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Updated 23 days ago
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claude-fable-5 Agent Traces
It's worth noting that our team was working with Glint-Research to collect as much fable data as possible.
These are just the anonymized raw traces of both of our teams combined. This means that Glint-Research/Fable-5-traces was created from formatting and splitting up this same dataset. If you use one for your tune, don't use the other (it's the same exact data).
For training on this dataset I recommend using the teich package to convert to openai style chats. It parses and filters out things like hitting limits and model switches, etc. As well as knows the exact tool-schemas and descriptions for the tools used.
I encourage everyone to please upload their fable-5 traces from whatever harness they may have used. This is all valuable data and we need to pool it together to make something meaningful :)
To easily extract and anonymize your data you can use teich as well:
pip install -U teich
teich extract claude --model fable-5
# teich extract hermes --model fable-5
# teich extract pi --model fable-5
Check out teich on github for more info about all that the package can do!
https://github.com/TeichAI/teich
Tool schema snapshot
Training-ready tool schema snapshot
[
{
"type": "function",
"function": {
"name": "Agent",
"description": "Call the Claude deferred tool Agent.",
"parameters": {
"type": "object",
"properties": {
"description": {
"type": "string"
},
"prompt": {
"type": "string"
},
"run_in_background": {
"type": "boolean"
},
"subagent_type": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"description",
"prompt",
"run_in_background"
]
}
}
},
{
"type": "function",
"function": {
"name": "AskUserQuestion",
"description": "Call the Claude deferred tool AskUserQuestion.",
"parameters": {
"type": "object",
"properties": {
"questions": {
"type": "array",
"items": {
"type": "object",
"properties": {
"header": {
"type": "string"
},
"multiSelect": {
"type": "boolean"
},
"options": {
"type": "array",
"items": {
"type": "object",
"properties": {
"description": {
"type": "string"
},
"label": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"description",
"label"
]
}
},
"question": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"header",
"multiSelect",
"options",
"question"
]
}
}
},
"additionalProperties": true,
"required": [
"questions"
]
}
}
},
{
"type": "function",
"function": {
"name": "Bash",
"description": "Run a shell command.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string"
},
"description": {
"type": "string"
},
"run_in_background": {
"type": "boolean"
},
"timeout": {
"type": "integer"
}
},
"additionalProperties": true,
"required": [
"command"
]
}
}
},
{
"type": "function",
"function": {
"name": "BashOutput",
"description": "Read output from a running background shell command.",
"parameters": {
"type": "object",
"properties": {
"bash_id": {
"type": "string"
},
"filter": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"bash_id"
]
}
}
},
{
"type": "function",
"function": {
"name": "CronCreate",
"description": "Create a scheduled Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"prompt": {
"type": "string"
},
"schedule": {
"type": "string"
},
"timezone": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "CronDelete",
"description": "Delete a scheduled Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"cronId": {
"type": "string"
},
"name": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "CronList",
"description": "List scheduled Claude Desktop tasks.",
"parameters": {
"type": "object",
"properties": {},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "DesignSync",
"description": "Synchronize design context from Claude Desktop.",
"parameters": {
"type": "object",
"properties": {
"target": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "Edit",
"description": "Replace text in an existing file.",
"parameters": {
"type": "object",
"properties": {
"file_path": {
"type": "string"
},
"new_string": {
"type": "string"
},
"old_string": {
"type": "string"
},
"replace_all": {
"type": "boolean"
}
},
"additionalProperties": true,
"required": [
"file_path",
"new_string",
"old_string"
]
}
}
},
{
"type": "function",
"function": {
"name": "EnterPlanMode",
"description": "Enter Claude Desktop plan mode.",
"parameters": {
"type": "object",
"properties": {
"prompt": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "EnterWorktree",
"description": "Enter a Claude Desktop worktree.",
"parameters": {
"type": "object",
"properties": {
"branch": {
"type": "string"
},
"path": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "ExitPlanMode",
"description": "Exit Claude Desktop plan mode.",
"parameters": {
"type": "object",
"properties": {
"plan": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "ExitWorktree",
"description": "Exit the active Claude Desktop worktree.",
"parameters": {
"type": "object",
"properties": {},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "Glob",
"description": "Find files by glob pattern.",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
},
"pattern": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"pattern"
]
}
}
},
{
"type": "function",
"function": {
"name": "Grep",
"description": "Search file contents by pattern.",
"parameters": {
"type": "object",
"properties": {
"-A": {
"type": "integer"
},
"-B": {
"type": "integer"
},
"-C": {
"type": "integer"
},
"head_limit": {
"type": "integer"
},
"include": {
"type": "string"
},
"output_mode": {
"type": "string"
},
"path": {
"type": "string"
},
"pattern": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"pattern"
]
}
}
},
{
"type": "function",
"function": {
"name": "KillBash",
"description": "Stop a running background shell command.",
"parameters": {
"type": "object",
"properties": {
"shell_id": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"shell_id"
]
}
}
},
{
"type": "function",
"function": {
"name": "LS",
"description": "List files and directories.",
"parameters": {
"type": "object",
"properties": {
"ignore": {
"type": "array",
"items": {
"type": "string"
}
},
"path": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"path"
]
}
}
},
{
"type": "function",
"function": {
"name": "ListMcpResourcesTool",
"description": "Call the Claude deferred tool ListMcpResourcesTool.",
"parameters": {
"type": "object",
"properties": {},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "Monitor",
"description": "Monitor a long-running Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"interval": {
"type": "string"
},
"taskId": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "MultiEdit",
"description": "Apply multiple text replacements to one file.",
"parameters": {
"type": "object",
"properties": {
"edits": {
"type": "array",
"items": {
"type": "object",
"properties": {
"old_string": {
"type": "string"
},
"new_string": {
"type": "string"
},
"replace_all": {
"type": "boolean"
}
},
"required": [
"old_string",
"new_string"
],
"additionalProperties": true
}
},
"file_path": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"edits",
"file_path"
]
}
}
},
{
"type": "function",
"function": {
"name": "NotebookEdit",
"description": "Edit a Jupyter notebook cell.",
"parameters": {
"type": "object",
"properties": {
"cell_id": {
"type": "string"
},
"cell_type": {
"type": "string"
},
"edit_mode": {
"type": "string"
},
"new_source": {
"type": "string"
},
"notebook_path": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"new_source",
"notebook_path"
]
}
}
},
{
"type": "function",
"function": {
"name": "NotebookRead",
"description": "Read a Jupyter notebook.",
"parameters": {
"type": "object",
"properties": {
"notebook_path": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"notebook_path"
]
}
}
},
{
"type": "function",
"function": {
"name": "PushNotification",
"description": "Send a Claude Desktop push notification.",
"parameters": {
"type": "object",
"properties": {
"message": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "Read",
"description": "Read a file.",
"parameters": {
"type": "object",
"properties": {
"file_path": {
"type": "string"
},
"limit": {
"type": "integer"
},
"offset": {
"type": "integer"
}
},
"additionalProperties": true,
"required": [
"file_path"
]
}
}
},
{
"type": "function",
"function": {
"name": "ReadMcpResourceTool",
"description": "Call the Claude deferred tool ReadMcpResourceTool.",
"parameters": {
"type": "object",
"properties": {},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "RemoteTrigger",
"description": "Trigger a remote Claude Desktop action.",
"parameters": {
"type": "object",
"properties": {
"prompt": {
"type": "string"
},
"target": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "ScheduleWakeup",
"description": "Call the Claude deferred tool ScheduleWakeup.",
"parameters": {
"type": "object",
"properties": {
"delaySeconds": {
"type": "integer"
},
"prompt": {
"type": "string"
},
"reason": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"delaySeconds",
"prompt",
"reason"
]
}
}
},
{
"type": "function",
"function": {
"name": "SendUserFile",
"description": "Call the Claude deferred tool SendUserFile.",
"parameters": {
"type": "object",
"properties": {
"caption": {
"type": "string"
},
"files": {
"type": "array",
"items": {
"type": "string"
}
},
"status": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"caption",
"files",
"status"
]
}
}
},
{
"type": "function",
"function": {
"name": "Skill",
"description": "Load and use a Claude Desktop skill.",
"parameters": {
"type": "object",
"properties": {
"args": {
"type": "string"
},
"skill": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"skill"
]
}
}
},
{
"type": "function",
"function": {
"name": "StructuredOutput",
"description": "Call the Claude deferred tool StructuredOutput.",
"parameters": {
"type": "object",
"properties": {
"findings": {
"anyOf": [
{
"anyOf": [
{
"anyOf": [
{
"anyOf": [
{
"type": "array",
"items": {
"type": "object",
"properties": {
"detail": {
"type": "string"
},
"effort": {
"type": "string"
},
"expected role": {
"type": "null"
},
"expected_gain": {
"type": "string"
},
"risk": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"detail",
"effort",
"expected_gain",
"risk",
"title"
]
}
},
{
"type": "array",
"items": {
"type": "object",
"properties": {
"detail": {
"type": "string"
},
"effort": {
"type": "string"
},
"expected_gain": {
"type": "string"
},
"risk": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
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"expected_gain",
"risk",
"title"
]
}
}
]
},
{
"type": "array",
"items": {
"type": "object",
"properties": {
"detail": {
"type": "string"
},
"effort": {
"type": "string"
},
"expected_gain": {
"type": "string"
},
"risk": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
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"effort",
"expected_gain",
"risk",
"title"
]
}
}
]
},
{
"type": "array",
"items": {
"type": "object",
"properties": {
"detail": {
"type": "string"
},
"effort": {
"type": "string"
},
"expected_gain": {
"type": "string"
},
"risk": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"detail",
"effort",
"expected_gain",
"risk",
"title"
]
}
}
]
},
{
"type": "array",
"items": {
"type": "object",
"properties": {
"detail": {
"type": "string"
},
"effort": {
"type": "string"
},
"expected_gain": {
"type": "string"
},
"risk": {
"type": "string"
},
"title": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"detail",
"effort",
"expected_gain",
"risk",
"title"
]
}
}
]
}
},
"additionalProperties": true,
"required": [
"findings"
]
}
}
},
{
"type": "function",
"function": {
"name": "Task",
"description": "Launch a subagent to complete a delegated task.",
"parameters": {
"type": "object",
"properties": {
"description": {
"type": "string"
},
"prompt": {
"type": "string"
},
"subagent_type": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"prompt"
]
}
}
},
{
"type": "function",
"function": {
"name": "TaskCreate",
"description": "Create a tracked task in the Claude Desktop task list.",
"parameters": {
"type": "object",
"properties": {
"activeForm": {
"type": "string"
},
"description": {
"type": "string"
},
"subject": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"activeForm",
"description",
"subject"
]
}
}
},
{
"type": "function",
"function": {
"name": "TaskGet",
"description": "Fetch one tracked Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"taskId": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"taskId"
]
}
}
},
{
"type": "function",
"function": {
"name": "TaskList",
"description": "List tracked Claude Desktop tasks.",
"parameters": {
"type": "object",
"properties": {
"includeCompleted": {
"type": "boolean"
},
"status": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "TaskOutput",
"description": "Read output associated with a tracked Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"lines": {
"type": "integer"
},
"taskId": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"taskId"
]
}
}
},
{
"type": "function",
"function": {
"name": "TaskStop",
"description": "Stop a tracked Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"taskId": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"taskId"
]
}
}
},
{
"type": "function",
"function": {
"name": "TaskUpdate",
"description": "Update the status of a tracked Claude Desktop task.",
"parameters": {
"type": "object",
"properties": {
"status": {
"type": "string"
},
"taskId": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"status",
"taskId"
]
}
}
},
{
"type": "function",
"function": {
"name": "TodoWrite",
"description": "Create or update the task list.",
"parameters": {
"type": "object",
"properties": {
"todos": {
"type": "array",
"items": {
"type": "object",
"properties": {
"content": {
"type": "string"
},
"status": {
"type": "string"
},
"priority": {
"type": "string"
},
"id": {
"type": "string"
}
},
"required": [
"content",
"status",
"priority",
"id"
],
"additionalProperties": true
}
}
},
"additionalProperties": true,
"required": [
"todos"
]
}
}
},
{
"type": "function",
"function": {
"name": "ToolSearch",
"description": "Load deferred Claude Desktop or MCP tools by search query.",
"parameters": {
"type": "object",
"properties": {
"max_results": {
"type": "integer"
},
"query": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"query"
]
}
}
},
{
"type": "function",
"function": {
"name": "WebFetch",
"description": "Fetch web content from a URL.",
"parameters": {
"type": "object",
"properties": {
"prompt": {
"type": "string"
},
"url": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"prompt",
"url"
]
}
}
},
{
"type": "function",
"function": {
"name": "WebSearch",
"description": "Search the web.",
"parameters": {
"type": "object",
"properties": {
"allowed_domains": {
"type": "array",
"items": {
"type": "string"
}
},
"blocked_domains": {
"type": "array",
"items": {
"type": "string"
}
},
"query": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"query"
]
}
}
},
{
"type": "function",
"function": {
"name": "Workflow",
"description": "Call the Claude deferred tool Workflow.",
"parameters": {
"type": "object",
"properties": {
"script": {
"type": "string"
},
"scriptPath": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "Write",
"description": "Write a file.",
"parameters": {
"type": "object",
"properties": {
"content": {
"type": "string"
},
"file_path": {
"type": "string"
}
},
"additionalProperties": true,
"required": [
"content",
"file_path"
]
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Gmail__authenticate",
"description": "Call the claude ai Gmail MCP tool authenticate.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Gmail__complete_authentication",
"description": "Call the claude ai Gmail MCP tool complete authentication.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Google_Calendar__authenticate",
"description": "Call the claude ai Google Calendar MCP tool authenticate.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Google_Calendar__complete_authentication",
"description": "Call the claude ai Google Calendar MCP tool complete authentication.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Google_Drive__authenticate",
"description": "Call the claude ai Google Drive MCP tool authenticate.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__claude_ai_Google_Drive__complete_authentication",
"description": "Call the claude ai Google Drive MCP tool complete authentication.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string"
},
"redirect_uri": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__context7__query-docs",
"description": "Call the context7 MCP tool query docs.",
"parameters": {
"type": "object",
"properties": {
"context7CompatibleLibraryID": {
"type": "string"
},
"tokens": {
"type": "integer"
},
"topic": {
"type": "string"
}
},
"additionalProperties": true
}
}
},
{
"type": "function",
"function": {
"name": "mcp__context7__resolve-library-id",
"description": "Call the context7 MCP tool resolve library id.",
"parameters": {
"type": "object",
"properties": {
"libraryName": {
"type": "string"
}
},
"additionalProperties": true
}
}
}
]
- Total size
- 75.1 MB
- Files
- 65
- Last updated
- Jun 17
- Pre-warmed CDN
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