Agent Context Optimizer

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

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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