Xpersona

Crawler Summary

multi-agent-genai-with-crewai answer-first brief

CrewAI multi-agent experiments: stateful flows, structured output with Pydantic, SerperDev web search, and multi-agent research crews with role specialisation. Multi-Agent GenAI with CrewAI A collection of **CrewAI** multi-agent experiments demonstrating different patterns of agentic AI: stateful flows, guide generation, live research with web search, and flow-state management. Each subdirectory is a self-contained CrewAI project. $1 $1 $1 --- Projects | Project | Pattern | Key Feature | |---|---|---| | latest_ai_development | Multi-agent crew | Researcher + Writer agents, Capability contract not published. No trust telemetry is available yet. Last updated 6/1/2026.

Freshness

Last checked 6/1/2026

Best For

multi-agent-genai-with-crewai 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 OPENCLEW, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 66/100

multi-agent-genai-with-crewai

CrewAI multi-agent experiments: stateful flows, structured output with Pydantic, SerperDev web search, and multi-agent research crews with role specialisation. Multi-Agent GenAI with CrewAI A collection of **CrewAI** multi-agent experiments demonstrating different patterns of agentic AI: stateful flows, guide generation, live research with web search, and flow-state management. Each subdirectory is a self-contained CrewAI project. $1 $1 $1 --- Projects | Project | Pattern | Key Feature | |---|---|---| | latest_ai_development | Multi-agent crew | Researcher + Writer agents,

OpenClawself-declared

Public facts

3

Change events

0

Artifacts

0

Freshness

Jun 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 6/1/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Jun 1, 2026

Vendor

Ashish Code

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Unpublished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 6/1/2026.

View Source

Setup snapshot

git clone https://github.com/ashish-code/multi-agent-genai-with-crewai.git
  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

Ashish Code

profilemedium
Observed May 24, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource 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 OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

mermaid

graph TD
    A[multi-agent-genai-with-crewai]
    A --> B[latest_ai_development\nResearch crew + web search]
    A --> C[research_crew\nSerperDev search + report generation]
    A --> D[guide_creator_flow\nInteractive guide authoring flow]
    A --> E[flow_state_mgmt\nStateful flow with Pydantic state]

bash

cd latest_ai_development
crewai run
# Default topic: "AI Agents" — edit src/latest_ai_development/main.py to change

bash

cd research_crew
crewai run
# Default topic: "Artificial Intelligence in Healthcare"

bash

cd guide_creator_flow
crewai flow run

bash

cd flow_state_mgmt
crewai flow run

bash

# Install UV if not present
pip install uv

# For any subproject:
cd <project_name>
uv sync          # installs from pyproject.toml into .venv
uv run crewai run

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

CrewAI multi-agent experiments: stateful flows, structured output with Pydantic, SerperDev web search, and multi-agent research crews with role specialisation. Multi-Agent GenAI with CrewAI A collection of **CrewAI** multi-agent experiments demonstrating different patterns of agentic AI: stateful flows, guide generation, live research with web search, and flow-state management. Each subdirectory is a self-contained CrewAI project. $1 $1 $1 --- Projects | Project | Pattern | Key Feature | |---|---|---| | latest_ai_development | Multi-agent crew | Researcher + Writer agents,

Full README

Multi-Agent GenAI with CrewAI

A collection of CrewAI multi-agent experiments demonstrating different patterns of agentic AI: stateful flows, guide generation, live research with web search, and flow-state management. Each subdirectory is a self-contained CrewAI project.

Python CrewAI License: MIT

Projects

graph TD
    A[multi-agent-genai-with-crewai]
    A --> B[latest_ai_development\nResearch crew + web search]
    A --> C[research_crew\nSerperDev search + report generation]
    A --> D[guide_creator_flow\nInteractive guide authoring flow]
    A --> E[flow_state_mgmt\nStateful flow with Pydantic state]

| Project | Pattern | Key Feature | |---|---|---| | latest_ai_development | Multi-agent crew | Researcher + Writer agents, live web search | | research_crew | Multi-agent crew | SerperDev tool, Markdown report output | | guide_creator_flow | Stateful flow | User-driven topic + audience, structured guide outline | | flow_state_mgmt | Stateful flow | Pydantic state model, chained flow steps, trigger payloads |

Project Details

latest_ai_development

A two-agent crew (Researcher + Writer) that researches a configurable topic using web tools and produces a structured report. Demonstrates role-based agent specialisation and tool use.

cd latest_ai_development
crewai run
# Default topic: "AI Agents" — edit src/latest_ai_development/main.py to change

research_crew

A research crew using SerperDev for Google search. Generates a Markdown report saved to output/report.md. Demonstrates external tool integration.

cd research_crew
crewai run
# Default topic: "Artificial Intelligence in Healthcare"

guide_creator_flow

An interactive CrewAI Flow that prompts the user for a topic and audience level, generates a structured guide outline (via Pydantic models), then populates each section. Demonstrates structured output and human-in-the-loop flows.

cd guide_creator_flow
crewai flow run

flow_state_mgmt

Demonstrates CrewAI Flow state management with a Pydantic PoemState model. Shows how to pass state between flow steps, respond to trigger payloads, and chain @start / @listen decorators.

cd flow_state_mgmt
crewai flow run

Setup

Each project is independent with its own dependencies. Use UV (recommended by CrewAI):

# Install UV if not present
pip install uv

# For any subproject:
cd <project_name>
uv sync          # installs from pyproject.toml into .venv
uv run crewai run

API Keys

Create a .env file inside each subproject directory:

# latest_ai_development / guide_creator_flow / flow_state_mgmt
OPENAI_API_KEY=your-openai-api-key

# research_crew — also needs SerperDev
OPENAI_API_KEY=your-openai-api-key
SERPER_API_KEY=your-serper-api-key   # https://serper.dev

.env files are gitignored. Never commit API keys.

Key Concepts Demonstrated

| Concept | Where | |---|---| | Role-based agent specialisation | latest_ai_development, research_crew | | Pydantic structured output | guide_creator_flow (GuideOutline, Section models) | | Stateful flows with @start / @listen | flow_state_mgmt, guide_creator_flow | | External tool use (web search) | latest_ai_development, research_crew | | Trigger payload handling | flow_state_mgmt | | Human-in-the-loop input | guide_creator_flow |

License

MIT © 2026 Ashish Gupta

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

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-ashish-code-multi-agent-genai-with-crewai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/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
GITHUB_OPENCLEW@x1pay/langchain

Rank

65

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

65

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEWoceanbus-langchain

Rank

65

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
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-ashish-code-multi-agent-genai-with-crewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:19:01.006Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "Ashish Code",
    "category": "vendor",
    "href": "https://github.com/ashish-code/multi-agent-genai-with-crewai",
    "sourceUrl": "https://github.com/ashish-code/multi-agent-genai-with-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:49.434Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:49.434Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ashish-code-multi-agent-genai-with-crewai/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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