mcpcost

io.github.happy520ai/unified-ai-system

Unified AI System MCP Gateway

Is the Unified AI System MCP Gateway MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-31.

Self-hosted MCP gateway for Codex, Cursor, and Cline with provider-free prompt enhancement.

alive probed 2026-11-15 · unchanged since 2026-10-31

15tools
2.5ktokens in Claude Opus 5.5
1.2 %of Claude's 200k window
1.0×the median server
4.4 sto initialize
7 msto list tools
Run it
docker run -i --rm ghcr.io/happy520ai/unified-ai-system/mcp-server:0.8.0 (stdio, probed in a container with the network off)
Host
ghcr.io
Reports itself as
unified-ai-system 0.8.0
Capabilities
tools
Instructions
914 characters
Of a 1M window
0.2 % of a 1M context window
Count
2.5k tokens in Claude Opus 5.5, exact, measured 2026-10-31. With the Claude Code prefix mcp__…__ on each tool name: 2.6k. The o200k_base estimate is 1.3k. Counted again when the tool definitions change. Method.
Repository
https://github.com/happy520ai/unified-ai-system
Website
https://happy520ai.github.io/unified-ai-system/
Registry
active, updated 2026-09-25 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.89×.

Tool≈ Claude tokenso200k estimateShare of this server
gateway_prompt_enhance_llm40521416 %
workflow_run40021116 %
gateway_prompt_enhance34318114 %
knowledge_retrieve26914211 %
agent_governance_describe2061098 %

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mcpcost: alive

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Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.

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