MCP Server Research

Research into MCP (Model Context Protocol) gateway solutions, focusing on dynamic tool discovery and context pollution mitigation.

Research Output

Combined Research Report (PDF)

Research Run Details

Parameter	Value
Date	January 2, 2026
Topic	MCP Gateways with Dynamic Tool Discovery
Run ID	001

Models Used

Model	Provider	Output
Claude Opus 4.5	Anthropic (via Claude Code)	claude-code-research.pdf
Perplexity Sonar	Perplexity AI	perplexity-sonar.pdf
o4-mini	OpenAI	openai-o4-mini.pdf
Gemini Flash	Google	gemini-flash.pdf
DeepResearch	Alibaba	alibaba-deepresearch.pdf

Key Findings

The research identified the following top MCP gateway solutions for solo developers:

1. IBM Context Forge - Federation, semantic discovery, enterprise backing
2. Agent Gateway - Rust performance, Linux Foundation backing, dynamic routing
3. MCPJungle - Tool groups for context pollution mitigation
4. Docker MCP Gateway - Container-native, long-term stability
5. MetaMCP - Namespaces, profiles, middleware support

Repository Structure

├── input/              # Research prompts and specifications
├── output/
│   ├── agents/         # Raw markdown outputs from each model
│   └── pdf/            # Generated PDF reports
├── ref/                # Reference materials
└── snippets/           # Code snippets

License

MIT