and makes tool usage auditable and testable.
Core Reading
Recommended Tooling
- codemode-mcp – Code-execution-oriented MCP setup
- MCPorter – Wrap MCP servers into callable code interfaces
- OpenClaw – Task-focused CLI wrappers
- UTCP – Unified transport layer
Client Fit
- Claude Code / Codex / Cursor: Strong for direct MCP workflows, but still benefit from narrow tool surfaces
- Code execution wrappers (TypeScript/Python CLIs): Better when tool count is high or task chains are multi-step
- Hosted chat clients with weaker MCP controls: Safer via pre-wrapped CLIs or gateway tools
This space changes fast. Parts of this guidance may already be stale.
My MCP Projects (22 total)
All original work, no forks.
Flagship – High Adoption
- DeepSeek MCP Server – The official DeepSeek MCP server, listed on DeepSeek’s GitHub and in the Anthropic MCP registry. Chat, completions, models, balance, vision, image-gen. TypeScript, stdio + streamable-http.
- MCP 3D Printer Server – Multi-platform 3D printer control. Connects to Orca, Bambu, OctoPrint, Klipper, Duet, Repetier, Prusa, and Creality. 20 tools for STL manipulation, slicing, and print management. TypeScript, stdio + streamable-http + SSE.
- Pentest MCP – MCP server for professional penetration testers. nmap, dirbuster, nikto, JtR, hashcat, wordlists, SoW-aware reporting. TypeScript, stdio + streamable-http + SSE.
- Canvas LMS MCP – 30+ tools for Canvas LMS. Courses, assignments, grades, enrollments, files, quizzes. TypeScript, stdio + streamable-http.
Security
- Pentest Py MCP – Python port of pentest-mcp. nmap, JtR, gobuster, nikto, wordlist generation. Python, stdio.
- MCP Security Scanner – Scans projects for security vulnerabilities. Injection, XSS, hardcoded secrets, insecure protocols, risky packages. TypeScript, stdio + streamable-http.
AI / ML
- Meta MCP Server – An MCP server that creates other MCP servers. The original meta-MCP concept, predating Anthropic’s mcp-builder. Write, list, validate, and get templates. TypeScript, stdio + streamable-http.
- MCP Memory Graph – Pattern-matching document type inference. Dual implementation: Python + TypeScript. stdio.
Embedded MCP (inside larger projects)
- Ragweld – Embedded MCP on Streamable HTTP for RAG queries, eval, and training ops
- Cathode – MCP server for agent-driven video generation and scene control
- Faxbot – 12-tool MCP server in Node + Python for HIPAA-compliant fax operations
- Bambu Printer MCP – Focused Bambu-only fork of the full 3D printer server
- Agro RAG Engine – Local-first RAG workspace with MCP orchestration layer
- AnalogLabor – Opt-in human workers for AI agents, MCP + REST
- Analog Research – Agentic research bounty platform with MCP integration
Wildlife & Nature
- MCP Server BirdStats – eBird + BirdWeather detection analytics. TypeScript, stdio + streamable-http.
- MCP BirdNET-Pi Server – Local BirdNET-Pi species detection data. Python FastMCP, stdio + streamable-http.
Education
- Canvas MCP (Python) – Lightweight Python Canvas LMS client. Quiz, grades, assignments. stdio.
Hardware & Utility
- JetKVM MCP Server – Control JetKVM hardware KVM devices. Connect, screenshot, send keys, mouse actions. TypeScript, stdio.
- Open Fax by Claude – Open-source T.38 fax-sending API with MCP. TypeScript, stdio.
- Denver Golf MCP – Tee time booking for Denver city golf courses. TypeScript, stdio + streamable-http.