productivity
Toggl MCP Integration for LangChain
Connect Toggl to LangChain through the local KosmoKrator MCP gateway with scoped tools, credentials, and write policy.
Connect Toggl to LangChain
Bridge LangChain agents to local KosmoKrator integration tools through MCP or headless CLI calls.
Use the MCP gateway when the agent should discover tools, or wrap kosmo integrations:call for fixed chains. The gateway is local, scoped to this integration, and starts with
--write=deny so LangChain can inspect read-capable tools without receiving write access by default.
Toggl MCP Config for LangChain
Keep the gateway scoped to the integration and operation class needed by the chain.
{
"mcpServers": {
"kosmokrator-toggl": {
"type": "stdio",
"command": "kosmo",
"args": [
"mcp:serve",
"--integration=toggl",
"--write=deny"
]
}
}
} Run the Gateway Manually
kosmokrator mcp:serve --integration=toggl --write=deny Why Use KosmoKrator Here
Expose only Toggl instead of a broad multi-service tool list.
Reuse credentials already configured for the KosmoKrator CLI and Lua runtime.
Start read-only, then opt into ask or allow for trusted workspaces.
Toggl Tools Visible to LangChain
LangChain sees stable MCP tool names generated from the Toggl integration catalog.
| MCP tool | Source function | Type | Description |
|---|---|---|---|
integration__toggl__toggl_create_time_entry | toggl.toggl_create_time_entry | Write | Create a new time entry in a Toggl workspace. Provide a description, start time, and optionally a project and stop time. |
integration__toggl__toggl_get_current_user | toggl.toggl_get_current_user | Read | Get the authenticated Toggl user profile. Use this to verify your API token is working. |
integration__toggl__toggl_get_project | toggl.toggl_get_project | Read | Get details for a single Toggl project by ID. |
integration__toggl__toggl_get_time_entry | toggl.toggl_get_time_entry | Read | Get details for a single Toggl time entry by ID. |
integration__toggl__toggl_list_projects | toggl.toggl_list_projects | Read | List projects in a Toggl workspace. Optionally filter for active projects only. |
integration__toggl__toggl_list_time_entries | toggl.toggl_list_time_entries | Read | List recent Toggl time entries. Optionally filter by date range. |
integration__toggl__toggl_list_workspaces | toggl.toggl_list_workspaces | Read | List all Toggl workspaces the authenticated user belongs to. Returns workspace IDs and names needed for other Toggl tools. |