Skip to main content
Glama
AiAgentKarl

Agent Context Optimizer MCP

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

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/AiAgentKarl/agent-context-optimizer-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server