One address, every tool.
Claude Code, Codex, Cursor or your own client. Point it at the hosted MCP server with an API key, and it reads and writes your Drive, drives your threads and worlds, and runs the editors' operations, as you or as an agent you name.
The address
Four calls, as CommandAGI's own account.
The study called the hosted server as user-commandagi with the platform's service token: the list, a search, a schema and who it is. Each line is the call, its time from this computer and the size of its answer.
tools/list 2178 ms 368,053 B 344 tools
search_tools "add sketch" 352 ms 3,212 B 12 results
describe_tool threed_add_extrude 61 ms 8,408 B one schema
whoami 147 ms okWhat the list holds
344 tools in the list, the operations by search.
tools/list holds the tools an agent needs on every turn. The editors' operations (an extrude, a fillet, a board's routing) are in a second tier: search_tools finds them by words, describe_tool gives one whole schema, and the call is by name. A search answers without schemas, so it stays small.
- tools listed, 368,053 bytes
- 344
- results for "add sketch", 3,212 bytes, no schemas
- 12
- the whole schema of
threed_add_extrude, fetched once when needed - 8,408 bytes
https://api.commandagi.com/mcpOutput case-studies/hosted-mcp/stats.jsonTool scripts/sites/case-studies.mjs hosted-mcpRan on This computer (dell-gb10-1), calling productionWhen Search, then describe
The agent asks for what it needs.
What search_tools "add sketch" answered, in its order: the 3D sketch, the 2D sketch edit, a sketch's export, and the features that start from a sketch.
Every tool takes the same authority as the workbench: the key's scopes, the account, and standing grants for anything physical. An agent's act is recorded with the agent that did it.
threed_add_sketch draw_sketch_edit threed_export_sketch threed_add_extrude threed_add_revolve threed_add_sweep threed_add_loft threed_add_path_pattern threed_add_coil threed_add_rib threed_add_pcb_trace threed_sketch_offset
https://api.commandagi.com/mcpOutput case-studies/hosted-mcp/stats.jsonTool scripts/sites/case-studies.mjs hosted-mcpRan on This computer (dell-gb10-1), calling productionWhen Connect your agent.
Add https://api.commandagi.com/mcp to your MCP client with an API key from your account.