Vinicius Brasil 267b519896 Show typed tool output to the agent as JSON ...

Tools with an `output_schema` returned a Python repr to the agent
instead of clean JSON. Send every tool result through
`format_output_for_agent` so the agent reads valid JSON, across all
executors and `ToolUsage`.

The cache still stores the raw result, so cache callbacks keep getting
the original typed object.

2026-06-18 21:04:13 -07:00

..

a2a

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

agents

Show typed tool output to the agent as JSON

2026-06-18 21:04:13 -07:00

cassettes

Lorenze/feat/conversational flows (#5896)

2026-06-03 11:53:16 -07:00

cli

Enhance memory reset functionality and JSON crew handling (#6195)

2026-06-17 12:14:50 -03:00

config

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

crew

feat: async crew support

2025-12-04 16:53:19 -05:00

events

fix(events): scope runtime state per run to bound growth and isolate concurrent runs

2026-06-10 18:39:05 -07:00

experimental

refactor(skills): move Skills Repository to experimental + CREWAI_EXPERIMENTAL gate

2026-05-28 09:38:10 -07:00

hooks

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

knowledge

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

llms

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

mcp

feat: enhance StdioTransport to prevent environment variable leakage (#5506)

2026-05-27 13:38:25 -07:00

memory

JSON crew fixes (#6217)

2026-06-18 14:14:54 -03:00

pipeline

chore: restructure test env, cassettes, and conftest; fix flaky tests

2025-11-29 16:55:24 -05:00

project

Add single agent action to Flow definitions (#6226)

2026-06-18 14:53:33 -07:00

rag

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

security

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

skills

refactor(skills): move Skills Repository to experimental + CREWAI_EXPERIMENTAL gate

2026-05-28 09:38:10 -07:00

storage

New Unified Memory System (#4420)

2026-02-13 21:34:37 -03:00

task

fix(task): use acall for output conversion in async paths

2026-05-04 18:42:12 +08:00

telemetry

Add crewai_version to flow execution telemetry (#6167)

2026-06-15 09:34:01 -07:00

tools

Show typed tool output to the agent as JSON

2026-06-18 21:04:13 -07:00

tracing

Lorenze/feat/conversational flows (#5896)

2026-06-03 11:53:16 -07:00

utilities

Show typed tool output to the agent as JSON

2026-06-18 21:04:13 -07:00

__init__.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_agent_multimodal.py

Lorenze/feat/plan execute pattern (#4817)

2026-03-15 18:33:17 -07:00

test_async_human_feedback.py

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

test_callback.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_checkpoint_cli.py

refactor: extract CLI into standalone crewai-cli package

2026-05-06 20:46:46 +08:00

test_checkpoint.py

Validate flow CEL expressions at definition load time (#6224)

2026-06-18 12:18:22 -07:00

test_context.py

Lorenze/imp/native tool calling (#4258)

2026-01-22 17:44:03 -08:00

test_crew_multimodal.py

Fix structured output leaks in tool-calling loops (#5897)

2026-05-27 13:20:53 -07:00

test_crew_thread_safety.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_crew.py

Enhance memory reset functionality and JSON crew handling (#6195)

2026-06-17 12:14:50 -03:00

test_custom_llm.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_event_record.py

feat(events): add reset_runtime_state to release accumulated bus state

2026-06-10 16:12:28 -07:00

test_flow_ask.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_flow_conversation.py

improve convo routing cycle with one less route (#6102)

2026-06-10 16:49:16 -07:00

test_flow_default_override.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_flow_definition.py

Add single agent action to Flow definitions (#6226)

2026-06-18 14:53:33 -07:00

test_flow_from_definition.py

Add single agent action to Flow definitions (#6226)

2026-06-18 14:53:33 -07:00

test_flow_human_input_integration.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_flow_multimodal.py

feat: native multimodal file handling; openai responses api

2026-01-23 15:13:25 -05:00

test_flow_persistence_factory.py

feat(storage): pluggable default backends for memory, knowledge, rag, flow (#6079)

2026-06-08 21:14:13 -05:00

test_flow_persistence.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_flow_resumability_regression.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_flow_usage_metrics.py

fix: aggregate token usage across all LLM calls (#6122)

2026-06-12 12:55:22 -04:00

test_flow_visualization.py

Run flows from a definition without a Python subclass (#6104)

2026-06-11 14:18:49 -07:00

test_flow.py

Run flows from a definition without a Python subclass (#6104)

2026-06-11 14:18:49 -07:00

test_guardrail_serialization.py

fix: serialize guardrail callables as null for JSON checkpointing

2026-04-28 14:57:49 +08:00

test_hallucination_guardrail.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_human_feedback_decorator.py

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

test_human_feedback_integration.py

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

test_imports.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_llm_streaming_finish_reason.py

feat(otel): surface real finish_reason + sampling params + response.id on LLM events (#5945)

2026-06-05 07:23:38 -04:00

test_llm.py

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

test_markdown_task.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_multimodal_validation.py

Release/v1.0.0 (#3618)

2025-10-20 14:10:19 -07:00

test_project.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_streaming_integration.py

JSON first crews (#6131)

2026-06-14 04:19:48 -03:00

test_streaming.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_task_guardrails.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

test_task.py

chore(crewai): drop self-explanatory comments

2026-05-26 10:23:33 -07:00

utils.py

fix: add GPT-5 and o-series to multimodal vision prefixes (#5183)

2026-04-01 18:08:37 -03:00