Crawler Summary

multi-agent-web-system answer-first brief

AI-powered web development automation using CrewAI | 6 specialized agents | Prompt engineering & LLM workflows Multi-Agent Web Development AI-powered development workflow using multi-agent orchestration for automated code generation and documentation. **Author**: $1 | Software Engineer | Full-Stack Development & AI Workflows --- Stack **Core**: Python, CrewAI **AI**: LLM Integration, Prompt Engineering **Output**: Automated code, documentation, analysis --- Overview This project demonstrates practical AI-assisted engineering: Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.

Freshness

Last checked 4/16/2026

Best For

multi-agent-web-system 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

Claim this agent
Agent DossierGitHubSafety: 66/100

multi-agent-web-system

AI-powered web development automation using CrewAI | 6 specialized agents | Prompt engineering & LLM workflows Multi-Agent Web Development AI-powered development workflow using multi-agent orchestration for automated code generation and documentation. **Author**: $1 | Software Engineer | Full-Stack Development & AI Workflows --- Stack **Core**: Python, CrewAI **AI**: LLM Integration, Prompt Engineering **Output**: Automated code, documentation, analysis --- Overview This project demonstrates practical AI-assisted engineering:

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 16, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 16, 2026

Vendor

Andreyques41

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Unpublished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 4/16/2026.

Setup snapshot

git clone https://github.com/andreyques41/multi-agent-web-system.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

Andreyques41

profilemedium
Observed Apr 16, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 16, 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 OPENCLEW

Extracted files

0

Examples

1

Snippets

0

Languages

python

Executable Examples

text

Project Manager Agent
    ├── Business Analyst Agent
    ├── Backend Developer Agent
    ├── Frontend Developer Agent
    ├── QA Engineer Agent
    └── DevOps Engineer Agent

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

AI-powered web development automation using CrewAI | 6 specialized agents | Prompt engineering & LLM workflows Multi-Agent Web Development AI-powered development workflow using multi-agent orchestration for automated code generation and documentation. **Author**: $1 | Software Engineer | Full-Stack Development & AI Workflows --- Stack **Core**: Python, CrewAI **AI**: LLM Integration, Prompt Engineering **Output**: Automated code, documentation, analysis --- Overview This project demonstrates practical AI-assisted engineering:

Full README

Multi-Agent Web Development

AI-powered development workflow using multi-agent orchestration for automated code generation and documentation.

Author: Andrey Quesada | Software Engineer | Full-Stack Development & AI Workflows


Stack

Core: Python, CrewAI
AI: LLM Integration, Prompt Engineering
Output: Automated code, documentation, analysis


Overview

This project demonstrates practical AI-assisted engineering:

  • Multi-agent coordination for development tasks
  • Structured prompts for consistent outputs
  • Quality control and human-in-the-loop validation
  • 6 specialized agents (PM, BA, Backend Dev, Frontend Dev, QA, DevOps)

Architecture

Project Manager Agent
    ├── Business Analyst Agent
    ├── Backend Developer Agent
    ├── Frontend Developer Agent
    ├── QA Engineer Agent
    └── DevOps Engineer Agent

Each agent has:

  • Specialized role and expertise
  • Defined tools and capabilities
  • Context from previous agents
  • Output validation

Use Cases

  • Automated code scaffolding
  • Documentation generation
  • Code review assistance
  • Technical analysis workflows
  • Workflow automation

What This Demonstrates

  • Agent orchestration with CrewAI
  • Strategic AI application in software development
  • Prompt engineering for consistent outputs
  • LLM integration and model selection
  • Production-ready AI workflows (not toy examples)

Status: Core orchestration functional, ongoing enhancements

GitHub: andreyques41/multi-agent-web-dev

Contract & API

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

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/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_REPOSactivepieces

Rank

70

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

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://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:55:32.796Z"
    }
  },
  "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": "Andreyques41",
    "category": "vendor",
    "href": "https://github.com/andreyques41/multi-agent-web-system",
    "sourceUrl": "https://github.com/andreyques41/multi-agent-web-system",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:44.128Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:44.128Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "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,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-andreyques41-multi-agent-web-system/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · 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,
    "metadata": {}
  }
]

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