{ "model": { "ollama_tag": "gemma4:e2b", "digest": "b37049369adfe3d2b653af0ab301a062ca5cbe96ace6aa0d3f2559ee9b563fc2", "options": "Ollama defaults" }, "versions": { "python": "3.12.8", "google-adk": "2.12.0", "litellm": "1.102.4", "langchain": "1.4.6", "langgraph": "1.2.16", "langchain-mcp-adapters": "0.3.2", "langchain-ollama": "1.1.0", "mcp": "1.30.0", "server mcp": "2.3.0" }, "discovery": { "adk": "tool add_task ['title'] ['title', 'priority']\ntool complete_task ['task_id'] ['task_id']\ntool list_tasks [] ['status']\n", "langgraph": "tool list_tasks [] ['status']\ntool add_task ['title'] ['title', 'priority']\ntool complete_task ['task_id'] ['task_id']\n", "declarations": { "adk": { "description": "Mark one task as done and return it.", "name": "complete_task", "parameters_json_schema": { "properties": { "task_id": { "description": "A task ID such as T-1, as returned by list_tasks.", "pattern": "^T-\\d+$", "title": "Task Id", "type": "string" } }, "required": [ "task_id" ], "type": "object", "title": "complete_taskArguments" }, "response_json_schema": { "properties": { "id": { "description": "Task ID such as T-1.", "title": "Id", "type": "string" }, "title": { "title": "Title", "type": "string" }, "priority": { "enum": [ "low", "normal", "high" ], "title": "Priority", "type": "string" }, "status": { "enum": [ "open", "done" ], "title": "Status", "type": "string" } }, "required": [ "id", "title", "priority", "status" ], "type": "object", "description": "One task in the tracker.", "title": "Task" } }, "langgraph": { "name": "complete_task", "description": "Mark one task as done and return it.", "args_schema": { "properties": { "task_id": { "description": "A task ID such as T-1, as returned by list_tasks.", "pattern": "^T-\\d+$", "title": "Task Id", "type": "string" } }, "required": [ "task_id" ], "type": "object", "title": "complete_taskArguments" } } } }, "runs": [ { "framework": "adk", "question": "Close the docs task.", "trials": [ { "seconds": 24.75, "calls": [ "list_tasks {}", "ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer Task 'Update the API docs' (T-3) has been successfully closed.\n", "model_turns": [ { "parts": [ { "text": "1. **Analyze the Request:** The user wants to \"Close the docs task.\"\n\n2. **Identify Necessary Actions:** To close a task, I need to use the `complete_task` tool.\n\n3. **Examine Available Tools:**\n * `add_task`: Used for creating new tasks. (Not relevant)\n * `complete_task`: Used for marking a task as done. (Relevant)\n * `list_tasks`: Used for retrieving tasks. (Potentially needed to find the task ID, but the user specified \"docs task\".)\n\n4. **Determine Required Information for `complete_task`:** The `complete_task` tool requires a `task_id`.\n\n5. **Check for Missing Information:** The user specified \"docs task\", but did not provide a specific ID.\n\n6. **Formulate a Plan:**\n * Step 1: Use `list_tasks` to get a list of tasks, hopefully including the \"docs task\" and its ID. I should probably list open tasks first to see if it exists.\n * Step 2: If found, call `complete_task` with the correct ID.\n * Step 3: If not found, inform the user.\n\n7. **Execute Step 1 (Simulated - First Tool Call):** Call `list_tasks` without a status to see all tasks, or perhaps just `list_tasks(status=\"open\")` if I assume \"close\" implies completing an open task. Since the user didn't specify *which* status, listing all tasks is the safest first step to identify the \"docs task\".\n\n8. **Constraint Check:** The current instruction is to generate the *next* tool call. I need to start by listing the tasks to find the ID.\n\n9. **Final Tool Call Selection:** `list_tasks()` seems the most appropriate initial step.", "thought": true }, { "function_call": { "id": "call_ssbmiqhn", "args": {}, "name": "list_tasks" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the Previous State:** The last action was `list_tasks()`. The response provided a list of tasks.\n\n2. **Examine the Task List:**\n * Task T-1: \"Write the release notes\" (Status: open)\n * Task T-2: \"Fix the login redirect bug\" (Status: done)\n * Task T-3: \"Update the API docs\" (Status: open)\n\n3. **Match Request to Data:** The user asked to \"Close the docs task.\"\n * I need to identify which task is the \"docs task\". \"Update the API docs\" (T-3) is the most likely candidate.\n\n4. **Determine the Next Action:** I need to use the `complete_task` tool to mark T-3 as done.\n\n5. **Formulate the Tool Call:** Call `complete_task` with `task_id=\"T-3\"`.", "thought": true }, { "function_call": { "id": "call_12oybife", "args": { "task_id": "T-3" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "Task 'Update the API docs' (T-3) has been successfully closed." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}" } ], "structuredContent": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 }, "isError": false }, { "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}" } ], "structuredContent": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" }, "isError": false } ] }, { "seconds": 31.65, "calls": [ "list_tasks {}", "ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer Task \"Update the API docs\" (T-3) has been successfully marked as done.\n", "model_turns": [ { "parts": [ { "text": "1. **Analyze the Request:** The user wants to \"Close the docs task.\"\n\n2. **Identify Necessary Tools:** The available tools are `add_task`, `complete_task`, and `list_tasks`. The request implies completing or closing an existing task. The `complete_task` tool seems appropriate for this action.\n\n3. **Determine Required Information for `complete_task`:** The `complete_task` tool requires a `task_id`.\n\n4. **Check for Missing Information:** The user requested to close the \"docs task,\" but did not provide a specific task ID.\n\n5. **Formulate a Strategy:**\n * To find the task ID for \"docs task\", I need to list the current tasks first.\n * I should use `list_tasks` to retrieve the list of tasks. Since the user wants to close a task, listing open tasks first might be the most relevant step, or listing all tasks.\n\n6. **Execute Strategy (Step 1: List Tasks):** Call `list_tasks()` to get the task list.\n\n7. **Wait for Tool Output (Simulated):** (Assuming the tool returns a list of tasks).\n\n8. **Analyze Tool Output (Simulated):** (If the output contains a task titled \"docs\" or similar, I can extract its ID and call `complete_task`.)\n\n9. **Refine Strategy (Self-Correction/Refinement):** Since I don't have the output yet, I must first call the tool to get the data. The immediate next step is to call `list_tasks()`.\n\n10. **Final Tool Call Generation:** Generate the tool call to list tasks.", "thought": true }, { "function_call": { "id": "call_xpp1yp2x", "args": {}, "name": "list_tasks" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the Request:** The user wants to \"Close the docs task.\"\n\n2. **Review Previous State:** I have just executed `list_tasks()` and received the task list.\n\n3. **Examine Tool Output:**\n The output is:\n ```json\n {\n \"content\": [\n {\n \"type\": \"text\",\n \"text\": \"{\\n \\\"tasks\\\": [\\n {\\n \\\"id\\\": \\\"T-1\\\",\\n \\\"title\\\": \\\"Write the release notes\\\",\\n \\\"priority\\\": \\\"normal\\\",\\n \\\"status\\\": \\\"open\\\"\\n },\\n {\\n \\\"id\\\": \\\"T-2\\\",\\n \\\"title\\\": \\\"Fix the login redirect bug\\\",\\n \\\"priority\\\": \\\"high\\\",\\n \\\"status\\\": \\\"done\\\"\\n },\\n {\\n \\\"id\\\": \\\"T-3\\\",\\n \\\"title\\\": \\\"Update the API docs\\\",\\n \\\"priority\\\": \\\"low\\\",\\n \\\"status\\\": \\\"open\\\"\\n }\\n ],\\n \\\"count\\\": 3\\n}\"\n }\n ],\n \"structuredContent\": {\n \"tasks\": [\n {\"id\": \"T-1\", \"title\": \"Write the release notes\", \"priority\": \"normal\", \"status\": \"open\"},\n {\"id\": \"T-2\", \"title\": \"Fix the login redirect bug\", \"priority\": \"high\", \"status\": \"done\"},\n {\"id\": \"T-3\", \"title\": \"Update the API docs\", \"priority\": \"low\", \"status\": \"open\"}\n ],\n \"count\": 3\n },\n \"isError\": false\n }\n ```\n\n4. **Identify the Target Task:** I need to find the task related to \"docs\".\n * Task T-1: \"Write the release notes\"\n * Task T-2: \"Fix the login redirect bug\"\n * Task T-3: \"Update the API docs\"\n\n Task \"Update the API docs\" (ID: T-3) is the most likely candidate for the \"docs task\".\n\n5. **Determine the Action:** The user wants to \"Close\" the task. The `complete_task` tool is used to mark a task as done.\n\n6. **Formulate the Tool Call:** Call `complete_task` with `task_id=\"T-3\"`.\n\n7. **Final Output Generation:** Generate the tool call.", "thought": true }, { "function_call": { "id": "call_0aub3xk8", "args": { "task_id": "T-3" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "Task \"Update the API docs\" (T-3) has been successfully marked as done." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}" } ], "structuredContent": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 }, "isError": false }, { "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}" } ], "structuredContent": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" }, "isError": false } ] }, { "seconds": 20.71, "calls": [ "list_tasks {}", "ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult ok {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer Task \"Update the API docs\" (T-3) has been marked as done.\n", "model_turns": [ { "parts": [ { "text": "1. **Search**: The user wants to \"Close the docs task\". This implies updating the status of a task to \"done\".\n2. **Parameters**: To close a task, I need the `task_id`.\n3. **Tool Selection**: I have `complete_task`, `add_task`, and `list_tasks`. The `complete_task` tool is designed to mark a task as done, which matches the user's request.\n4. **Information Gap**: I don't have the `task_id` for the \"docs task\".\n5. **Strategy**: I need to first list the tasks to find the ID corresponding to \"docs\". Since the user specified \"Close the docs task\", I should probably check the open tasks first, or just list all tasks to find it. `list_tasks` can be used without arguments to list all tasks, or with `status=\"open\"` or `status=\"done\"`. Since the goal is to *close* it, it's likely open.\n6. **Tool Call (Step 1)**: Call `list_tasks` to get the current task list.\n7. **Wait for Output**: (Simulated wait for tool output)\n8. **Action based on Output**: Once I have the list, I will search for a task with a title containing \"docs\" (or similar) and extract its ID.\n9. **Tool Call (Step 2)**: If found, call `complete_task` with the correct ID.\n\n*(Self-Correction/Refinement)*: The user's request is very direct: \"Close the docs task.\" If I assume \"docs task\" is unique, I could potentially skip listing all tasks if I had a search tool. But I only have `list_tasks` (which filters by status, not title) and `complete_task` (which requires an ID). Therefore, the first step must be to list the tasks to find the ID.\n\n*Initial thought process leads to calling `list_tasks`.*", "thought": true }, { "function_call": { "id": "call_siqcabct", "args": {}, "name": "list_tasks" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze previous state**: I have executed `list_tasks` and received a response.\n2. **Examine the response**: The tasks are:\n * T-1: \"Write the release notes\" (status: open)\n * T-2: \"Fix the login redirect bug\" (status: done)\n * T-3: \"Update the API docs\" (status: open)\n3. **Match Request to Data**: The user asked to \"Close the docs task\". The task \"Update the API docs\" (T-3) is the most relevant match.\n4. **Determine Action**: I need to use the `complete_task` tool to mark task T-3 as done.\n5. **Tool Call**: Call `complete_task` with `task_id=\"T-3\"`.", "thought": true }, { "function_call": { "id": "call_jpxxuhy7", "args": { "task_id": "T-3" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "Task \"Update the API docs\" (T-3) has been marked as done." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}" } ], "structuredContent": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 }, "isError": false }, { "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}" } ], "structuredContent": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" }, "isError": false } ] } ] }, { "framework": "adk", "question": "Mark task T-9 as done.", "trials": [ { "seconds": 15.91, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\nanswer I could not find a task with the ID T-9. Please use the `list_tasks` tool to see the current list of available task IDs.\n", "model_turns": [ { "parts": [ { "text": "1. **Analyze the user request:** The user wants to \"Mark task T-9 as done.\"\n\n2. **Identify relevant tools:** The available tools are `add_task`, `complete_task`, and `list_tasks`. The request specifically asks to mark a task as done, which corresponds to the `complete_task` tool.\n\n3. **Examine `complete_task` tool signature:**\n - `complete_task(task_id: str)`: Marks a task as done given its ID.\n\n4. **Determine required arguments:** The `complete_task` tool requires `task_id`.\n\n5. **Extract arguments from the request:** The user provided \"T-9\" as the task ID.\n\n6. **Construct the tool call:** `complete_task(task_id=\"T-9\")`\n\n7. **Format the output:** Generate the tool call in the required JSON format.", "thought": true }, { "function_call": { "id": "call_j8q6njxq", "args": { "task_id": "T-9" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the previous interaction:** The user requested to mark task T-9 as done. I called `complete_task(task_id=\"T-9\")`. The tool response indicated an error: \"Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\"\n\n2. **Determine the next step:** Since the task ID provided by the user does not exist, I need to inform the user about the error and suggest a way to find the correct task IDs, which is to list the tasks.\n\n3. **Formulate the response:** I should acknowledge the failure and suggest using `list_tasks` to verify the existing tasks.", "thought": true }, { "text": "I could not find a task with the ID T-9. Please use the `list_tasks` tool to see the current list of available task IDs." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." } ], "isError": true } ] }, { "seconds": 24.03, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.", "list_tasks {}", "ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}" ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\ncall list_tasks {}\nresult ok {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\nanswer I was unable to mark task T-9 as done because no task with that ID exists in the tracker.\n\nHere are the current open and done tasks:\n* **T-1**: Write the release notes (Priority: normal, Status: open)\n* **T-2**: Fix the login redirect bug (Priority: high, Status: done)\n* **T-3**: Update the API docs (Priority: low, Status: open)\n\nPlease provide a valid task ID if you would like to update its status.\n", "model_turns": [ { "parts": [ { "text": "1. **Analyze the user request:** The user wants to \"Mark task T-9 as done.\"\n\n2. **Identify relevant tools:** The available tools are `add_task`, `complete_task`, and `list_tasks`. The request involves marking a task as done, which directly corresponds to the `complete_task` tool.\n\n3. **Examine the `complete_task` tool definition:**\n - Description: \"Mark one task as done and return it.\"\n - Parameters: `task_id` (required, type: string).\n\n4. **Determine the required arguments:** The user specified \"T-9\" as the task ID.\n\n5. **Construct the tool call:** Call `complete_task` with `task_id='T-9'`.\n\n6. **Final output generation:** Generate the tool call in the required JSON format.", "thought": true }, { "function_call": { "id": "call_cjcbls19", "args": { "task_id": "T-9" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the previous tool execution:** The previous call to `complete_task` for `task_id='T-9'` failed with an error message: \"Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\"\n\n2. **Analyze the original user request:** The user asked to \"Mark task T-9 as done.\"\n\n3. **Determine the next step:** Since the requested action failed because the task ID does not exist, I need to inform the user about the failure and suggest a way to verify the existing tasks, as the error message suggested. The appropriate tool to check existing tasks is `list_tasks`.\n\n4. **Construct the tool call:** Call `list_tasks` without a specific status to get all tasks, or perhaps with a specific status to see what's available. Since the user provided a specific ID that failed, listing all tasks is the most helpful next step.\n\n5. **Final output generation:** Call `list_tasks` to allow the user to see available tasks and correct the ID if necessary.", "thought": true }, { "function_call": { "id": "call_fjjabncz", "args": {}, "name": "list_tasks" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the previous steps:**\n - User requested to mark task \"T-9\" as done.\n - Attempted `complete_task` for \"T-9\", which failed because the task ID did not exist.\n - Called `list_tasks` to check available tasks.\n\n2. **Analyze the result of `list_tasks`:** The tool returned a list of tasks with IDs \"T-1\", \"T-2\", and \"T-3\".\n\n3. **Determine the next action:** The original request was to mark \"T-9\" as done. The available tasks do not include \"T-9\". I must inform the user that the task ID is invalid and list the available tasks so they can make a correct request.\n\n4. **Formulate the response:** State clearly that task T-9 was not found and list the tasks that *do* exist.", "thought": true }, { "text": "I was unable to mark task T-9 as done because no task with that ID exists in the tracker.\n\nHere are the current open and done tasks:\n* **T-1**: Write the release notes (Priority: normal, Status: open)\n* **T-2**: Fix the login redirect bug (Priority: high, Status: done)\n* **T-3**: Update the API docs (Priority: low, Status: open)\n\nPlease provide a valid task ID if you would like to update its status." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." } ], "isError": true }, { "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}" } ], "structuredContent": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 }, "isError": false } ] }, { "seconds": 14.76, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\nanswer I was unable to mark task T-9 as done because no task with that ID was found in the tracker. Please run `list_tasks` to see the available task IDs.\n", "model_turns": [ { "parts": [ { "text": "1. **Analyze the user request:** The user wants to \"Mark task T-9 as done.\"\n\n2. **Identify relevant tools:** The available tools are `add_task`, `complete_task`, and `list_tasks`. The request involves marking a task as done, so `complete_task` is the appropriate tool.\n\n3. **Examine `complete_task` tool definition:**\n - Description: \"Mark one task as done and return it.\"\n - Parameters: `task_id` (required, type: STRING).\n - Description for `task_id`: \"A task ID such as T-1, as returned by list_tasks.\"\n\n4. **Determine required arguments:** The user provided the task ID \"T-9\".\n\n5. **Construct the tool call:** Call `complete_task` with `task_id=\"T-9\"`.\n\n6. **Final Output Generation:** Generate the tool call in the required format.", "thought": true }, { "function_call": { "id": "call_6lkh9261", "args": { "task_id": "T-9" }, "name": "complete_task" } } ], "role": "model" }, { "parts": [ { "text": "1. **Analyze the previous tool execution:** The previous attempt to call `complete_task` with `task_id=\"T-9\"` failed. The error message was: \"Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\"\n\n2. **Re-evaluate the user request:** The user requested to \"Mark task T-9 as done.\"\n\n3. **Determine the next step:** Since the requested task ID does not exist according to the tracker, I cannot complete the task. I need to inform the user about the issue and suggest a way to verify the task list. The tool description for `complete_task` explicitly mentions that the ID should be returned by `list_tasks`.\n\n4. **Formulate the response:** Inform the user that task T-9 was not found and suggest listing the tasks to check the correct IDs.", "thought": true }, { "text": "I was unable to mark task T-9 as done because no task with that ID was found in the tracker. Please run `list_tasks` to see the available task IDs." } ], "role": "model" } ], "tool_results": [ { "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." } ], "isError": true } ] } ] }, { "framework": "langgraph", "question": "Close the docs task.", "trials": [ { "seconds": 15.5, "calls": [ "list_tasks {}", "success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer Task \"Update the API docs\" (T-3) has been closed.\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "list_tasks", "args": {} } ] }, { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-3" } } ] }, { "content": "Task \"Update the API docs\" (T-3) has been closed.", "tool_calls": [] } ], "tool_results": [ { "status": "success", "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}", "id": "lc_3c297f93-a22f-4113-8be7-e4b5be540908" } ], "artifact": { "structured_content": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 } } }, { "status": "success", "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}", "id": "lc_2ffe948c-48d5-44e2-be63-5d611135baf5" } ], "artifact": { "structured_content": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" } } } ] }, { "seconds": 24.7, "calls": [ "list_tasks {}", "success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer I have closed the \"Update the API docs\" task.\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "list_tasks", "args": {} } ] }, { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-3" } } ] }, { "content": "I have closed the \"Update the API docs\" task.", "tool_calls": [] } ], "tool_results": [ { "status": "success", "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}", "id": "lc_1dfaba62-4c5b-4912-86b8-1a5ff0c58096" } ], "artifact": { "structured_content": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 } } }, { "status": "success", "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}", "id": "lc_ebb60400-5b66-40a5-9d39-1b963153bd6d" } ], "artifact": { "structured_content": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" } } } ] }, { "seconds": 19.35, "calls": [ "list_tasks {}", "success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}", "complete_task {'task_id': 'T-3'}", "success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}" ], "transcript": "call list_tasks {}\nresult success {'tasks': [{'id': 'T-1', 'title': 'Write the release notes', 'priority': 'normal', 'status': 'open'}, {'id': 'T-2', 'title': 'Fix the login redirect bug', 'priority': 'high', 'status': 'done'}, {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'open'}], 'count': 3}\ncall complete_task {'task_id': 'T-3'}\nresult success {'id': 'T-3', 'title': 'Update the API docs', 'priority': 'low', 'status': 'done'}\nanswer I have closed the \"Update the API docs\" task (T-3).\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "list_tasks", "args": {} } ] }, { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-3" } } ] }, { "content": "I have closed the \"Update the API docs\" task (T-3).", "tool_calls": [] } ], "tool_results": [ { "status": "success", "content": [ { "type": "text", "text": "{\n \"tasks\": [\n {\n \"id\": \"T-1\",\n \"title\": \"Write the release notes\",\n \"priority\": \"normal\",\n \"status\": \"open\"\n },\n {\n \"id\": \"T-2\",\n \"title\": \"Fix the login redirect bug\",\n \"priority\": \"high\",\n \"status\": \"done\"\n },\n {\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"open\"\n }\n ],\n \"count\": 3\n}", "id": "lc_50d712e7-b49d-4fc2-97df-541bc32bcdf0" } ], "artifact": { "structured_content": { "tasks": [ { "id": "T-1", "title": "Write the release notes", "priority": "normal", "status": "open" }, { "id": "T-2", "title": "Fix the login redirect bug", "priority": "high", "status": "done" }, { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "open" } ], "count": 3 } } }, { "status": "success", "content": [ { "type": "text", "text": "{\n \"id\": \"T-3\",\n \"title\": \"Update the API docs\",\n \"priority\": \"low\",\n \"status\": \"done\"\n}", "id": "lc_0f0b1165-117e-4162-8285-c40c5d43fca7" } ], "artifact": { "structured_content": { "id": "T-3", "title": "Update the API docs", "priority": "low", "status": "done" } } } ] } ] }, { "framework": "langgraph", "question": "Mark task T-9 as done.", "trials": [ { "seconds": 10.45, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\nanswer I was unable to mark task T-9 as done because no task with that ID was found. Please list the tasks to see the valid IDs.\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-9" } } ] }, { "content": "I was unable to mark task T-9 as done because no task with that ID was found. Please list the tasks to see the valid IDs.", "tool_calls": [] } ], "tool_results": [ { "status": "error", "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.", "id": "lc_5545cc2e-759c-4b5f-8de8-692ec581ef7f" } ], "artifact": null } ] }, { "seconds": 12.22, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\nanswer I was unable to mark task T-9 as done because no task with that ID was found. Please check the task list for the correct task ID.\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-9" } } ] }, { "content": "I was unable to mark task T-9 as done because no task with that ID was found. Please check the task list for the correct task ID.", "tool_calls": [] } ], "tool_results": [ { "status": "error", "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.", "id": "lc_0d92eb29-1bbe-47b6-b9b4-e299fdaa19dc" } ], "artifact": null } ] }, { "seconds": 10.12, "calls": [ "complete_task {'task_id': 'T-9'}", "error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs." ], "transcript": "call complete_task {'task_id': 'T-9'}\nresult error Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.\nanswer I was unable to mark task T-9 as done because no task with that ID was found. Please list the available tasks so I can help you with the correct task ID.\n", "model_turns": [ { "content": "", "tool_calls": [ { "name": "complete_task", "args": { "task_id": "T-9" } } ] }, { "content": "I was unable to mark task T-9 as done because no task with that ID was found. Please list the available tasks so I can help you with the correct task ID.", "tool_calls": [] } ], "tool_results": [ { "status": "error", "content": [ { "type": "text", "text": "Error executing tool complete_task: No task with ID T-9. Call list_tasks to see the valid IDs.", "id": "lc_e2b9f73f-ab4f-43a0-90e6-78c3b9de07af" } ], "artifact": null } ] } ] } ] }