Crawler Summary

crewbuilder answer-first brief

Visual builder for CrewAI crews that exports portable, dependency-light multi-agent projects Crew Builder Build a team of AI agents in a web UI, then download a project you can run. No need to hand-write CrewAI configs. Click around, hit **Build**, unzip, run. Why this project Crew Builder produces a **multi-agent system with no external dependencies** — no databases, no embedding stores, no vector DBs, no shared infrastructure you have to stand up and operate. What you download is a self-contained project: Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewbuilder 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

Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

crewbuilder

Visual builder for CrewAI crews that exports portable, dependency-light multi-agent projects Crew Builder Build a team of AI agents in a web UI, then download a project you can run. No need to hand-write CrewAI configs. Click around, hit **Build**, unzip, run. Why this project Crew Builder produces a **multi-agent system with no external dependencies** — no databases, no embedding stores, no vector DBs, no shared infrastructure you have to stand up and operate. What you download is a self-contained project:

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 10/9/2026.

2 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Abdollahpour

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Unpublished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. 2 GitHub stars reported by the source. 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

Abdollahpour

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

Protocol compatibility

OpenClaw

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

Adoption signal

2 GitHub stars

profilemedium
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

3

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/abdollahpour/crewbuilder.git
cd crewbuilder
docker compose up --build

text

ollama run qwen3:8b

bash

crewai run

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Visual builder for CrewAI crews that exports portable, dependency-light multi-agent projects Crew Builder Build a team of AI agents in a web UI, then download a project you can run. No need to hand-write CrewAI configs. Click around, hit **Build**, unzip, run. Why this project Crew Builder produces a **multi-agent system with no external dependencies** — no databases, no embedding stores, no vector DBs, no shared infrastructure you have to stand up and operate. What you download is a self-contained project:

Full README

Crew Builder

Build a team of AI agents in a web UI, then download a project you can run.

No need to hand-write CrewAI configs. Click around, hit Build, unzip, run.

Crew Builder — Agents

Why this project

Crew Builder produces a multi-agent system with no external dependencies — no databases, no embedding stores, no vector DBs, no shared infrastructure you have to stand up and operate.

What you download is a self-contained project: agents, skills, knowledge, and tools packaged to run on their own (expect external MCPs). That keeps the stack simple and lets you scale in many ways — more agents in a crew, more crews side by side, more machines or containers running the same zip — without tying growth to a central database or embedding service. You can use the downloaded project as a good boilerplate for your work.

Run it

You need Docker.

git clone https://github.com/abdollahpour/crewbuilder.git
cd crewbuilder
docker compose up --build

Open http://localhost:8080.

There's a sample travel-assistant crew already loaded so you can poke around.

Make a crew and run it

First of all, you need Ollama. Install and run:

ollama run qwen3:8b

The code shipped by some sample data-set.

  1. Install CrewAI
  2. Create agents (who does what).
  3. Optionally add skills, knowledge, or MCPs (extra tools / docs).
  4. Create a crew and add your agents.
  5. Click Build → download the zip.
  6. Unzip it
  7. (Optional if you used cloud provider, default is ollama) copy .env.example to .env, put in your API keys.
  8. Run:
crewai run

Try to feed some samples. Ex:
What’s the weather like in Berlin? or I’m planning to travel from London to Berlin in summer. I’d like to time the trip around a good music festival. Please find the best dates, along with suitable flights and a hotel, keeping my total budget around €2,000.

Run it. It takes time, specially if you are using your local machine and Ollama. Your answer lands in output/report.md.

Words we use

  • Agent — one AI worker with a job (CrewAI agents)
  • Crew — a team of agents plus a boss that delegates (CrewAI crews)
  • Skill — reusable instructions an agent can follow (Agent Skills)
  • Knowledge — docs the agent can search (packaged as a local FAISS index in the download)
  • MCP — an external tool server the agent can call (Model Context Protocol)

References

  • CrewAI — multi-agent framework the downloaded project runs on
  • Agent Skills — open format for portable agent instructions (SKILL.md)
  • Model Context Protocol (MCP) — standard for connecting agents to external tools
  • Ollama — local LLM runtime (default provider; sample uses qwen3:8b)
  • uv — Python package runner used to launch the generated crew
  • Docker — runs the Crew Builder stack itself

License

MIT © 2026 Hamed Abdollahpour

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-abdollahpour-crewbuilder/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/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.

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MCPOPENCLAW
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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-abdollahpour-crewbuilder/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T20:25:39.200Z"
    }
  },
  "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": "Abdollahpour",
    "href": "https://github.com/abdollahpour/crewbuilder",
    "sourceUrl": "https://github.com/abdollahpour/crewbuilder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T13:52:39.600Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T13:52:39.600Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "href": "https://github.com/abdollahpour/crewbuilder",
    "sourceUrl": "https://github.com/abdollahpour/crewbuilder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T13:52:39.600Z",
    "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-abdollahpour-crewbuilder/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdollahpour-crewbuilder/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

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
  }
]

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