README

Agent Context Optimizer MCP ⚡

Solves the #1 problem with MCP servers: context window overload.

When you have 10+ MCP servers installed, their tool schemas can consume 40-50% of your context window — leaving less room for actual conversation. This server fixes that.

What it does

Analyzes your task and recommends only the servers you actually need
Estimates token usage for any combination of servers
Optimizes your server set by identifying which servers to unload
Suggests minimal configurations for maximum context efficiency

Installation

pip install agent-context-optimizer-mcp

Usage with Claude Code

{
  "mcpServers": {
    "optimizer": {
      "command": "uvx",
      "args": ["agent-context-optimizer-mcp"]
    }
  }
}

Tools

Tool	Description
`analyze_task`	Analyze a task and recommend optimal server combination
`estimate_context_usage`	Estimate context window consumption for servers
`get_server_catalog`	Full catalog of known MCP servers with categories
`optimize_server_set`	Optimize currently loaded servers for a task
`suggest_minimal_set`	Recommend the absolute minimum servers needed

Example

"I need to check the safety of a Solana token"
→ Recommends: solana (required)
→ Saves: 85% context tokens vs loading all servers

Why this matters

Average MCP server uses ~3,000 tokens for tool schemas
10 servers = ~30,000 tokens = 15% of a 200k context window
20 servers = ~60,000 tokens = 30% wasted on tool definitions
This optimizer helps you load only what you need

More MCP Servers by AiAgentKarl

Category	Servers
🔗 Blockchain	Solana
🌍 Data	Weather · Germany · Agriculture · Space · Aviation · EU Companies
🔒 Security	Cybersecurity · Policy Gateway · Audit Trail
🤖 Agent Infra	Memory · Directory · Hub · Reputation
🔬 Research	Academic · LLM Benchmark · Legal

→ Full catalog (40+ servers)

License

MIT

Agent Context Optimizer MCP