Crawler Summary

verified-crewai-tools answer-first brief

Official Build & Verified Release | ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) # πŸš€ Verified Crewai Tools **Official Open-Source Release & Maintained Codebase** by $1 $1 $1 $1 πŸ’‘ About This Project ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) This repository is actively maintained and distributed by **@kush-coder** as an official open-source release. ✨ Key Highlights - πŸ›‘οΈ **Verified Health Checks**: Passed automated sandbox builds, dependency resolution, and heal Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

verified-crewai-tools is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Agent DossierGITHUB REPOSSafety: 66/100

verified-crewai-tools

Official Build & Verified Release | ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) # πŸš€ Verified Crewai Tools **Official Open-Source Release & Maintained Codebase** by $1 $1 $1 $1 πŸ’‘ About This Project ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) This repository is actively maintained and distributed by **@kush-coder** as an official open-source release. ✨ Key Highlights - πŸ›‘οΈ **Verified Health Checks**: Passed automated sandbox builds, dependency resolution, and heal

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Kush Coder

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Kush Coder

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

bash

# Clone your official repository
git clone https://github.com/kush-coder/verified-crewAI-tools.git
cd verified-crewAI-tools

python

from crewai.tools import BaseTool

class MyCustomTool(BaseTool):
    name: str = "Tool Name"
    description: str = "Detailed description here."

    def _run(self, *args, **kwargs):
        # Your tool logic here

python

from crewai import tool

@tool("Tool Name")
def my_custom_function(input):
    # Tool logic here
    return output

bash

pip install crewai-tools[mcp]
# or
uv add crewai-tools --extra mcp

python

from mcp import StdioServerParameters
from crewai_tools import MCPServerAdapter

serverparams = StdioServerParameters(
    command="uvx",
    args=["--quiet", "[email protected]"],
    env={"UV_PYTHON": "3.12", **os.environ},
)

with MCPServerAdapter(serverparams) as tools:
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

python

serverparams = {"url": "http://localhost:8000/sse"}
with MCPServerAdapter(serverparams) as tools:
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Official Build & Verified Release | ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) # πŸš€ Verified Crewai Tools **Official Open-Source Release & Maintained Codebase** by $1 $1 $1 $1 πŸ’‘ About This Project ⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities) This repository is actively maintained and distributed by **@kush-coder** as an official open-source release. ✨ Key Highlights - πŸ›‘οΈ **Verified Health Checks**: Passed automated sandbox builds, dependency resolution, and heal

Full README

πŸš€ Verified Crewai Tools

Official Open-Source Release & Maintained Codebase by @kush-coder

Verified Build ![License](https://img.shields.io/badge/License-MIT License-indigo?style=for-the-badge) Language

πŸ’‘ About This Project

⚑ Set of tools for CrewAI agentic frameworks (lightweight Python utilities)

This repository is actively maintained and distributed by @kush-coder as an official open-source release.

✨ Key Highlights

  • πŸ›‘οΈ Verified Health Checks: Passed automated sandbox builds, dependency resolution, and health test runs.
  • πŸš€ Production Ready: Lightweight footprint optimized for high efficiency.
  • πŸ“¦ Permissive Open Source: Available for developer integration, custom modifications, and community enhancements.

πŸš€ Quick Start & Installation

# Clone your official repository
git clone https://github.com/kush-coder/verified-crewAI-tools.git
cd verified-crewAI-tools

πŸ“– Comprehensive Documentation

<div align="center">

Logo of crewAI, two people rowing on a boat

<div align="left">

⚠️ WARNING: This repository is deprecated. The updated and actively maintained version of CrewAI Tools can be found here: > https://github.com/crewAIInc/crewAI/tree/main/lib/crewai-tools

CrewAI Tools

Empower your CrewAI agents with powerful, customizable tools to elevate their capabilities and tackle sophisticated, real-world tasks.

CrewAI Tools provide the essential functionality to extend your agents, helping you rapidly enhance your automations with reliable, ready-to-use tools or custom-built solutions tailored precisely to your needs.


Quick Links

Homepage | Documentation | Examples | Community


Available Tools

CrewAI provides an extensive collection of powerful tools ready to enhance your agents:

  • File Management: FileReadTool, FileWriteTool
  • Web Scraping: ScrapeWebsiteTool, SeleniumScrapingTool
  • Database Integrations: PGSearchTool, MySQLSearchTool
  • Vector Database Integrations: MongoDBVectorSearchTool, QdrantVectorSearchTool, WeaviateVectorSearchTool
  • API Integrations: SerperApiTool, EXASearchTool
  • AI-powered Tools: DallETool, VisionTool, StagehandTool

And many more robust tools to simplify your agent integrations.


Creating Custom Tools

CrewAI offers two straightforward approaches to creating custom tools:

Subclassing BaseTool

Define your tool by subclassing:

from crewai.tools import BaseTool

class MyCustomTool(BaseTool):
    name: str = "Tool Name"
    description: str = "Detailed description here."

    def _run(self, *args, **kwargs):
        # Your tool logic here

Using the tool Decorator

Quickly create lightweight tools using decorators:

from crewai import tool

@tool("Tool Name")
def my_custom_function(input):
    # Tool logic here
    return output

CrewAI Tools and MCP

CrewAI Tools supports the Model Context Protocol (MCP). It gives you access to thousands of tools from the hundreds of MCP servers out there built by the community.

Before you start using MCP with CrewAI tools, you need to install the mcp extra dependencies:

pip install crewai-tools[mcp]
# or
uv add crewai-tools --extra mcp

To quickly get started with MCP in CrewAI you have 2 options:

Option 1: Fully managed connection

In this scenario we use a contextmanager (with statement) to start and stop the the connection with the MCP server. This is done in the background and you only get to interact with the CrewAI tools corresponding to the MCP server's tools.

For an STDIO based MCP server:

from mcp import StdioServerParameters
from crewai_tools import MCPServerAdapter

serverparams = StdioServerParameters(
    command="uvx",
    args=["--quiet", "[email protected]"],
    env={"UV_PYTHON": "3.12", **os.environ},
)

with MCPServerAdapter(serverparams) as tools:
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

For an SSE based MCP server:

serverparams = {"url": "http://localhost:8000/sse"}
with MCPServerAdapter(serverparams) as tools:
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

Option 2: More control over the MCP connection

If you need more control over the MCP connection, you can instanciate the MCPServerAdapter into an mcp_server_adapter object which can be used to manage the connection with the MCP server and access the available tools.

important: in this case you need to call mcp_server_adapter.stop() to make sure the connection is correctly stopped. We recommend that you use a try ... finally block run to make sure the .stop() is called even in case of errors.

Here is the same example for an STDIO MCP Server:

from mcp import StdioServerParameters
from crewai_tools import MCPServerAdapter

serverparams = StdioServerParameters(
    command="uvx",
    args=["--quiet", "[email protected]"],
    env={"UV_PYTHON": "3.12", **os.environ},
)

try:
    mcp_server_adapter = MCPServerAdapter(serverparams)
    tools = mcp_server_adapter.tools
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

# ** important ** don't forget to stop the connection
finally:
    mcp_server_adapter.stop()

And finally the same thing but for an SSE MCP Server:

from mcp import StdioServerParameters
from crewai_tools import MCPServerAdapter

serverparams = {"url": "http://localhost:8000/sse"}

try:
    mcp_server_adapter = MCPServerAdapter(serverparams)
    tools = mcp_server_adapter.tools
    # tools is now a list of CrewAI Tools matching 1:1 with the MCP server's tools
    agent = Agent(..., tools=tools)
    task = Task(...)
    crew = Crew(..., agents=[agent], tasks=[task])
    crew.kickoff(...)

# ** important ** don't forget to stop the connection
finally:
    mcp_server_adapter.stop()

Considerations & Limitations

Staying Safe with MCP

Always make sure that you trust the MCP Server before using it. Using an STDIO server will execute code on your machine. Using SSE is still not a silver bullet with many injection possible into your application from a malicious MCP server.

Limitations

  • At this time we only support tools from MCP Server not other type of primitives like prompts, resources...
  • We only return the first text output returned by the MCP Server tool using .content[0].text

Why Use CrewAI Tools?

  • Simplicity & Flexibility: Easy-to-use yet powerful enough for complex workflows.
  • Rapid Integration: Seamlessly incorporate external services, APIs, and databases.
  • Enterprise Ready: Built for stability, performance, and consistent results.

Contribution Guidelines

We welcome contributions from the community!

  1. Fork and clone the repository.
  2. Create a new branch (git checkout -b feature/my-feature).
  3. Commit your changes (git commit -m 'Add my feature').
  4. Push your branch (git push origin feature/my-feature).
  5. Open a pull request.

Developer Quickstart

pip install crewai[tools]

Development Setup

  • Install dependencies: uv sync
  • Run tests: uv run pytest
  • Run static type checking: uv run pyright
  • Set up pre-commit hooks: pre-commit install

Support and Community

Join our rapidly growing community and receive real-time support:

Build smarter, faster, and more powerful AI solutionsβ€”powered by CrewAI Tools.


Maintained with ❀️ by @kush-coder. Official distribution powered by GitHub Autopilot Automation Platform.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
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MCPOPENCLAW
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activepieces

AI Agents & MCPs & AI Workflow Automation β€’ (~400 MCP servers for AI agents) β€’ AI Automation / AI Agent with MCPs β€’ AI Workflows & AI Agents β€’ MCPs for AI Agents

OPENCLAW
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MCPOPENCLAW
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OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T03:52:21.564Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Kush Coder",
    "href": "https://github.com/kush-coder/verified-crewai-tools",
    "sourceUrl": "https://github.com/kush-coder/verified-crewai-tools",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:16:46.051Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:16:46.051Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-kush-coder-verified-crewai-tools/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub Β· GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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