diff --git a/docs/ar/changelog.mdx b/docs/ar/changelog.mdx
index 09a397719c..c99dba7d74 100644
--- a/docs/ar/changelog.mdx
+++ b/docs/ar/changelog.mdx
@@ -4,6 +4,31 @@ description: "تحديثات المنتج والتحسينات وإصلاحات
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.3a1
+
+ [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a1)
+
+ ## ما الذي تغير
+
+ ### الميزات
+ - إضافة دعم نقاط التحقق والفروع لوكلاء مستقلين
+
+ ### إصلاحات الأخطاء
+ - الحفاظ على thought_signature في استدعاءات أداة البث Gemini
+ - إصدار task_started عند استئناف الفرع وإعادة تصميم واجهة المستخدم النصية لنقاط التحقق
+ - تصحيح ترتيب التشغيل الجاف ومعالجة الفرع القديم الذي تم التحقق منه في إصدار أدوات التطوير
+ - استخدام تواريخ مستقبلية في اختبارات تقليم نقاط التحقق لمنع الفشل المعتمد على الوقت (#5543)
+
+ ### الوثائق
+ - تحديث سجل التغييرات والإصدار لـ v1.14.2
+
+ ## المساهمون
+
+ @alex-clawd, @greysonlalonde
+
+
+
## v1.14.2
diff --git a/docs/en/changelog.mdx b/docs/en/changelog.mdx
index aabff6e246..26ac50285e 100644
--- a/docs/en/changelog.mdx
+++ b/docs/en/changelog.mdx
@@ -4,6 +4,31 @@ description: "Product updates, improvements, and bug fixes for CrewAI"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.3a1
+
+ [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a1)
+
+ ## What's Changed
+
+ ### Features
+ - Add checkpoint and fork support to standalone agents
+
+ ### Bug Fixes
+ - Preserve thought_signature in Gemini streaming tool calls
+ - Emit task_started on fork resume and redesign checkpoint TUI
+ - Correct dry-run order and handle checked-out stale branch in devtools release
+ - Use future dates in checkpoint prune tests to prevent time-dependent failures (#5543)
+
+ ### Documentation
+ - Update changelog and version for v1.14.2
+
+ ## Contributors
+
+ @alex-clawd, @greysonlalonde
+
+
+
## v1.14.2
diff --git a/docs/ko/changelog.mdx b/docs/ko/changelog.mdx
index 0901afab68..ab97157144 100644
--- a/docs/ko/changelog.mdx
+++ b/docs/ko/changelog.mdx
@@ -4,6 +4,31 @@ description: "CrewAI의 제품 업데이트, 개선 사항 및 버그 수정"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.3a1
+
+ [GitHub 릴리스 보기](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a1)
+
+ ## 변경 사항
+
+ ### 기능
+ - 독립형 에이전트에 체크포인트 및 포크 지원 추가
+
+ ### 버그 수정
+ - Gemini 스트리밍 도구 호출에서 thought_signature 보존
+ - 포크 재개 시 task_started 방출 및 체크포인트 TUI 재설계
+ - dry-run 순서 수정 및 devtools 릴리스에서 체크아웃된 오래된 브랜치 처리
+ - 체크포인트 가지치기 테스트에서 미래 날짜 사용하여 시간 의존성 실패 방지 (#5543)
+
+ ### 문서
+ - v1.14.2에 대한 변경 로그 및 버전 업데이트
+
+ ## 기여자
+
+ @alex-clawd, @greysonlalonde
+
+
+
## v1.14.2
diff --git a/docs/pt-BR/changelog.mdx b/docs/pt-BR/changelog.mdx
index cf1eef1a9b..a32cc6ff54 100644
--- a/docs/pt-BR/changelog.mdx
+++ b/docs/pt-BR/changelog.mdx
@@ -4,6 +4,31 @@ description: "Atualizações de produto, melhorias e correções do CrewAI"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.3a1
+
+ [Ver release no GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a1)
+
+ ## O que Mudou
+
+ ### Funcionalidades
+ - Adicionar suporte a checkpoint e fork para agentes autônomos
+
+ ### Correções de Bugs
+ - Preservar thought_signature nas chamadas da ferramenta de streaming Gemini
+ - Emitir task_started na retomada do fork e redesenhar a TUI de checkpoint
+ - Corrigir a ordem do dry-run e lidar com branch desatualizada em release do devtools
+ - Usar datas futuras nos testes de poda de checkpoint para evitar falhas dependentes do tempo (#5543)
+
+ ### Documentação
+ - Atualizar changelog e versão para v1.14.2
+
+ ## Contribuidores
+
+ @alex-clawd, @greysonlalonde
+
+
+
## v1.14.2
diff --git a/lib/crewai-files/src/crewai_files/__init__.py b/lib/crewai-files/src/crewai_files/__init__.py
index 1b954d8865..9fba24b558 100644
--- a/lib/crewai-files/src/crewai_files/__init__.py
+++ b/lib/crewai-files/src/crewai_files/__init__.py
@@ -152,4 +152,4 @@
"wrap_file_source",
]
-__version__ = "1.14.2"
+__version__ = "1.14.3a1"
diff --git a/lib/crewai-tools/pyproject.toml b/lib/crewai-tools/pyproject.toml
index c75e406dd2..473f2e4114 100644
--- a/lib/crewai-tools/pyproject.toml
+++ b/lib/crewai-tools/pyproject.toml
@@ -10,7 +10,7 @@ requires-python = ">=3.10, <3.14"
dependencies = [
"pytube~=15.0.0",
"requests>=2.33.0,<3",
- "crewai==1.14.2",
+ "crewai==1.14.3a1",
"tiktoken~=0.8.0",
"beautifulsoup4~=4.13.4",
"python-docx~=1.2.0",
@@ -139,6 +139,9 @@ contextual = [
"contextual-client>=0.1.0",
"nest-asyncio>=1.6.0",
]
+daytona = [
+ "daytona~=0.140.0",
+]
[tool.uv]
diff --git a/lib/crewai-tools/src/crewai_tools/__init__.py b/lib/crewai-tools/src/crewai_tools/__init__.py
index 56b30bf9b3..87e53b7567 100644
--- a/lib/crewai-tools/src/crewai_tools/__init__.py
+++ b/lib/crewai-tools/src/crewai_tools/__init__.py
@@ -59,6 +59,11 @@
from crewai_tools.tools.databricks_query_tool.databricks_query_tool import (
DatabricksQueryTool,
)
+from crewai_tools.tools.daytona_sandbox_tool import (
+ DaytonaExecTool,
+ DaytonaFileTool,
+ DaytonaPythonTool,
+)
from crewai_tools.tools.directory_read_tool.directory_read_tool import (
DirectoryReadTool,
)
@@ -232,6 +237,9 @@
"DOCXSearchTool",
"DallETool",
"DatabricksQueryTool",
+ "DaytonaExecTool",
+ "DaytonaFileTool",
+ "DaytonaPythonTool",
"DirectoryReadTool",
"DirectorySearchTool",
"EXASearchTool",
@@ -305,4 +313,4 @@
"ZapierActionTools",
]
-__version__ = "1.14.2"
+__version__ = "1.14.3a1"
diff --git a/lib/crewai-tools/src/crewai_tools/tools/__init__.py b/lib/crewai-tools/src/crewai_tools/tools/__init__.py
index d3c1da6645..40fdb74eb6 100644
--- a/lib/crewai-tools/src/crewai_tools/tools/__init__.py
+++ b/lib/crewai-tools/src/crewai_tools/tools/__init__.py
@@ -48,6 +48,11 @@
from crewai_tools.tools.databricks_query_tool.databricks_query_tool import (
DatabricksQueryTool,
)
+from crewai_tools.tools.daytona_sandbox_tool import (
+ DaytonaExecTool,
+ DaytonaFileTool,
+ DaytonaPythonTool,
+)
from crewai_tools.tools.directory_read_tool.directory_read_tool import (
DirectoryReadTool,
)
@@ -217,6 +222,9 @@
"DOCXSearchTool",
"DallETool",
"DatabricksQueryTool",
+ "DaytonaExecTool",
+ "DaytonaFileTool",
+ "DaytonaPythonTool",
"DirectoryReadTool",
"DirectorySearchTool",
"EXASearchTool",
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/README.md b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/README.md
new file mode 100644
index 0000000000..a2365049e0
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/README.md
@@ -0,0 +1,107 @@
+# Daytona Sandbox Tools
+
+Run shell commands, execute Python, and manage files inside a [Daytona](https://www.daytona.io/) sandbox. Daytona provides isolated, ephemeral compute environments suitable for agent-driven code execution.
+
+Three tools are provided so you can pick what the agent actually needs:
+
+- **`DaytonaExecTool`** — run a shell command (`sandbox.process.exec`).
+- **`DaytonaPythonTool`** — run a Python script (`sandbox.process.code_run`).
+- **`DaytonaFileTool`** — read / write / list / delete files (`sandbox.fs.*`).
+
+## Installation
+
+```shell
+uv add "crewai-tools[daytona]"
+# or
+pip install "crewai-tools[daytona]"
+```
+
+Set the API key:
+
+```shell
+export DAYTONA_API_KEY="..."
+```
+
+`DAYTONA_API_URL` and `DAYTONA_TARGET` are also respected if set.
+
+## Sandbox lifecycle
+
+All three tools share the same lifecycle controls from `DaytonaBaseTool`:
+
+| Mode | When the sandbox is created | When it is deleted |
+| --- | --- | --- |
+| **Ephemeral** (default, `persistent=False`) | On every `_run` call | At the end of that same call |
+| **Persistent** (`persistent=True`) | Lazily on first use | At process exit (via `atexit`), or manually via `tool.close()` |
+| **Attach** (`sandbox_id="…"`) | Never — the tool attaches to an existing sandbox | Never — the tool will not delete a sandbox it did not create |
+
+Ephemeral mode is the safe default: nothing leaks if the agent forgets to clean up. Use persistent mode when you want filesystem state or installed packages to carry across steps — this is typical when pairing `DaytonaFileTool` with `DaytonaExecTool`.
+
+## Examples
+
+### One-shot Python execution (ephemeral)
+
+```python
+from crewai_tools import DaytonaPythonTool
+
+tool = DaytonaPythonTool()
+result = tool.run(code="print(sum(range(10)))")
+```
+
+### Multi-step shell session (persistent)
+
+```python
+from crewai_tools import DaytonaExecTool, DaytonaFileTool
+
+exec_tool = DaytonaExecTool(persistent=True)
+file_tool = DaytonaFileTool(persistent=True)
+
+# Agent writes a script, then runs it — both share the same sandbox instance
+# because they each keep their own persistent sandbox. If you need the *same*
+# sandbox across two tools, create one tool, grab the sandbox id via
+# `tool._persistent_sandbox.id`, and pass it to the other via `sandbox_id=...`.
+```
+
+### Attach to an existing sandbox
+
+```python
+from crewai_tools import DaytonaExecTool
+
+tool = DaytonaExecTool(sandbox_id="my-long-lived-sandbox")
+```
+
+### Custom create params
+
+Pass Daytona's `CreateSandboxFromSnapshotParams` kwargs via `create_params`:
+
+```python
+tool = DaytonaExecTool(
+ persistent=True,
+ create_params={
+ "language": "python",
+ "env_vars": {"MY_FLAG": "1"},
+ "labels": {"owner": "crewai-agent"},
+ },
+)
+```
+
+## Tool arguments
+
+### `DaytonaExecTool`
+- `command: str` — shell command to run.
+- `cwd: str | None` — working directory.
+- `env: dict[str, str] | None` — extra env vars for this command.
+- `timeout: int | None` — seconds.
+
+### `DaytonaPythonTool`
+- `code: str` — Python source to execute.
+- `argv: list[str] | None` — argv forwarded via `CodeRunParams`.
+- `env: dict[str, str] | None` — env vars forwarded via `CodeRunParams`.
+- `timeout: int | None` — seconds.
+
+### `DaytonaFileTool`
+- `action: "read" | "write" | "list" | "delete" | "mkdir" | "info"`
+- `path: str` — absolute path inside the sandbox.
+- `content: str | None` — required for `write`.
+- `binary: bool` — if `True`, `content` is base64 on write / returned as base64 on read.
+- `recursive: bool` — for `delete`, removes directories recursively.
+- `mode: str` — for `mkdir`, octal permission string (default `"0755"`).
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/__init__.py b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/__init__.py
new file mode 100644
index 0000000000..e04396bfb0
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/__init__.py
@@ -0,0 +1,13 @@
+from crewai_tools.tools.daytona_sandbox_tool.daytona_base_tool import DaytonaBaseTool
+from crewai_tools.tools.daytona_sandbox_tool.daytona_exec_tool import DaytonaExecTool
+from crewai_tools.tools.daytona_sandbox_tool.daytona_file_tool import DaytonaFileTool
+from crewai_tools.tools.daytona_sandbox_tool.daytona_python_tool import (
+ DaytonaPythonTool,
+)
+
+__all__ = [
+ "DaytonaBaseTool",
+ "DaytonaExecTool",
+ "DaytonaFileTool",
+ "DaytonaPythonTool",
+]
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_base_tool.py b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_base_tool.py
new file mode 100644
index 0000000000..b601e4309d
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_base_tool.py
@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+import atexit
+import logging
+import os
+import threading
+from typing import Any, ClassVar
+
+from crewai.tools import BaseTool, EnvVar
+from pydantic import ConfigDict, Field, PrivateAttr
+
+
+logger = logging.getLogger(__name__)
+
+
+class DaytonaBaseTool(BaseTool):
+ """Shared base for tools that act on a Daytona sandbox.
+
+ Lifecycle modes:
+ - persistent=False (default): create a fresh sandbox per `_run` call and
+ delete it when the call returns. Safer and stateless — nothing leaks if
+ the agent forgets cleanup.
+ - persistent=True: lazily create a single sandbox on first use, cache it
+ on the instance, and register an atexit hook to delete it at process
+ exit. Cheaper across many calls and lets files/state carry over.
+ - sandbox_id=: attach to a sandbox the caller already owns.
+ Never deleted by the tool.
+ """
+
+ model_config = ConfigDict(arbitrary_types_allowed=True)
+
+ package_dependencies: list[str] = Field(default_factory=lambda: ["daytona"])
+
+ api_key: str | None = Field(
+ default_factory=lambda: os.getenv("DAYTONA_API_KEY"),
+ description="Daytona API key. Falls back to DAYTONA_API_KEY env var.",
+ json_schema_extra={"required": False},
+ )
+ api_url: str | None = Field(
+ default_factory=lambda: os.getenv("DAYTONA_API_URL"),
+ description="Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
+ json_schema_extra={"required": False},
+ )
+ target: str | None = Field(
+ default_factory=lambda: os.getenv("DAYTONA_TARGET"),
+ description="Daytona target region. Falls back to DAYTONA_TARGET env var.",
+ json_schema_extra={"required": False},
+ )
+
+ persistent: bool = Field(
+ default=False,
+ description=(
+ "If True, reuse one sandbox across all calls to this tool instance "
+ "and delete it at process exit. Default False creates and deletes a "
+ "fresh sandbox per call."
+ ),
+ )
+ sandbox_id: str | None = Field(
+ default=None,
+ description=(
+ "Attach to an existing sandbox by id or name instead of creating a "
+ "new one. The tool will never delete a sandbox it did not create."
+ ),
+ )
+ create_params: dict[str, Any] | None = Field(
+ default=None,
+ description=(
+ "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when "
+ "creating a sandbox (e.g. language, snapshot, env_vars, labels)."
+ ),
+ )
+ sandbox_timeout: float = Field(
+ default=60.0,
+ description="Timeout in seconds for sandbox create/delete operations.",
+ )
+
+ env_vars: list[EnvVar] = Field(
+ default_factory=lambda: [
+ EnvVar(
+ name="DAYTONA_API_KEY",
+ description="API key for Daytona sandbox service",
+ required=False,
+ ),
+ EnvVar(
+ name="DAYTONA_API_URL",
+ description="Daytona API base URL (optional)",
+ required=False,
+ ),
+ EnvVar(
+ name="DAYTONA_TARGET",
+ description="Daytona target region (optional)",
+ required=False,
+ ),
+ ]
+ )
+
+ _client: Any | None = PrivateAttr(default=None)
+ _persistent_sandbox: Any | None = PrivateAttr(default=None)
+ _lock: threading.Lock = PrivateAttr(default_factory=threading.Lock)
+ _cleanup_registered: bool = PrivateAttr(default=False)
+
+ _sdk_cache: ClassVar[dict[str, Any]] = {}
+
+ @classmethod
+ def _import_sdk(cls) -> dict[str, Any]:
+ if cls._sdk_cache:
+ return cls._sdk_cache
+ try:
+ from daytona import (
+ CreateSandboxFromSnapshotParams,
+ Daytona,
+ DaytonaConfig,
+ )
+ except ImportError as exc:
+ raise ImportError(
+ "The 'daytona' package is required for Daytona sandbox tools. "
+ "Install it with: uv add daytona (or) pip install daytona"
+ ) from exc
+ cls._sdk_cache = {
+ "Daytona": Daytona,
+ "DaytonaConfig": DaytonaConfig,
+ "CreateSandboxFromSnapshotParams": CreateSandboxFromSnapshotParams,
+ }
+ return cls._sdk_cache
+
+ def _get_client(self) -> Any:
+ if self._client is not None:
+ return self._client
+ sdk = self._import_sdk()
+ config_kwargs: dict[str, Any] = {}
+ if self.api_key:
+ config_kwargs["api_key"] = self.api_key
+ if self.api_url:
+ config_kwargs["api_url"] = self.api_url
+ if self.target:
+ config_kwargs["target"] = self.target
+ config = sdk["DaytonaConfig"](**config_kwargs) if config_kwargs else None
+ self._client = sdk["Daytona"](config) if config else sdk["Daytona"]()
+ return self._client
+
+ def _build_create_params(self) -> Any | None:
+ if not self.create_params:
+ return None
+ sdk = self._import_sdk()
+ return sdk["CreateSandboxFromSnapshotParams"](**self.create_params)
+
+ def _acquire_sandbox(self) -> tuple[Any, bool]:
+ """Return (sandbox, should_delete_after_use)."""
+ client = self._get_client()
+
+ if self.sandbox_id:
+ return client.get(self.sandbox_id), False
+
+ if self.persistent:
+ with self._lock:
+ if self._persistent_sandbox is None:
+ self._persistent_sandbox = client.create(
+ self._build_create_params(),
+ timeout=self.sandbox_timeout,
+ )
+ if not self._cleanup_registered:
+ atexit.register(self.close)
+ self._cleanup_registered = True
+ return self._persistent_sandbox, False
+
+ sandbox = client.create(
+ self._build_create_params(),
+ timeout=self.sandbox_timeout,
+ )
+ return sandbox, True
+
+ def _release_sandbox(self, sandbox: Any, should_delete: bool) -> None:
+ if not should_delete:
+ return
+ try:
+ sandbox.delete(timeout=self.sandbox_timeout)
+ except Exception:
+ logger.debug(
+ "Best-effort sandbox cleanup failed after ephemeral use; "
+ "the sandbox may need manual deletion.",
+ exc_info=True,
+ )
+
+ def close(self) -> None:
+ """Delete the cached persistent sandbox if one exists."""
+ with self._lock:
+ sandbox = self._persistent_sandbox
+ self._persistent_sandbox = None
+ if sandbox is None:
+ return
+ try:
+ sandbox.delete(timeout=self.sandbox_timeout)
+ except Exception:
+ logger.debug(
+ "Best-effort persistent sandbox cleanup failed at close(); "
+ "the sandbox may need manual deletion.",
+ exc_info=True,
+ )
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_exec_tool.py b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_exec_tool.py
new file mode 100644
index 0000000000..cffcab2205
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_exec_tool.py
@@ -0,0 +1,59 @@
+from __future__ import annotations
+
+from builtins import type as type_
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+from crewai_tools.tools.daytona_sandbox_tool.daytona_base_tool import DaytonaBaseTool
+
+
+class DaytonaExecToolSchema(BaseModel):
+ command: str = Field(..., description="Shell command to execute in the sandbox.")
+ cwd: str | None = Field(
+ default=None,
+ description="Working directory to run the command in. Defaults to the sandbox work dir.",
+ )
+ env: dict[str, str] | None = Field(
+ default=None,
+ description="Optional environment variables to set for this command.",
+ )
+ timeout: int | None = Field(
+ default=None,
+ description="Maximum seconds to wait for the command to finish.",
+ )
+
+
+class DaytonaExecTool(DaytonaBaseTool):
+ """Run a shell command inside a Daytona sandbox."""
+
+ name: str = "Daytona Sandbox Exec"
+ description: str = (
+ "Execute a shell command inside a Daytona sandbox and return the exit "
+ "code and combined output. Use this to run builds, package installs, "
+ "git operations, or any one-off shell command."
+ )
+ args_schema: type_[BaseModel] = DaytonaExecToolSchema
+
+ def _run(
+ self,
+ command: str,
+ cwd: str | None = None,
+ env: dict[str, str] | None = None,
+ timeout: int | None = None,
+ ) -> Any:
+ sandbox, should_delete = self._acquire_sandbox()
+ try:
+ response = sandbox.process.exec(
+ command,
+ cwd=cwd,
+ env=env,
+ timeout=timeout,
+ )
+ return {
+ "exit_code": getattr(response, "exit_code", None),
+ "result": getattr(response, "result", None),
+ "artifacts": getattr(response, "artifacts", None),
+ }
+ finally:
+ self._release_sandbox(sandbox, should_delete)
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_file_tool.py b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_file_tool.py
new file mode 100644
index 0000000000..e019419b3e
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_file_tool.py
@@ -0,0 +1,205 @@
+from __future__ import annotations
+
+import base64
+from builtins import type as type_
+import logging
+import posixpath
+from typing import Any, Literal
+
+from pydantic import BaseModel, Field, model_validator
+
+from crewai_tools.tools.daytona_sandbox_tool.daytona_base_tool import DaytonaBaseTool
+
+
+logger = logging.getLogger(__name__)
+
+
+FileAction = Literal["read", "write", "append", "list", "delete", "mkdir", "info"]
+
+
+class DaytonaFileToolSchema(BaseModel):
+ action: FileAction = Field(
+ ...,
+ description=(
+ "The filesystem action to perform: 'read' (returns file contents), "
+ "'write' (create or replace a file with content), 'append' (append "
+ "content to an existing file — use this for writing large files in "
+ "chunks to avoid hitting tool-call size limits), 'list' (lists a "
+ "directory), 'delete' (removes a file/dir), 'mkdir' (creates a "
+ "directory), 'info' (returns file metadata)."
+ ),
+ )
+ path: str = Field(..., description="Absolute path inside the sandbox.")
+ content: str | None = Field(
+ default=None,
+ description=(
+ "Content to write or append. If omitted for 'write', an empty file "
+ "is created. For files larger than a few KB, prefer one 'write' "
+ "with empty content followed by multiple 'append' calls of ~4KB "
+ "each to stay within tool-call payload limits."
+ ),
+ )
+ binary: bool = Field(
+ default=False,
+ description=(
+ "For 'write': treat content as base64 and upload raw bytes. "
+ "For 'read': return contents as base64 instead of decoded utf-8."
+ ),
+ )
+ recursive: bool = Field(
+ default=False,
+ description="For action='delete': remove directories recursively.",
+ )
+ mode: str = Field(
+ default="0755",
+ description="For action='mkdir': octal permission string (default 0755).",
+ )
+
+ @model_validator(mode="after")
+ def _validate_action_args(self) -> DaytonaFileToolSchema:
+ if self.action == "append" and self.content is None:
+ raise ValueError(
+ "action='append' requires 'content'. Pass the chunk to append "
+ "in the 'content' field."
+ )
+ return self
+
+
+class DaytonaFileTool(DaytonaBaseTool):
+ """Read, write, and manage files inside a Daytona sandbox.
+
+ Notes:
+ - Most useful with `persistent=True` or an explicit `sandbox_id`. With the
+ default ephemeral mode, files disappear when this tool call finishes.
+ """
+
+ name: str = "Daytona Sandbox Files"
+ description: str = (
+ "Perform filesystem operations inside a Daytona sandbox: read a file, "
+ "write content to a path, append content to an existing file, list a "
+ "directory, delete a path, make a directory, or fetch file metadata. "
+ "For files larger than a few KB, create the file with action='write' "
+ "and empty content, then send the body via multiple 'append' calls of "
+ "~4KB each to stay within tool-call payload limits."
+ )
+ args_schema: type_[BaseModel] = DaytonaFileToolSchema
+
+ def _run(
+ self,
+ action: FileAction,
+ path: str,
+ content: str | None = None,
+ binary: bool = False,
+ recursive: bool = False,
+ mode: str = "0755",
+ ) -> Any:
+ sandbox, should_delete = self._acquire_sandbox()
+ try:
+ if action == "read":
+ return self._read(sandbox, path, binary=binary)
+ if action == "write":
+ return self._write(sandbox, path, content or "", binary=binary)
+ if action == "append":
+ return self._append(sandbox, path, content or "", binary=binary)
+ if action == "list":
+ return self._list(sandbox, path)
+ if action == "delete":
+ sandbox.fs.delete_file(path, recursive=recursive)
+ return {"status": "deleted", "path": path}
+ if action == "mkdir":
+ sandbox.fs.create_folder(path, mode)
+ return {"status": "created", "path": path, "mode": mode}
+ if action == "info":
+ return self._info(sandbox, path)
+ raise ValueError(f"Unknown action: {action}")
+ finally:
+ self._release_sandbox(sandbox, should_delete)
+
+ def _read(self, sandbox: Any, path: str, *, binary: bool) -> dict[str, Any]:
+ data: bytes = sandbox.fs.download_file(path)
+ if binary:
+ return {
+ "path": path,
+ "encoding": "base64",
+ "content": base64.b64encode(data).decode("ascii"),
+ }
+ try:
+ return {"path": path, "encoding": "utf-8", "content": data.decode("utf-8")}
+ except UnicodeDecodeError:
+ return {
+ "path": path,
+ "encoding": "base64",
+ "content": base64.b64encode(data).decode("ascii"),
+ "note": "File was not valid utf-8; returned as base64.",
+ }
+
+ def _write(
+ self, sandbox: Any, path: str, content: str, *, binary: bool
+ ) -> dict[str, Any]:
+ payload = base64.b64decode(content) if binary else content.encode("utf-8")
+ self._ensure_parent_dir(sandbox, path)
+ sandbox.fs.upload_file(payload, path)
+ return {"status": "written", "path": path, "bytes": len(payload)}
+
+ def _append(
+ self, sandbox: Any, path: str, content: str, *, binary: bool
+ ) -> dict[str, Any]:
+ chunk = base64.b64decode(content) if binary else content.encode("utf-8")
+ self._ensure_parent_dir(sandbox, path)
+ try:
+ existing: bytes = sandbox.fs.download_file(path)
+ except Exception:
+ existing = b""
+ payload = existing + chunk
+ sandbox.fs.upload_file(payload, path)
+ return {
+ "status": "appended",
+ "path": path,
+ "appended_bytes": len(chunk),
+ "total_bytes": len(payload),
+ }
+
+ @staticmethod
+ def _ensure_parent_dir(sandbox: Any, path: str) -> None:
+ """Make sure the parent directory of `path` exists.
+
+ Daytona's upload returns 400 if the parent directory is missing. We
+ best-effort mkdir the parent; any error (e.g. already exists) is
+ swallowed because `create_folder` is not idempotent on the server.
+ """
+ parent = posixpath.dirname(path)
+ if not parent or parent in ("/", "."):
+ return
+ try:
+ sandbox.fs.create_folder(parent, "0755")
+ except Exception:
+ logger.debug(
+ "Best-effort parent-directory create failed for %s; "
+ "assuming it already exists and proceeding with the write.",
+ parent,
+ exc_info=True,
+ )
+
+ def _list(self, sandbox: Any, path: str) -> dict[str, Any]:
+ entries = sandbox.fs.list_files(path)
+ return {
+ "path": path,
+ "entries": [self._file_info_to_dict(entry) for entry in entries],
+ }
+
+ def _info(self, sandbox: Any, path: str) -> dict[str, Any]:
+ return self._file_info_to_dict(sandbox.fs.get_file_info(path))
+
+ @staticmethod
+ def _file_info_to_dict(info: Any) -> dict[str, Any]:
+ fields = (
+ "name",
+ "size",
+ "mode",
+ "permissions",
+ "is_dir",
+ "mod_time",
+ "owner",
+ "group",
+ )
+ return {field: getattr(info, field, None) for field in fields}
diff --git a/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_python_tool.py b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_python_tool.py
new file mode 100644
index 0000000000..c0bc9d4058
--- /dev/null
+++ b/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/daytona_python_tool.py
@@ -0,0 +1,82 @@
+from __future__ import annotations
+
+from builtins import type as type_
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+from crewai_tools.tools.daytona_sandbox_tool.daytona_base_tool import DaytonaBaseTool
+
+
+class DaytonaPythonToolSchema(BaseModel):
+ code: str = Field(
+ ...,
+ description="Python source to execute inside the sandbox.",
+ )
+ argv: list[str] | None = Field(
+ default=None,
+ description="Optional argv passed to the script (forwarded as params.argv).",
+ )
+ env: dict[str, str] | None = Field(
+ default=None,
+ description="Optional environment variables for the run (forwarded as params.env).",
+ )
+ timeout: int | None = Field(
+ default=None,
+ description="Maximum seconds to wait for the code to finish.",
+ )
+
+
+class DaytonaPythonTool(DaytonaBaseTool):
+ """Run Python source inside a Daytona sandbox."""
+
+ name: str = "Daytona Sandbox Python"
+ description: str = (
+ "Execute a block of Python code inside a Daytona sandbox and return the "
+ "exit code, captured stdout, and any produced artifacts. Use this for "
+ "data processing, quick scripts, or analysis that should run in an "
+ "isolated environment."
+ )
+ args_schema: type_[BaseModel] = DaytonaPythonToolSchema
+
+ def _run(
+ self,
+ code: str,
+ argv: list[str] | None = None,
+ env: dict[str, str] | None = None,
+ timeout: int | None = None,
+ ) -> Any:
+ sandbox, should_delete = self._acquire_sandbox()
+ try:
+ params = self._build_code_run_params(argv=argv, env=env)
+ response = sandbox.process.code_run(code, params=params, timeout=timeout)
+ return {
+ "exit_code": getattr(response, "exit_code", None),
+ "result": getattr(response, "result", None),
+ "artifacts": getattr(response, "artifacts", None),
+ }
+ finally:
+ self._release_sandbox(sandbox, should_delete)
+
+ def _build_code_run_params(
+ self,
+ argv: list[str] | None,
+ env: dict[str, str] | None,
+ ) -> Any | None:
+ if argv is None and env is None:
+ return None
+ try:
+ from daytona import CodeRunParams
+ except ImportError as exc:
+ raise ImportError(
+ "Could not import daytona.CodeRunParams while building "
+ "argv/env for sandbox.process.code_run. This usually means the "
+ "installed 'daytona' SDK is too old or incompatible. Upgrade "
+ "with: pip install -U 'crewai-tools[daytona]'"
+ ) from exc
+ kwargs: dict[str, Any] = {}
+ if argv is not None:
+ kwargs["argv"] = argv
+ if env is not None:
+ kwargs["env"] = env
+ return CodeRunParams(**kwargs)
diff --git a/lib/crewai-tools/tool.specs.json b/lib/crewai-tools/tool.specs.json
index a005015031..6bd3747497 100644
--- a/lib/crewai-tools/tool.specs.json
+++ b/lib/crewai-tools/tool.specs.json
@@ -6976,6 +6976,634 @@
"type": "object"
}
},
+ {
+ "description": "Execute a shell command inside a Daytona sandbox and return the exit code and combined output. Use this to run builds, package installs, git operations, or any one-off shell command.",
+ "env_vars": [
+ {
+ "default": null,
+ "description": "API key for Daytona sandbox service",
+ "name": "DAYTONA_API_KEY",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona API base URL (optional)",
+ "name": "DAYTONA_API_URL",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona target region (optional)",
+ "name": "DAYTONA_TARGET",
+ "required": false
+ }
+ ],
+ "humanized_name": "Daytona Sandbox Exec",
+ "init_params_schema": {
+ "$defs": {
+ "EnvVar": {
+ "properties": {
+ "default": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "title": "Default"
+ },
+ "description": {
+ "title": "Description",
+ "type": "string"
+ },
+ "name": {
+ "title": "Name",
+ "type": "string"
+ },
+ "required": {
+ "default": true,
+ "title": "Required",
+ "type": "boolean"
+ }
+ },
+ "required": [
+ "name",
+ "description"
+ ],
+ "title": "EnvVar",
+ "type": "object"
+ }
+ },
+ "description": "Run a shell command inside a Daytona sandbox.",
+ "properties": {
+ "api_key": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
+ "required": false,
+ "title": "Api Key"
+ },
+ "api_url": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
+ "required": false,
+ "title": "Api Url"
+ },
+ "create_params": {
+ "anyOf": [
+ {
+ "additionalProperties": true,
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
+ "title": "Create Params"
+ },
+ "persistent": {
+ "default": false,
+ "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
+ "title": "Persistent",
+ "type": "boolean"
+ },
+ "sandbox_id": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
+ "title": "Sandbox Id"
+ },
+ "sandbox_timeout": {
+ "default": 60.0,
+ "description": "Timeout in seconds for sandbox create/delete operations.",
+ "title": "Sandbox Timeout",
+ "type": "number"
+ },
+ "target": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
+ "required": false,
+ "title": "Target"
+ }
+ },
+ "required": [],
+ "title": "DaytonaExecTool",
+ "type": "object"
+ },
+ "name": "DaytonaExecTool",
+ "package_dependencies": [
+ "daytona"
+ ],
+ "run_params_schema": {
+ "properties": {
+ "command": {
+ "description": "Shell command to execute in the sandbox.",
+ "title": "Command",
+ "type": "string"
+ },
+ "cwd": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Working directory to run the command in. Defaults to the sandbox work dir.",
+ "title": "Cwd"
+ },
+ "env": {
+ "anyOf": [
+ {
+ "additionalProperties": {
+ "type": "string"
+ },
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional environment variables to set for this command.",
+ "title": "Env"
+ },
+ "timeout": {
+ "anyOf": [
+ {
+ "type": "integer"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Maximum seconds to wait for the command to finish.",
+ "title": "Timeout"
+ }
+ },
+ "required": [
+ "command"
+ ],
+ "title": "DaytonaExecToolSchema",
+ "type": "object"
+ }
+ },
+ {
+ "description": "Perform filesystem operations inside a Daytona sandbox: read a file, write content to a path, append content to an existing file, list a directory, delete a path, make a directory, or fetch file metadata. For files larger than a few KB, create the file with action='write' and empty content, then send the body via multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
+ "env_vars": [
+ {
+ "default": null,
+ "description": "API key for Daytona sandbox service",
+ "name": "DAYTONA_API_KEY",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona API base URL (optional)",
+ "name": "DAYTONA_API_URL",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona target region (optional)",
+ "name": "DAYTONA_TARGET",
+ "required": false
+ }
+ ],
+ "humanized_name": "Daytona Sandbox Files",
+ "init_params_schema": {
+ "$defs": {
+ "EnvVar": {
+ "properties": {
+ "default": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "title": "Default"
+ },
+ "description": {
+ "title": "Description",
+ "type": "string"
+ },
+ "name": {
+ "title": "Name",
+ "type": "string"
+ },
+ "required": {
+ "default": true,
+ "title": "Required",
+ "type": "boolean"
+ }
+ },
+ "required": [
+ "name",
+ "description"
+ ],
+ "title": "EnvVar",
+ "type": "object"
+ }
+ },
+ "description": "Read, write, and manage files inside a Daytona sandbox.\n\nNotes:\n - Most useful with `persistent=True` or an explicit `sandbox_id`. With the\n default ephemeral mode, files disappear when this tool call finishes.",
+ "properties": {
+ "api_key": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
+ "required": false,
+ "title": "Api Key"
+ },
+ "api_url": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
+ "required": false,
+ "title": "Api Url"
+ },
+ "create_params": {
+ "anyOf": [
+ {
+ "additionalProperties": true,
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
+ "title": "Create Params"
+ },
+ "persistent": {
+ "default": false,
+ "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
+ "title": "Persistent",
+ "type": "boolean"
+ },
+ "sandbox_id": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
+ "title": "Sandbox Id"
+ },
+ "sandbox_timeout": {
+ "default": 60.0,
+ "description": "Timeout in seconds for sandbox create/delete operations.",
+ "title": "Sandbox Timeout",
+ "type": "number"
+ },
+ "target": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
+ "required": false,
+ "title": "Target"
+ }
+ },
+ "required": [],
+ "title": "DaytonaFileTool",
+ "type": "object"
+ },
+ "name": "DaytonaFileTool",
+ "package_dependencies": [
+ "daytona"
+ ],
+ "run_params_schema": {
+ "properties": {
+ "action": {
+ "description": "The filesystem action to perform: 'read' (returns file contents), 'write' (create or replace a file with content), 'append' (append content to an existing file \u2014 use this for writing large files in chunks to avoid hitting tool-call size limits), 'list' (lists a directory), 'delete' (removes a file/dir), 'mkdir' (creates a directory), 'info' (returns file metadata).",
+ "enum": [
+ "read",
+ "write",
+ "append",
+ "list",
+ "delete",
+ "mkdir",
+ "info"
+ ],
+ "title": "Action",
+ "type": "string"
+ },
+ "binary": {
+ "default": false,
+ "description": "For 'write': treat content as base64 and upload raw bytes. For 'read': return contents as base64 instead of decoded utf-8.",
+ "title": "Binary",
+ "type": "boolean"
+ },
+ "content": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Content to write or append. If omitted for 'write', an empty file is created. For files larger than a few KB, prefer one 'write' with empty content followed by multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
+ "title": "Content"
+ },
+ "mode": {
+ "default": "0755",
+ "description": "For action='mkdir': octal permission string (default 0755).",
+ "title": "Mode",
+ "type": "string"
+ },
+ "path": {
+ "description": "Absolute path inside the sandbox.",
+ "title": "Path",
+ "type": "string"
+ },
+ "recursive": {
+ "default": false,
+ "description": "For action='delete': remove directories recursively.",
+ "title": "Recursive",
+ "type": "boolean"
+ }
+ },
+ "required": [
+ "action",
+ "path"
+ ],
+ "title": "DaytonaFileToolSchema",
+ "type": "object"
+ }
+ },
+ {
+ "description": "Execute a block of Python code inside a Daytona sandbox and return the exit code, captured stdout, and any produced artifacts. Use this for data processing, quick scripts, or analysis that should run in an isolated environment.",
+ "env_vars": [
+ {
+ "default": null,
+ "description": "API key for Daytona sandbox service",
+ "name": "DAYTONA_API_KEY",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona API base URL (optional)",
+ "name": "DAYTONA_API_URL",
+ "required": false
+ },
+ {
+ "default": null,
+ "description": "Daytona target region (optional)",
+ "name": "DAYTONA_TARGET",
+ "required": false
+ }
+ ],
+ "humanized_name": "Daytona Sandbox Python",
+ "init_params_schema": {
+ "$defs": {
+ "EnvVar": {
+ "properties": {
+ "default": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "title": "Default"
+ },
+ "description": {
+ "title": "Description",
+ "type": "string"
+ },
+ "name": {
+ "title": "Name",
+ "type": "string"
+ },
+ "required": {
+ "default": true,
+ "title": "Required",
+ "type": "boolean"
+ }
+ },
+ "required": [
+ "name",
+ "description"
+ ],
+ "title": "EnvVar",
+ "type": "object"
+ }
+ },
+ "description": "Run Python source inside a Daytona sandbox.",
+ "properties": {
+ "api_key": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
+ "required": false,
+ "title": "Api Key"
+ },
+ "api_url": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
+ "required": false,
+ "title": "Api Url"
+ },
+ "create_params": {
+ "anyOf": [
+ {
+ "additionalProperties": true,
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
+ "title": "Create Params"
+ },
+ "persistent": {
+ "default": false,
+ "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
+ "title": "Persistent",
+ "type": "boolean"
+ },
+ "sandbox_id": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
+ "title": "Sandbox Id"
+ },
+ "sandbox_timeout": {
+ "default": 60.0,
+ "description": "Timeout in seconds for sandbox create/delete operations.",
+ "title": "Sandbox Timeout",
+ "type": "number"
+ },
+ "target": {
+ "anyOf": [
+ {
+ "type": "string"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
+ "required": false,
+ "title": "Target"
+ }
+ },
+ "required": [],
+ "title": "DaytonaPythonTool",
+ "type": "object"
+ },
+ "name": "DaytonaPythonTool",
+ "package_dependencies": [
+ "daytona"
+ ],
+ "run_params_schema": {
+ "properties": {
+ "argv": {
+ "anyOf": [
+ {
+ "items": {
+ "type": "string"
+ },
+ "type": "array"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional argv passed to the script (forwarded as params.argv).",
+ "title": "Argv"
+ },
+ "code": {
+ "description": "Python source to execute inside the sandbox.",
+ "title": "Code",
+ "type": "string"
+ },
+ "env": {
+ "anyOf": [
+ {
+ "additionalProperties": {
+ "type": "string"
+ },
+ "type": "object"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Optional environment variables for the run (forwarded as params.env).",
+ "title": "Env"
+ },
+ "timeout": {
+ "anyOf": [
+ {
+ "type": "integer"
+ },
+ {
+ "type": "null"
+ }
+ ],
+ "default": null,
+ "description": "Maximum seconds to wait for the code to finish.",
+ "title": "Timeout"
+ }
+ },
+ "required": [
+ "code"
+ ],
+ "title": "DaytonaPythonToolSchema",
+ "type": "object"
+ }
+ },
{
"description": "A tool that can be used to recursively list a directory's content.",
"env_vars": [],
diff --git a/lib/crewai/pyproject.toml b/lib/crewai/pyproject.toml
index e6ab043994..4956c81f0c 100644
--- a/lib/crewai/pyproject.toml
+++ b/lib/crewai/pyproject.toml
@@ -55,7 +55,7 @@ Repository = "https://github.com/crewAIInc/crewAI"
[project.optional-dependencies]
tools = [
- "crewai-tools==1.14.2",
+ "crewai-tools==1.14.3a1",
]
embeddings = [
"tiktoken~=0.8.0"
diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py
index b6766741fb..444cb5d070 100644
--- a/lib/crewai/src/crewai/__init__.py
+++ b/lib/crewai/src/crewai/__init__.py
@@ -46,7 +46,7 @@ def filtered_warn(
_suppress_pydantic_deprecation_warnings()
-__version__ = "1.14.2"
+__version__ = "1.14.3a1"
_telemetry_submitted = False
diff --git a/lib/crewai/src/crewai/agent/core.py b/lib/crewai/src/crewai/agent/core.py
index b837523449..74a3e85ded 100644
--- a/lib/crewai/src/crewai/agent/core.py
+++ b/lib/crewai/src/crewai/agent/core.py
@@ -29,7 +29,7 @@
model_validator,
)
from pydantic.functional_serializers import PlainSerializer
-from typing_extensions import Self
+from typing_extensions import Self, TypeIs
from crewai.agent.planning_config import PlanningConfig
from crewai.agent.utils import (
@@ -133,6 +133,13 @@
}
+def _is_resuming_agent_executor(
+ executor: CrewAgentExecutor | AgentExecutor | None,
+) -> TypeIs[AgentExecutor]:
+ """Type guard: True when the executor is resuming from a checkpoint."""
+ return isinstance(executor, AgentExecutor) and executor._resuming
+
+
def _validate_executor_class(value: Any) -> Any:
if isinstance(value, str):
cls = _EXECUTOR_CLASS_MAP.get(value)
@@ -1366,24 +1373,42 @@ def _prepare_kickoff(
prompt, stop_words, rpm_limit_fn = self._build_execution_prompt(raw_tools)
- executor = AgentExecutor(
- llm=cast(BaseLLM, self.llm),
- agent=self,
- prompt=prompt,
- max_iter=self.max_iter,
- tools=parsed_tools,
- tools_names=get_tool_names(parsed_tools),
- stop_words=stop_words,
- tools_description=render_text_description_and_args(parsed_tools),
- tools_handler=self.tools_handler,
- original_tools=raw_tools,
- step_callback=self.step_callback,
- function_calling_llm=self.function_calling_llm,
- respect_context_window=self.respect_context_window,
- request_within_rpm_limit=rpm_limit_fn,
- callbacks=[TokenCalcHandler(self._token_process)],
- response_model=response_format,
- )
+ if _is_resuming_agent_executor(self.agent_executor):
+ executor = self.agent_executor
+ executor.tools = parsed_tools
+ executor.tools_names = get_tool_names(parsed_tools)
+ executor.tools_description = render_text_description_and_args(parsed_tools)
+ executor.original_tools = raw_tools
+ executor.prompt = prompt
+ executor.response_model = response_format
+ executor.stop_words = stop_words
+ executor.tools_handler = self.tools_handler
+ executor.step_callback = self.step_callback
+ executor.function_calling_llm = cast(
+ BaseLLM | None, self.function_calling_llm
+ )
+ executor.respect_context_window = self.respect_context_window
+ executor.request_within_rpm_limit = rpm_limit_fn
+ executor.callbacks = [TokenCalcHandler(self._token_process)]
+ else:
+ executor = AgentExecutor(
+ llm=cast(BaseLLM, self.llm),
+ agent=self,
+ prompt=prompt,
+ max_iter=self.max_iter,
+ tools=parsed_tools,
+ tools_names=get_tool_names(parsed_tools),
+ stop_words=stop_words,
+ tools_description=render_text_description_and_args(parsed_tools),
+ tools_handler=self.tools_handler,
+ original_tools=raw_tools,
+ step_callback=self.step_callback,
+ function_calling_llm=self.function_calling_llm,
+ respect_context_window=self.respect_context_window,
+ request_within_rpm_limit=rpm_limit_fn,
+ callbacks=[TokenCalcHandler(self._token_process)],
+ response_model=response_format,
+ )
all_files: dict[str, Any] = {}
if isinstance(messages, str):
@@ -1504,14 +1529,17 @@ def kickoff(
)
try:
- crewai_event_bus.emit(
- self,
- event=LiteAgentExecutionStartedEvent(
+ if self.checkpoint_kickoff_event_id is not None:
+ self._kickoff_event_id = self.checkpoint_kickoff_event_id
+ self.checkpoint_kickoff_event_id = None
+ else:
+ started_event = LiteAgentExecutionStartedEvent(
agent_info=agent_info,
tools=parsed_tools,
messages=messages,
- ),
- )
+ )
+ crewai_event_bus.emit(self, event=started_event)
+ self._kickoff_event_id = started_event.event_id
output = self._execute_and_build_output(executor, inputs, response_format)
return self._finalize_kickoff(
@@ -1808,14 +1836,17 @@ async def kickoff_async(
)
try:
- crewai_event_bus.emit(
- self,
- event=LiteAgentExecutionStartedEvent(
+ if self.checkpoint_kickoff_event_id is not None:
+ self._kickoff_event_id = self.checkpoint_kickoff_event_id
+ self.checkpoint_kickoff_event_id = None
+ else:
+ started_event = LiteAgentExecutionStartedEvent(
agent_info=agent_info,
tools=parsed_tools,
messages=messages,
- ),
- )
+ )
+ crewai_event_bus.emit(self, event=started_event)
+ self._kickoff_event_id = started_event.event_id
output = await self._execute_and_build_output_async(
executor, inputs, response_format
diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py
index a00f9b49f2..74d30e0b2a 100644
--- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py
+++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py
@@ -28,6 +28,9 @@
from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
from crewai.agents.cache.cache_handler import CacheHandler
from crewai.agents.tools_handler import ToolsHandler
+from crewai.events.base_events import set_emission_counter
+from crewai.events.event_bus import crewai_event_bus
+from crewai.events.event_context import restore_event_scope, set_last_event_id
from crewai.knowledge.knowledge import Knowledge
from crewai.knowledge.knowledge_config import KnowledgeConfig
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
@@ -51,6 +54,7 @@
if TYPE_CHECKING:
from crewai.context import ExecutionContext
from crewai.crew import Crew
+ from crewai.state.runtime import RuntimeState
def _validate_crew_ref(value: Any) -> Any:
@@ -219,6 +223,7 @@ class BaseAgent(BaseModel, ABC, metaclass=AgentMeta):
_original_goal: str | None = PrivateAttr(default=None)
_original_backstory: str | None = PrivateAttr(default=None)
_token_process: TokenProcess = PrivateAttr(default_factory=TokenProcess)
+ _kickoff_event_id: str | None = PrivateAttr(default=None)
id: UUID4 = Field(default_factory=uuid.uuid4, frozen=True)
role: str = Field(description="Role of the agent")
goal: str = Field(description="Objective of the agent")
@@ -335,30 +340,90 @@ def _validate_agent_executor(cls, v: Any) -> Any:
min_length=1,
)
execution_context: ExecutionContext | None = Field(default=None)
+ checkpoint_kickoff_event_id: str | None = Field(default=None)
@classmethod
def from_checkpoint(cls, config: CheckpointConfig) -> Self:
- """Restore an Agent from a checkpoint.
+ """Restore an Agent from a checkpoint, ready to resume via kickoff().
Args:
- config: Checkpoint configuration with ``restore_from`` set.
+ config: Checkpoint configuration with ``restore_from`` set to
+ the path of the checkpoint to load.
+
+ Returns:
+ An Agent instance. Call kickoff() to resume execution.
"""
from crewai.context import apply_execution_context
from crewai.state.runtime import RuntimeState
state = RuntimeState.from_checkpoint(config, context={"from_checkpoint": True})
+ crewai_event_bus.set_runtime_state(state)
for entity in state.root:
if isinstance(entity, cls):
if entity.execution_context is not None:
apply_execution_context(entity.execution_context)
- if entity.agent_executor is not None:
- entity.agent_executor.agent = entity
- entity.agent_executor._resuming = True
+ entity._restore_runtime(state)
return entity
raise ValueError(
f"No {cls.__name__} found in checkpoint: {config.restore_from}"
)
+ @classmethod
+ def fork(cls, config: CheckpointConfig, branch: str | None = None) -> Self:
+ """Fork an Agent from a checkpoint, creating a new execution branch.
+
+ Args:
+ config: Checkpoint configuration with ``restore_from`` set.
+ branch: Branch label for the fork. Auto-generated if not provided.
+
+ Returns:
+ An Agent instance on the new branch. Call kickoff() to run.
+ """
+ agent = cls.from_checkpoint(config)
+ state = crewai_event_bus._runtime_state
+ if state is None:
+ raise RuntimeError("Cannot fork: no runtime state on the event bus.")
+ state.fork(branch)
+ return agent
+
+ def _restore_runtime(self, state: RuntimeState) -> None:
+ """Re-create runtime objects after restoring from a checkpoint.
+
+ Args:
+ state: The RuntimeState containing the event record.
+ """
+ if self.agent_executor is not None:
+ self.agent_executor.agent = self
+ self.agent_executor._resuming = True
+ if self.checkpoint_kickoff_event_id is not None:
+ self._kickoff_event_id = self.checkpoint_kickoff_event_id
+ self._restore_event_scope(state)
+
+ def _restore_event_scope(self, state: RuntimeState) -> None:
+ """Rebuild the event scope stack from the checkpoint's event record.
+
+ Args:
+ state: The RuntimeState containing the event record.
+ """
+ stack: list[tuple[str, str]] = []
+ kickoff_id = self._kickoff_event_id
+ if kickoff_id:
+ stack.append((kickoff_id, "lite_agent_execution_started"))
+
+ restore_event_scope(tuple(stack))
+
+ last_event_id: str | None = None
+ max_seq = 0
+ for node in state.event_record.nodes.values():
+ seq = node.event.emission_sequence or 0
+ if seq > max_seq:
+ max_seq = seq
+ last_event_id = node.event.event_id
+ if last_event_id is not None:
+ set_last_event_id(last_event_id)
+ if max_seq > 0:
+ set_emission_counter(max_seq)
+
@model_validator(mode="before")
@classmethod
def process_model_config(cls, values: Any) -> dict[str, Any]:
diff --git a/lib/crewai/src/crewai/cli/checkpoint_cli.py b/lib/crewai/src/crewai/cli/checkpoint_cli.py
index 5e8572c628..0b3139d7d7 100644
--- a/lib/crewai/src/crewai/cli/checkpoint_cli.py
+++ b/lib/crewai/src/crewai/cli/checkpoint_cli.py
@@ -472,6 +472,8 @@ def _entity_type_from_meta(meta: dict[str, Any]) -> str:
for ent in meta.get("entities", []):
if ent.get("type") == "flow":
return "flow"
+ if ent.get("type") == "agent":
+ return "agent"
return "crew"
@@ -505,6 +507,11 @@ def resume_checkpoint(location: str, checkpoint_id: str | None) -> None:
flow = Flow.from_checkpoint(config)
result = asyncio.run(flow.kickoff_async(inputs=inputs))
+ elif entity_type == "agent":
+ from crewai.agent import Agent
+
+ agent = Agent.from_checkpoint(config)
+ result = asyncio.run(agent.akickoff(messages="Resume execution."))
else:
from crewai.crew import Crew
diff --git a/lib/crewai/src/crewai/cli/checkpoint_tui.py b/lib/crewai/src/crewai/cli/checkpoint_tui.py
index 0f945dd317..7cc1d6867e 100644
--- a/lib/crewai/src/crewai/cli/checkpoint_tui.py
+++ b/lib/crewai/src/crewai/cli/checkpoint_tui.py
@@ -123,7 +123,7 @@ def _entity_icon(etype: str) -> str:
str,
dict[str, Any] | None,
dict[int, str] | None,
- Literal["crew", "flow"],
+ Literal["crew", "flow", "agent"],
]
| None
)
@@ -682,10 +682,14 @@ def _collect_task_overrides(self) -> dict[int, str] | None:
overrides[task_idx] = editor.text
return overrides or None
- def _detect_entity_type(self, entry: dict[str, Any]) -> Literal["crew", "flow"]:
+ def _detect_entity_type(
+ self, entry: dict[str, Any]
+ ) -> Literal["crew", "flow", "agent"]:
for ent in entry.get("entities", []):
if ent.get("type") == "flow":
return "flow"
+ if ent.get("type") == "agent":
+ return "agent"
return "crew"
def _resolve_location(self, entry: dict[str, Any]) -> str:
@@ -829,6 +833,21 @@ async def _run_checkpoint_tui_async(location: str) -> None:
click.echo(f"\nResult: {getattr(result, 'raw', result)}")
return
+ if entity_type == "agent":
+ from crewai.agent import Agent
+
+ if action == "fork":
+ click.echo(f"\nForking agent from: {selected}\n")
+ agent = Agent.fork(config)
+ else:
+ click.echo(f"\nResuming agent from: {selected}\n")
+ agent = Agent.from_checkpoint(config)
+
+ click.echo()
+ result = await agent.akickoff(messages="Resume execution.")
+ click.echo(f"\nResult: {getattr(result, 'raw', result)}")
+ return
+
from crewai.crew import Crew
if action == "fork":
diff --git a/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml b/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
index c9bddf9754..bf87e3131c 100644
--- a/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<3.14"
dependencies = [
- "crewai[tools]==1.14.2"
+ "crewai[tools]==1.14.3a1"
]
[project.scripts]
diff --git a/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml b/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
index ddb2750e91..bdd4fd2a44 100644
--- a/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<3.14"
dependencies = [
- "crewai[tools]==1.14.2"
+ "crewai[tools]==1.14.3a1"
]
[project.scripts]
diff --git a/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml b/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
index a84300df43..fcd42c81f2 100644
--- a/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
@@ -5,7 +5,7 @@ description = "Power up your crews with {{folder_name}}"
readme = "README.md"
requires-python = ">=3.10,<3.14"
dependencies = [
- "crewai[tools]==1.14.2"
+ "crewai[tools]==1.14.3a1"
]
[tool.crewai]
diff --git a/lib/crewai/src/crewai/llm.py b/lib/crewai/src/crewai/llm.py
index db126954e1..fb8461c04f 100644
--- a/lib/crewai/src/crewai/llm.py
+++ b/lib/crewai/src/crewai/llm.py
@@ -175,6 +175,16 @@
"us.amazon.nova-pro-v1:0": 300000,
"us.amazon.nova-micro-v1:0": 128000,
"us.amazon.nova-lite-v1:0": 300000,
+ # Claude 4 models
+ "us.anthropic.claude-opus-4-7": 1000000,
+ "us.anthropic.claude-sonnet-4-6": 1000000,
+ "us.anthropic.claude-opus-4-6-v1": 1000000,
+ "us.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
+ "us.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
+ "us.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
+ "us.anthropic.claude-opus-4-1-20250805-v1:0": 200000,
+ "us.anthropic.claude-opus-4-20250514-v1:0": 200000,
+ "us.anthropic.claude-sonnet-4-20250514-v1:0": 200000,
"us.anthropic.claude-3-5-sonnet-20240620-v1:0": 200000,
"us.anthropic.claude-3-5-haiku-20241022-v1:0": 200000,
"us.anthropic.claude-3-5-sonnet-20241022-v2:0": 200000,
@@ -193,15 +203,44 @@
"eu.anthropic.claude-3-5-sonnet-20240620-v1:0": 200000,
"eu.anthropic.claude-3-sonnet-20240229-v1:0": 200000,
"eu.anthropic.claude-3-haiku-20240307-v1:0": 200000,
+ # Claude 4 EU
+ "eu.anthropic.claude-opus-4-7": 1000000,
+ "eu.anthropic.claude-sonnet-4-6": 1000000,
+ "eu.anthropic.claude-opus-4-6-v1": 1000000,
+ "eu.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
+ "eu.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
+ "eu.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
+ "eu.anthropic.claude-opus-4-1-20250805-v1:0": 200000,
+ "eu.anthropic.claude-opus-4-20250514-v1:0": 200000,
+ "eu.anthropic.claude-sonnet-4-20250514-v1:0": 200000,
"eu.meta.llama3-2-3b-instruct-v1:0": 131000,
"eu.meta.llama3-2-1b-instruct-v1:0": 131000,
"apac.anthropic.claude-3-5-sonnet-20240620-v1:0": 200000,
"apac.anthropic.claude-3-5-sonnet-20241022-v2:0": 200000,
"apac.anthropic.claude-3-sonnet-20240229-v1:0": 200000,
"apac.anthropic.claude-3-haiku-20240307-v1:0": 200000,
+ # Claude 4 APAC
+ "apac.anthropic.claude-opus-4-7": 1000000,
+ "apac.anthropic.claude-sonnet-4-6": 1000000,
+ "apac.anthropic.claude-opus-4-6-v1": 1000000,
+ "apac.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
+ "apac.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
+ "apac.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
+ "apac.anthropic.claude-opus-4-1-20250805-v1:0": 200000,
+ "apac.anthropic.claude-opus-4-20250514-v1:0": 200000,
+ "apac.anthropic.claude-sonnet-4-20250514-v1:0": 200000,
"amazon.nova-pro-v1:0": 300000,
"amazon.nova-micro-v1:0": 128000,
"amazon.nova-lite-v1:0": 300000,
+ "anthropic.claude-opus-4-7": 1000000,
+ "anthropic.claude-sonnet-4-6": 1000000,
+ "anthropic.claude-opus-4-6-v1": 1000000,
+ "anthropic.claude-opus-4-5-20251101-v1:0": 200000,
+ "anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
+ "anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
+ "anthropic.claude-opus-4-1-20250805-v1:0": 200000,
+ "anthropic.claude-opus-4-20250514-v1:0": 200000,
+ "anthropic.claude-sonnet-4-20250514-v1:0": 200000,
"anthropic.claude-3-5-sonnet-20240620-v1:0": 200000,
"anthropic.claude-3-5-haiku-20241022-v1:0": 200000,
"anthropic.claude-3-5-sonnet-20241022-v2:0": 200000,
diff --git a/lib/crewai/src/crewai/llms/constants.py b/lib/crewai/src/crewai/llms/constants.py
index 595a0a30dd..260c23dafb 100644
--- a/lib/crewai/src/crewai/llms/constants.py
+++ b/lib/crewai/src/crewai/llms/constants.py
@@ -423,6 +423,34 @@
BedrockModels: TypeAlias = Literal[
+ # Inference profiles (regional) - Claude 4
+ "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+ "us.anthropic.claude-sonnet-4-20250514-v1:0",
+ "us.anthropic.claude-opus-4-5-20251101-v1:0",
+ "us.anthropic.claude-opus-4-20250514-v1:0",
+ "us.anthropic.claude-opus-4-1-20250805-v1:0",
+ "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+ "us.anthropic.claude-sonnet-4-6",
+ "us.anthropic.claude-opus-4-6-v1",
+ # Inference profiles - shorter versions
+ "us.anthropic.claude-sonnet-4-5-v1:0",
+ "us.anthropic.claude-opus-4-5-v1:0",
+ "us.anthropic.claude-opus-4-6-v1:0",
+ "us.anthropic.claude-haiku-4-5-v1:0",
+ "eu.anthropic.claude-sonnet-4-5-v1:0",
+ "eu.anthropic.claude-opus-4-5-v1:0",
+ "eu.anthropic.claude-haiku-4-5-v1:0",
+ "apac.anthropic.claude-sonnet-4-5-v1:0",
+ "apac.anthropic.claude-opus-4-5-v1:0",
+ "apac.anthropic.claude-haiku-4-5-v1:0",
+ # Global inference profiles
+ "global.anthropic.claude-sonnet-4-5-20250929-v1:0",
+ "global.anthropic.claude-sonnet-4-20250514-v1:0",
+ "global.anthropic.claude-opus-4-5-20251101-v1:0",
+ "global.anthropic.claude-opus-4-6-v1",
+ "global.anthropic.claude-haiku-4-5-20251001-v1:0",
+ "global.anthropic.claude-sonnet-4-6",
+ # Direct model IDs
"ai21.jamba-1-5-large-v1:0",
"ai21.jamba-1-5-mini-v1:0",
"amazon.nova-lite-v1:0",
@@ -496,6 +524,34 @@
"twelvelabs.pegasus-1-2-v1:0",
]
BEDROCK_MODELS: list[BedrockModels] = [
+ # Inference profiles (regional) - Claude 4
+ "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+ "us.anthropic.claude-sonnet-4-20250514-v1:0",
+ "us.anthropic.claude-opus-4-5-20251101-v1:0",
+ "us.anthropic.claude-opus-4-20250514-v1:0",
+ "us.anthropic.claude-opus-4-1-20250805-v1:0",
+ "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+ "us.anthropic.claude-sonnet-4-6",
+ "us.anthropic.claude-opus-4-6-v1",
+ # Inference profiles - shorter versions
+ "us.anthropic.claude-sonnet-4-5-v1:0",
+ "us.anthropic.claude-opus-4-5-v1:0",
+ "us.anthropic.claude-opus-4-6-v1:0",
+ "us.anthropic.claude-haiku-4-5-v1:0",
+ "eu.anthropic.claude-sonnet-4-5-v1:0",
+ "eu.anthropic.claude-opus-4-5-v1:0",
+ "eu.anthropic.claude-haiku-4-5-v1:0",
+ "apac.anthropic.claude-sonnet-4-5-v1:0",
+ "apac.anthropic.claude-opus-4-5-v1:0",
+ "apac.anthropic.claude-haiku-4-5-v1:0",
+ # Global inference profiles
+ "global.anthropic.claude-sonnet-4-5-20250929-v1:0",
+ "global.anthropic.claude-sonnet-4-20250514-v1:0",
+ "global.anthropic.claude-opus-4-5-20251101-v1:0",
+ "global.anthropic.claude-opus-4-6-v1",
+ "global.anthropic.claude-haiku-4-5-20251001-v1:0",
+ "global.anthropic.claude-sonnet-4-6",
+ # Direct model IDs
"ai21.jamba-1-5-large-v1:0",
"ai21.jamba-1-5-mini-v1:0",
"amazon.nova-lite-v1:0",
diff --git a/lib/crewai/src/crewai/llms/providers/bedrock/completion.py b/lib/crewai/src/crewai/llms/providers/bedrock/completion.py
index 54c222c859..ebfb7d8338 100644
--- a/lib/crewai/src/crewai/llms/providers/bedrock/completion.py
+++ b/lib/crewai/src/crewai/llms/providers/bedrock/completion.py
@@ -119,7 +119,7 @@ def _preprocess_structured_data(
try:
- from aiobotocore.session import ( # type: ignore[import-untyped]
+ from aiobotocore.session import ( # type: ignore[import-not-found]
get_session as get_aiobotocore_session,
)
@@ -2075,6 +2075,9 @@ def get_context_window_size(self) -> int:
# Context window sizes for common Bedrock models
context_windows = {
+ "anthropic.claude-sonnet-4": 200000,
+ "anthropic.claude-opus-4": 200000,
+ "anthropic.claude-haiku-4": 200000,
"anthropic.claude-3-5-sonnet": 200000,
"anthropic.claude-3-5-haiku": 200000,
"anthropic.claude-3-opus": 200000,
diff --git a/lib/crewai/src/crewai/llms/providers/gemini/completion.py b/lib/crewai/src/crewai/llms/providers/gemini/completion.py
index 1b2fb26cb2..f7fd0f61ed 100644
--- a/lib/crewai/src/crewai/llms/providers/gemini/completion.py
+++ b/lib/crewai/src/crewai/llms/providers/gemini/completion.py
@@ -976,6 +976,7 @@ def _process_stream_chunk(
"id": call_id,
"name": part.function_call.name,
"args": args_dict,
+ "raw_part": part,
}
self._emit_stream_chunk_event(
@@ -1060,29 +1061,20 @@ def _finalize_streaming_response(
if call_data.get("name") != STRUCTURED_OUTPUT_TOOL_NAME
}
- # If there are function calls but no available_functions,
- # return them for the executor to handle
if non_structured_output_calls and not available_functions:
- formatted_function_calls = [
- {
- "id": call_data["id"],
- "function": {
- "name": call_data["name"],
- "arguments": json.dumps(call_data["args"]),
- },
- "type": "function",
- }
+ raw_parts = [
+ call_data["raw_part"]
for call_data in non_structured_output_calls.values()
]
self._emit_call_completed_event(
- response=formatted_function_calls,
+ response=raw_parts,
call_type=LLMCallType.TOOL_CALL,
from_task=from_task,
from_agent=from_agent,
messages=self._convert_contents_to_dict(contents),
usage=usage_data,
)
- return formatted_function_calls
+ return raw_parts
# Handle completed function calls (excluding structured_output)
if non_structured_output_calls and available_functions:
diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py
index daae0620e5..3243d4c198 100644
--- a/lib/crewai/src/crewai/state/runtime.py
+++ b/lib/crewai/src/crewai/state/runtime.py
@@ -44,9 +44,12 @@ def _sync_checkpoint_fields(entity: object) -> None:
entity: The entity whose private runtime attributes will be
copied into its public checkpoint fields.
"""
+ from crewai.agents.agent_builder.base_agent import BaseAgent
from crewai.crew import Crew
from crewai.flow.flow import Flow
+ if isinstance(entity, BaseAgent):
+ entity.checkpoint_kickoff_event_id = entity._kickoff_event_id
if isinstance(entity, Flow):
entity.checkpoint_completed_methods = (
set(entity._completed_methods) if entity._completed_methods else None
diff --git a/lib/crewai/tests/test_checkpoint.py b/lib/crewai/tests/test_checkpoint.py
index b1ad9e2df4..d92a24803c 100644
--- a/lib/crewai/tests/test_checkpoint.py
+++ b/lib/crewai/tests/test_checkpoint.py
@@ -562,3 +562,75 @@ def test_flow_kickoff_delegates_to_from_checkpoint(self) -> None:
)
assert mock_restored.checkpoint.restore_from is None
assert result == "flow_result"
+
+
+# ---------- Agent checkpoint/fork ----------
+
+
+class TestAgentCheckpoint:
+ def _make_agent_state(self) -> RuntimeState:
+ agent = Agent(role="r", goal="g", backstory="b", llm="gpt-4o-mini")
+ return RuntimeState(root=[agent])
+
+ def test_agent_from_checkpoint_sets_runtime_state(self) -> None:
+ state = self._make_agent_state()
+ state._provider = JsonProvider()
+ with tempfile.TemporaryDirectory() as d:
+ loc = state.checkpoint(d)
+ cfg = CheckpointConfig(restore_from=loc)
+
+ from crewai.events.event_bus import crewai_event_bus
+
+ crewai_event_bus._runtime_state = None
+ Agent.from_checkpoint(cfg)
+ assert crewai_event_bus._runtime_state is not None
+
+ def test_agent_fork_sets_branch(self) -> None:
+ state = self._make_agent_state()
+ state._provider = JsonProvider()
+ with tempfile.TemporaryDirectory() as d:
+ loc = state.checkpoint(d)
+ cfg = CheckpointConfig(restore_from=loc)
+
+ from crewai.events.event_bus import crewai_event_bus
+
+ Agent.fork(cfg, branch="agent-experiment")
+ rt = crewai_event_bus._runtime_state
+ assert rt is not None
+ assert rt._branch == "agent-experiment"
+
+ def test_agent_fork_auto_branch(self) -> None:
+ state = self._make_agent_state()
+ state._provider = JsonProvider()
+ with tempfile.TemporaryDirectory() as d:
+ loc = state.checkpoint(d)
+ cfg = CheckpointConfig(restore_from=loc)
+
+ from crewai.events.event_bus import crewai_event_bus
+
+ Agent.fork(cfg)
+ rt = crewai_event_bus._runtime_state
+ assert rt is not None
+ assert rt._branch.startswith("fork/")
+
+ def test_sync_checkpoint_fields_agent(self) -> None:
+ from crewai.state.runtime import _sync_checkpoint_fields
+
+ agent = Agent(role="r", goal="g", backstory="b", llm="gpt-4o-mini")
+ agent._kickoff_event_id = "evt-123"
+ _sync_checkpoint_fields(agent)
+ assert agent.checkpoint_kickoff_event_id == "evt-123"
+
+ def test_agent_restore_kickoff_event_id(self) -> None:
+ agent = Agent(role="r", goal="g", backstory="b", llm="gpt-4o-mini")
+ agent._kickoff_event_id = "evt-456"
+ state = RuntimeState(root=[agent])
+ state._provider = JsonProvider()
+ with tempfile.TemporaryDirectory() as d:
+ from crewai.state.runtime import _prepare_entities
+
+ _prepare_entities(state.root)
+ loc = state.checkpoint(d)
+ cfg = CheckpointConfig(restore_from=loc)
+ restored = Agent.from_checkpoint(cfg)
+ assert restored._kickoff_event_id == "evt-456"
diff --git a/lib/devtools/src/crewai_devtools/__init__.py b/lib/devtools/src/crewai_devtools/__init__.py
index 9c20314911..9df2b583d5 100644
--- a/lib/devtools/src/crewai_devtools/__init__.py
+++ b/lib/devtools/src/crewai_devtools/__init__.py
@@ -1,3 +1,3 @@
"""CrewAI development tools."""
-__version__ = "1.14.2"
+__version__ = "1.14.3a1"
diff --git a/uv.lock b/uv.lock
index ad1bf72761..7062d317db 100644
--- a/uv.lock
+++ b/uv.lock
@@ -13,7 +13,7 @@ resolution-markers = [
]
[options]
-exclude-newer = "2026-04-17T16:00:00Z"
+exclude-newer = "2026-04-18T07:00:00Z"
[manifest]
members = [
@@ -240,6 +240,18 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c0/1b/ac685a8882896acf0f6b31d689e3792199cfe7aba37969fa91da63a7fa27/aiohttp-3.13.5-cp313-cp313-win_amd64.whl", hash = "sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83", size = 458896, upload-time = "2026-03-31T21:58:48.119Z" },
]
+[[package]]
+name = "aiohttp-retry"
+version = "2.9.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "aiohttp" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9d/61/ebda4d8e3d8cfa1fd3db0fb428db2dd7461d5742cea35178277ad180b033/aiohttp_retry-2.9.1.tar.gz", hash = "sha256:8eb75e904ed4ee5c2ec242fefe85bf04240f685391c4879d8f541d6028ff01f1", size = 13608, upload-time = "2024-11-06T10:44:54.574Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/1a/99/84ba7273339d0f3dfa57901b846489d2e5c2cd731470167757f1935fffbd/aiohttp_retry-2.9.1-py3-none-any.whl", hash = "sha256:66d2759d1921838256a05a3f80ad7e724936f083e35be5abb5e16eed6be6dc54", size = 9981, upload-time = "2024-11-06T10:44:52.917Z" },
+]
+
[[package]]
name = "aioitertools"
version = "0.13.0"
@@ -603,7 +615,7 @@ wheels = [
[[package]]
name = "bedrock-agentcore"
-version = "1.3.2"
+version = "1.6.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "boto3" },
@@ -615,9 +627,9 @@ dependencies = [
{ name = "uvicorn" },
{ name = "websockets" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/05/90/a11e5a3208b7f607a3eabc8567b7c36767c6e094ec8128fba7ed2f5b3020/bedrock_agentcore-1.3.2.tar.gz", hash = "sha256:1dfae10fd315e078c002e49fd9d9686c41aee71ec8495f21e898a1ef3f782fa3", size = 421197, upload-time = "2026-02-23T20:52:56.202Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/f6/2884c954343e794e3419348f5ffb0276a26f57b30af11f9fe63c4ca535c0/bedrock_agentcore-1.6.0.tar.gz", hash = "sha256:7ea176c3226dc6af8c399a8f9abb58629948cd8ed8675ece9f2f32b94e861b92", size = 512010, upload-time = "2026-03-31T23:10:06.561Z" }
wheels = [
- { url = "https://files.pythonhosted.org/packages/36/b7/a5cc566901af27314408b95701f8e1d9c286b0aecfa50fc76c53d73efa6f/bedrock_agentcore-1.3.2-py3-none-any.whl", hash = "sha256:3a4e7122f777916f8bd74b42f29eb881415e37fda784a5ff8fab3c813b921706", size = 121703, upload-time = "2026-02-23T20:52:55.038Z" },
+ { url = "https://files.pythonhosted.org/packages/a2/f8/bcf158979324f4f4d171588afffadb2154fa8499701290bfc7bdaf82bd3a/bedrock_agentcore-1.6.0-py3-none-any.whl", hash = "sha256:a4cd02f2bfb80fcc7a8c8835be8d55c778339f8286b071ac3aae579460dd2eb2", size = 164034, upload-time = "2026-03-31T23:10:04.902Z" },
]
[[package]]
@@ -707,7 +719,7 @@ wheels = [
[[package]]
name = "build"
-version = "1.4.2"
+version = "1.4.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "os_name == 'nt'" },
@@ -716,9 +728,9 @@ dependencies = [
{ name = "pyproject-hooks" },
{ name = "tomli", marker = "python_full_version < '3.11'" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/6c/1d/ab15c8ac57f4ee8778d7633bc6685f808ab414437b8644f555389cdc875e/build-1.4.2.tar.gz", hash = "sha256:35b14e1ee329c186d3f08466003521ed7685ec15ecffc07e68d706090bf161d1", size = 83433, upload-time = "2026-03-25T14:20:27.659Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/16/4b272700dea44c1d2e8ca963ebb3c684efe22b3eba8cfa31c5fdb60de707/build-1.4.3.tar.gz", hash = "sha256:5aa4231ae0e807efdf1fd0623e07366eca2ab215921345a2e38acdd5d0fa0a74", size = 89314, upload-time = "2026-04-10T21:25:40.857Z" }
wheels = [
- { url = "https://files.pythonhosted.org/packages/4a/57/3b7d4dd193ade4641c865bc2b93aeeb71162e81fc348b8dad020215601ed/build-1.4.2-py3-none-any.whl", hash = "sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88", size = 24643, upload-time = "2026-03-25T14:20:26.568Z" },
+ { url = "https://files.pythonhosted.org/packages/b2/30/f169e1d8b2071beaf8b97088787e30662b1d8fb82f8c0941d14678c0cbf1/build-1.4.3-py3-none-any.whl", hash = "sha256:1bc22b19b383303de8f2c8554c9a32894a58d3f185fe3756b0b20d255bee9a38", size = 26171, upload-time = "2026-04-10T21:25:39.671Z" },
]
[[package]]
@@ -969,7 +981,7 @@ name = "coloredlogs"
version = "15.0.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
- { name = "humanfriendly", marker = "python_full_version < '3.11'" },
+ { name = "humanfriendly" },
]
sdist = { url = "https://files.pythonhosted.org/packages/cc/c7/eed8f27100517e8c0e6b923d5f0845d0cb99763da6fdee00478f91db7325/coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0", size = 278520, upload-time = "2021-06-11T10:22:45.202Z" }
wheels = [
@@ -990,7 +1002,7 @@ wheels = [
[[package]]
name = "commitizen"
-version = "4.13.9"
+version = "4.13.10"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "argcomplete" },
@@ -1007,9 +1019,9 @@ dependencies = [
{ name = "tomlkit" },
{ name = "typing-extensions", marker = "python_full_version < '3.11'" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/a6/44/10f95e8178ab5a584298726a4a94ceb83a7f77e00741fec4680df05fedd5/commitizen-4.13.9.tar.gz", hash = "sha256:2b4567ed50555e10920e5bd804a6a4e2c42ec70bb74f14a83f2680fe9eaf9727", size = 64145, upload-time = "2026-02-25T02:40:05.326Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/37/95/da2c71ed6a1c06836cdd4eb60a8b9e1bf05f4ce7029ab508081745171be9/commitizen-4.13.10.tar.gz", hash = "sha256:402b5bcd466be69ba79a3f380be6ba5b55ac658c7d2a93e82fc99668a6eb2673", size = 64106, upload-time = "2026-04-11T06:49:12.907Z" }
wheels = [
- { url = "https://files.pythonhosted.org/packages/28/22/9b14ee0f17f0aad219a2fb37a293a57b8324d9d195c6ef6807bcd0bf2055/commitizen-4.13.9-py3-none-any.whl", hash = "sha256:d2af3d6a83cacec9d5200e17768942c5de6266f93d932c955986c60c4285f2db", size = 85373, upload-time = "2026-02-25T02:40:03.83Z" },
+ { url = "https://files.pythonhosted.org/packages/11/3a/ad70b3c7dc3da1255668a9396429b1d820c15b74a501668158e4574c1edd/commitizen-4.13.10-py3-none-any.whl", hash = "sha256:95a281317990ac613501fdfe65745cec1fa4042bc5d003a72d332a74926e3039", size = 85746, upload-time = "2026-04-11T06:49:11.167Z" },
]
[[package]]
@@ -1474,6 +1486,9 @@ couchbase = [
databricks-sdk = [
{ name = "databricks-sdk" },
]
+daytona = [
+ { name = "daytona" },
+]
exa-py = [
{ name = "exa-py" },
]
@@ -1574,6 +1589,7 @@ requires-dist = [
{ name = "crewai", editable = "lib/crewai" },
{ name = "cryptography", marker = "extra == 'snowflake'", specifier = ">=43.0.3" },
{ name = "databricks-sdk", marker = "extra == 'databricks-sdk'", specifier = ">=0.46.0" },
+ { name = "daytona", marker = "extra == 'daytona'", specifier = "~=0.140.0" },
{ name = "exa-py", marker = "extra == 'exa-py'", specifier = ">=1.8.7" },
{ name = "firecrawl-py", marker = "extra == 'firecrawl-py'", specifier = ">=1.8.0" },
{ name = "gitpython", marker = "extra == 'github'", specifier = ">=3.1.41,<4" },
@@ -1616,7 +1632,7 @@ requires-dist = [
{ name = "weaviate-client", marker = "extra == 'weaviate-client'", specifier = ">=4.10.2" },
{ name = "youtube-transcript-api", specifier = "~=1.2.2" },
]
-provides-extras = ["apify", "beautifulsoup4", "bedrock", "browserbase", "composio-core", "contextual", "couchbase", "databricks-sdk", "exa-py", "firecrawl-py", "github", "hyperbrowser", "linkup-sdk", "mcp", "mongodb", "multion", "mysql", "oxylabs", "patronus", "postgresql", "qdrant-client", "rag", "scrapegraph-py", "scrapfly-sdk", "selenium", "serpapi", "singlestore", "snowflake", "spider-client", "sqlalchemy", "stagehand", "tavily-python", "weaviate-client", "xml"]
+provides-extras = ["apify", "beautifulsoup4", "bedrock", "browserbase", "composio-core", "contextual", "couchbase", "databricks-sdk", "daytona", "exa-py", "firecrawl-py", "github", "hyperbrowser", "linkup-sdk", "mcp", "mongodb", "multion", "mysql", "oxylabs", "patronus", "postgresql", "qdrant-client", "rag", "scrapegraph-py", "scrapfly-sdk", "selenium", "serpapi", "singlestore", "snowflake", "spider-client", "sqlalchemy", "stagehand", "tavily-python", "weaviate-client", "xml"]
[[package]]
name = "cryptography"
@@ -1684,10 +1700,10 @@ wheels = [
[[package]]
name = "cuda-pathfinder"
-version = "1.5.2"
+version = "1.5.3"
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