model_upsert_observations — roadflow MCP Tool
model_upsert_observations
(model upsert observations) is one of 43 tools on the
roadflow
MCP server. Connect the server and your client discovers it on the handshake.
by client
How to call model_upsert_observations from your client
- Claude Code roadflow model_upsert_observations run in your project directory
- Claude Desktop roadflow model_upsert_observations ~/Library/Application Support/Claude/claude_desktop_config.json
- Cursor roadflow model_upsert_observations ~/.cursor/mcp.json
- VS Code roadflow model_upsert_observations .vscode/mcp.json
- Zed roadflow model_upsert_observations ~/.config/zed/settings.json
- Windsurf roadflow model_upsert_observations ~/.codeium/windsurf/mcp_config.json
- Cline roadflow model_upsert_observations ~/Library/Application Support/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json
- Gemini CLI roadflow model_upsert_observations ~/.gemini/settings.json
- Grok roadflow model_upsert_observations .mcp.json (in your project root)
- ChatGPT roadflow model_upsert_observations Settings → Connectors → Advanced → Developer mode
- Claude.ai roadflow model_upsert_observations Settings → Connectors → Add custom connector
- LangChain roadflow model_upsert_observations pip install langchain-mcp-adapters
Fastest route
claude mcp add --transport http roadflow https://roadflow.io/mcpOther tools on this server
- roadflow_new
- roadflow_status
- roadflow_get
- roadflow_apply_json
- roadflow_apply_markup
- roadflow_open_shared
- roadflow_create_shared
- roadflow_export_json
- roadflow_export_markup
- roadflow_export_csv
- roadflow_list_versions
- roadflow_get_version
- roadflow_discard
- artifacts_new
- artifacts_status
- artifacts_get
- artifacts_apply_json
- artifacts_open_shared
- artifacts_create_shared
- artifacts_export_json
- artifacts_list_versions
- artifacts_get_version
- artifacts_discard
- model_new
- model_open
- model_status
- model_get
- model_discard
- model_patch_project
- model_list_parameters
- model_get_parameter
- model_upsert_parameter
- model_upsert_parameters
- model_delete_parameter
- model_list_observations
- model_upsert_observation
- model_delete_observation
- model_list_edges
- model_upsert_edge
- model_delete_edge
- model_evaluate
- model_list_dictionaries
This list was read from the server itself, by connecting to it and calling tools/list on 24 September 2026. It is what
the server actually exposes, not what its listing claims.
Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.