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Merge branch 'main' into gl/feat/agent-skills

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# Conflicts:
#	lib/crewai/src/crewai/agent/core.py
#	lib/crewai/src/crewai/memory/encoding_flow.py
#	lib/crewai/src/crewai/memory/recall_flow.py
#	lib/crewai/src/crewai/utilities/i18n.py
This commit is contained in:
Greyson LaLonde
2026-03-16 16:30:28 -04:00
parent fcb764b149 5bbf9c8e03
commit fa9887420b
207 changed files with 50049 additions and 14177 deletions
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66
docs/en/changelog.mdx
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@@ -4,6 +4,72 @@ description: "Product updates, improvements, and bug fixes for CrewAI"
icon: "clock"
mode: "wide"
---
<Update label="Mar 15, 2026">
## v1.11.0rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0rc1)
## What's Changed
### Features
- Add Plus API token authentication in a2a
- Implement plan execute pattern
### Bug Fixes
- Resolve code interpreter sandbox escape issue
### Documentation
- Update changelog and version for v1.10.2rc2
## Contributors
@Copilot, @greysonlalonde, @lorenzejay, @theCyberTech
</Update>
<Update label="Mar 14, 2026">
## v1.10.2rc2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc2)
## What's Changed
### Bug Fixes
- Remove exclusive locks from read-only storage operations
### Documentation
- Update changelog and version for v1.10.2rc1
## Contributors
@greysonlalonde
</Update>
<Update label="Mar 13, 2026">
## v1.10.2rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc1)
## What's Changed
### Features
- Add release command and trigger PyPI publish
### Bug Fixes
- Fix cross-process and thread-safe locking to unprotected I/O
- Propagate contextvars across all thread and executor boundaries
- Propagate ContextVars into async task threads
### Documentation
- Update changelog and version for v1.10.2a1
## Contributors
@danglies007, @greysonlalonde
</Update>
<Update label="Mar 11, 2026">
## v1.10.2a1

10
docs/en/concepts/event-listener.mdx
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@@ -219,6 +219,16 @@ CrewAI provides a wide range of events that you can listen for:
- **ToolExecutionErrorEvent**: Emitted when a tool execution encounters an error
- **ToolSelectionErrorEvent**: Emitted when there's an error selecting a tool
### MCP Events
- **MCPConnectionStartedEvent**: Emitted when starting to connect to an MCP server. Contains the server name, URL, transport type, connection timeout, and whether it's a reconnection attempt.
- **MCPConnectionCompletedEvent**: Emitted when successfully connected to an MCP server. Contains the server name, connection duration in milliseconds, and whether it was a reconnection.
- **MCPConnectionFailedEvent**: Emitted when connection to an MCP server fails. Contains the server name, error message, and error type (`timeout`, `authentication`, `network`, etc.).
- **MCPToolExecutionStartedEvent**: Emitted when starting to execute an MCP tool. Contains the server name, tool name, and tool arguments.
- **MCPToolExecutionCompletedEvent**: Emitted when MCP tool execution completes successfully. Contains the server name, tool name, result, and execution duration in milliseconds.
- **MCPToolExecutionFailedEvent**: Emitted when MCP tool execution fails. Contains the server name, tool name, error message, and error type (`timeout`, `validation`, `server_error`, etc.).
- **MCPConfigFetchFailedEvent**: Emitted when fetching an MCP server configuration fails (e.g., the MCP is not connected in your account, API error, or connection failure after config was fetched). Contains the slug, error message, and error type (`not_connected`, `api_error`, `connection_failed`).
### Knowledge Events
- **KnowledgeRetrievalStartedEvent**: Emitted when a knowledge retrieval is started

37
docs/en/enterprise/guides/capture_telemetry_logs.mdx
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@@ -1,30 +1,39 @@
---
title: "Open Telemetry Logs"
description: "Understand how to capture telemetry logs from your CrewAI AMP deployments"
title: "OpenTelemetry Export"
description: "Export traces and logs from your CrewAI AMP deployments to your own OpenTelemetry collector"
icon: "magnifying-glass-chart"
mode: "wide"
---
CrewAI AMP provides a powerful way to capture telemetry logs from your deployments. This allows you to monitor the performance of your agents and workflows, and to debug issues that may arise.
CrewAI AMP can export OpenTelemetry **traces** and **logs** from your deployments directly to your own collector. This lets you monitor agent performance, track LLM calls, and debug issues using your existing observability stack.
Telemetry data follows the [OpenTelemetry GenAI semantic conventions](https://opentelemetry.io/docs/specs/semconv/gen-ai/) plus additional CrewAI-specific attributes.
## Prerequisites
<CardGroup cols={2}>
<Card title="ENTERPRISE OTEL SETUP enabled" icon="users">
Your organization should have ENTERPRISE OTEL SETUP enabled
<Card title="CrewAI AMP account" icon="users">
Your organization must have an active CrewAI AMP account.
</Card>
<Card title="OTEL collector setup" icon="server">
Your organization should have an OTEL collector setup or a provider like
Datadog log intake setup
<Card title="OpenTelemetry collector" icon="server">
You need an OpenTelemetry-compatible collector endpoint (e.g., your own OTel Collector, Datadog, Grafana, or any OTLP-compatible backend).
</Card>
</CardGroup>
## How to capture telemetry logs
## Setting up a collector
1. Go to settings/organization tab
2. Configure your OTEL collector setup
3. Save
1. In CrewAI AMP, go to **Settings** > **OpenTelemetry Collectors**.
2. Click **Add Collector**.
3. Select an integration type — **OpenTelemetry Traces** or **OpenTelemetry Logs**.
4. Configure the connection:
- **Endpoint** — Your collector's OTLP endpoint (e.g., `https://otel-collector.example.com:4317`).
- **Service Name** — A name to identify this service in your observability platform.
- **Custom Headers** *(optional)* — Add authentication or routing headers as key-value pairs.
- **Certificate** *(optional)* — Provide a TLS certificate if your collector requires one.
5. Click **Save**.
Example to setup OTEL log collection capture to Datadog.
<Frame>![OpenTelemetry Collector Configuration](/images/crewai-otel-collector-config.png)</Frame>
<Frame>![Capture Telemetry Logs](/images/crewai-otel-export.png)</Frame>
<Tip>
You can add multiple collectors — for example, one for traces and another for logs, or send to different backends for different purposes.
</Tip>

38
docs/en/mcp/dsl-integration.mdx
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@@ -62,22 +62,22 @@ Use the `#` syntax to select specific tools from a server:
"https://mcp.exa.ai/mcp?api_key=your_key#web_search_exa"
```
### CrewAI AMP Marketplace
### Connected MCP Integrations
Access tools from the CrewAI AMP marketplace:
Connect MCP servers from the CrewAI catalog or bring your own. Once connected in your account, reference them by slug:
```python
# Full service with all tools
"crewai-amp:financial-data"
# Connected MCP with all tools
"snowflake"
# Specific tool from AMP service
"crewai-amp:research-tools#pubmed_search"
# Specific tool from a connected MCP
"stripe#list_invoices"
# Multiple AMP services
# Multiple connected MCPs
mcps=[
"crewai-amp:weather-insights",
"crewai-amp:market-analysis",
"crewai-amp:social-media-monitoring"
"snowflake",
"stripe",
"github"
]
```
@@ -99,10 +99,10 @@ multi_source_agent = Agent(
"https://mcp.exa.ai/mcp?api_key=your_exa_key&profile=research",
"https://weather.api.com/mcp#get_current_conditions",
# CrewAI AMP marketplace
"crewai-amp:financial-insights",
"crewai-amp:academic-research#pubmed_search",
"crewai-amp:market-intelligence#competitor_analysis"
# Connected MCPs from catalog
"snowflake",
"stripe#list_invoices",
"github#search_repositories"
]
)
@@ -147,7 +147,7 @@ agent = Agent(
mcps=[
"https://mcp.exa.ai/mcp?api_key=key", # Tools: mcp_exa_ai_*
"https://weather.service.com/mcp", # Tools: weather_service_com_*
"crewai-amp:financial-data" # Tools: financial_data_*
"snowflake" # Tools: snowflake_*
]
)
@@ -170,7 +170,7 @@ agent = Agent(
"https://primary-server.com/mcp", # Primary data source
"https://backup-server.com/mcp", # Backup if primary fails
"https://unreachable-server.com/mcp", # Will be skipped with warning
"crewai-amp:reliable-service" # Reliable AMP service
"snowflake" # Connected MCP from catalog
]
)
@@ -254,7 +254,7 @@ agent = Agent(
apps=["gmail", "slack"], # Platform integrations
mcps=[ # MCP servers
"https://mcp.exa.ai/mcp?api_key=key",
"crewai-amp:research-tools"
"snowflake"
],
verbose=True,
@@ -298,7 +298,7 @@ agent = Agent(
mcps=[
"https://primary-api.com/mcp", # Primary choice
"https://backup-api.com/mcp", # Backup option
"crewai-amp:reliable-service" # AMP fallback
"snowflake" # Connected MCP fallback
]
```
@@ -311,7 +311,7 @@ agent = Agent(
backstory="Financial analyst with access to weather data for agricultural market insights",
mcps=[
"https://weather.service.com/mcp#get_forecast",
"crewai-amp:financial-data#stock_analysis"
"stripe#list_invoices"
]
)
```

31
docs/en/mcp/overview.mdx
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@@ -17,7 +17,7 @@ Use the `mcps` field directly on agents for seamless MCP tool integration. The D
#### String-Based References (Quick Setup)
Perfect for remote HTTPS servers and CrewAI AMP marketplace:
Perfect for remote HTTPS servers and connected MCP integrations from the CrewAI catalog:
```python
from crewai import Agent
@@ -29,8 +29,8 @@ agent = Agent(
mcps=[
"https://mcp.exa.ai/mcp?api_key=your_key", # External MCP server
"https://api.weather.com/mcp#get_forecast", # Specific tool from server
"crewai-amp:financial-data", # CrewAI AMP marketplace
"crewai-amp:research-tools#pubmed_search" # Specific AMP tool
"snowflake", # Connected MCP from catalog
"stripe#list_invoices" # Specific tool from connected MCP
]
)
# MCP tools are now automatically available to your agent!
@@ -127,7 +127,7 @@ research_agent = Agent(
backstory="Expert researcher with access to multiple data sources",
mcps=[
"https://mcp.exa.ai/mcp?api_key=your_key&profile=your_profile",
"crewai-amp:weather-service#current_conditions"
"snowflake#run_query"
]
)
@@ -204,19 +204,22 @@ mcps=[
]
```
#### CrewAI AMP Marketplace
#### Connected MCP Integrations
Connect MCP servers from the CrewAI catalog or bring your own. Once connected in your account, reference them by slug:
```python
mcps=[
# Full AMP MCP service - get all available tools
"crewai-amp:financial-data",
# Connected MCP - get all available tools
"snowflake",
# Specific tool from AMP service using # syntax
"crewai-amp:research-tools#pubmed_search",
# Specific tool from a connected MCP using # syntax
"stripe#list_invoices",
# Multiple AMP services
"crewai-amp:weather-service",
"crewai-amp:market-analysis"
# Multiple connected MCPs
"snowflake",
"stripe",
"github"
]
```
@@ -299,7 +302,7 @@ from crewai.mcp import MCPServerStdio, MCPServerHTTP
mcps=[
# String references
"https://external-api.com/mcp", # External server
"crewai-amp:financial-insights", # AMP service
"snowflake", # Connected MCP from catalog
# Structured configurations
MCPServerStdio(
@@ -409,7 +412,7 @@ agent = Agent(
# String references
"https://reliable-server.com/mcp", # Will work
"https://unreachable-server.com/mcp", # Will be skipped gracefully
"crewai-amp:working-service", # Will work
"snowflake", # Connected MCP from catalog
# Structured configs
MCPServerStdio(