io.github.cuilabs/bee
Bee — The Progressive Intelligence Engine
Is the Bee MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-30.
Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
alive probed 2026-11-14 · unchanged since 2026-10-30
- Run it
- uvx bee-sdk@0.6.0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- bee 0.6.0
- Capabilities
- resources, tools
- Instructions
- none
- Of a 1M window
- 0.2 % of a 1M context window
- Count
- 1.9k tokens in Claude Opus 5.5, exact, measured 2026-10-16. With the Claude Code prefix mcp__…__ on each tool name: 2.0k. The o200k_base estimate is 1.1k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/cuilabs/bee-community
- Website
- https://bee.cuilabs.io
- Registry
- active, updated 2026-06-12 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.76×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| bee_chat | 388 | 221 | 20 % |
| bee_security | 330 | 188 | 17 % |
| bee_code | 299 | 170 | 16 % |
| bee_research | 246 | 140 | 13 % |
| bee_memory_add | 195 | 111 | 10 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- io.github.crypto-yannso/tryx402 · needs args
- DepTime io.github.cschmertz/deptime · alive
- verify-proof io.github.csolomon0704-prog/verify-proof · crashed on start
- HippoMCP io.github.cstksniper/hippocampus-mcp · alive
- eBay Browse io.github.cunicopia-dev/ebay-mcp · crashed on start
- Knowledge Graph RDBMS io.github.cunicopia-dev/knowledge-graph-rdbms · needs args
- Multi-Account Gmail io.github.cunicopia-dev/multi-account-gmail-mcp · crashed on start
- WHOOP MCP io.github.cunicopia-dev/whoop-postgres-mcp · crashed on start
Servers that mention intelligence or progressive.
- Agentic News ai.agentic-news/mcp · needs auth
- ai.agentberg/agentberg · alive
- ai.astrofabric/mcp · not MCP
- ai.bassethound/bassethound · needs auth
- Bezal — Local Business Intelligence for AI Agents ai.bezal/local-commerce · alive
- BidDeed MCP ai.biddeed/biddeed-mcp · needs auth
- China Marketing AI Intelligence MCP ai.chinamarketing/intelligence · needs auth
- CreativeScope — Mobile Game Ad Creative Intelligence ai.creativescope/creative-intelligence · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.