Agent Context Optimizer
FreeNot checkedAnalyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.
About
Analyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.
README
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 |
License
MIT
Install Agent Context Optimizer in Claude Desktop, Claude Code & Cursor
unyly install agent-context-optimizer-mcpInstalls into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.
First time? Get the CLI: curl -fsSL https://unyly.org/install | sh
Or configure manually
Run in your terminal:
claude mcp add agent-context-optimizer-mcp -- uvx agent-context-optimizer-mcpFAQ
Is Agent Context Optimizer MCP free?
Yes, Agent Context Optimizer MCP is free — one-click install via Unyly at no cost.
Does Agent Context Optimizer need an API key?
No, Agent Context Optimizer runs without API keys or environment variables.
Is Agent Context Optimizer hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Agent Context Optimizer in Claude Desktop, Claude Code or Cursor?
Open Agent Context Optimizer on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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