Crawler Summary

agent-generator answer-first brief

Generate production-ready multi-agent AI projects from plain English. Supports CrewAI, LangGraph, WatsonX Orchestrate, CrewAI Flow, and ReAct with built-in sandbox verification, OllaBridge/Ollama inference, and enterprise wizard UI. <p align="left"> <img src="https://github.com/ruslanmv/agent-generator/blob/master/docs/images/logo.png" alt="Agent-Generator Logo" width="300"> </p> agent-generator **Type a sentence. Ship a multi-agent project — as code, a container, a desktop app, or an Android build.** $1 $1 $1 $1 <a href="https://github.com/agent-matrix/matrix-hub"><img src="https://img.shields.io/badge/Powered%20by-matrix--hub-brightgreen" alt= Capability contract not published. No trust telemetry is available yet. 6 GitHub stars reported by the source. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

agent-generator 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

agent-generator

Generate production-ready multi-agent AI projects from plain English. Supports CrewAI, LangGraph, WatsonX Orchestrate, CrewAI Flow, and ReAct with built-in sandbox verification, OllaBridge/Ollama inference, and enterprise wizard UI. <p align="left"> <img src="https://github.com/ruslanmv/agent-generator/blob/master/docs/images/logo.png" alt="Agent-Generator Logo" width="300"> </p> agent-generator **Type a sentence. Ship a multi-agent project — as code, a container, a desktop app, or an Android build.** $1 $1 $1 $1 <a href="https://github.com/agent-matrix/matrix-hub"><img src="https://img.shields.io/badge/Powered%20by-matrix--hub-brightgreen" alt=

OpenClawself-declared

Public facts

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals6 GitHub stars

Capability contract not published. No trust telemetry is available yet. 6 GitHub stars reported by the source. Last updated 5/31/2026.

6 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Ruslanmv

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Unpublished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. 6 GitHub stars reported by the source. Last updated 5/31/2026.

Setup snapshot

git clone https://github.com/ruslanmv/agent-generator.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

Ruslanmv

profilemedium
Observed May 31, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 31, 2026Source linkProvenance
Adoption (1)

Adoption signal

6 GitHub stars

profilemedium
Observed May 31, 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

bash

make install      # CLI + backend (FastAPI) + frontend (Vite SPA)
make test         # CLI tests + backend pytest + frontend type-check & build
make start        # backend on :8000 and SPA on :5173 — Ctrl-C stops both

bash

make build              # nginx SPA bundle + backend Docker image
                        # + .dmg / .msi / .AppImage / .deb / .rpm for THIS host
make build-android      # Android debug APK (needs Android SDK + JDK 17)

bash

agent-generator "Build a research team with a researcher and a writer" -f crewai

bash

pip install agent-generator

bash

pip install "agent-generator[openai]"     # OpenAI provider
pip install "agent-generator[all]"        # All providers + frameworks

bash

# Option A: WatsonX (default)
export WATSONX_API_KEY=your-key
export WATSONX_PROJECT_ID=your-project-id

# Option B: OpenAI
export OPENAI_API_KEY=sk-your-key
export AGENTGEN_PROVIDER=openai

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Generate production-ready multi-agent AI projects from plain English. Supports CrewAI, LangGraph, WatsonX Orchestrate, CrewAI Flow, and ReAct with built-in sandbox verification, OllaBridge/Ollama inference, and enterprise wizard UI. <p align="left"> <img src="https://github.com/ruslanmv/agent-generator/blob/master/docs/images/logo.png" alt="Agent-Generator Logo" width="300"> </p> agent-generator **Type a sentence. Ship a multi-agent project — as code, a container, a desktop app, or an Android build.** $1 $1 $1 $1 <a href="https://github.com/agent-matrix/matrix-hub"><img src="https://img.shields.io/badge/Powered%20by-matrix--hub-brightgreen" alt=

Full README
<p align="left"> <img src="https://github.com/ruslanmv/agent-generator/blob/master/docs/images/logo.png" alt="Agent-Generator Logo" width="300"> </p>

agent-generator

Type a sentence. Ship a multi-agent project — as code, a container, a desktop app, or an Android build.

PyPI Python 3.10+ License Try it <a href="https://github.com/agent-matrix/matrix-hub"><img src="https://img.shields.io/badge/Powered%20by-matrix--hub-brightgreen" alt="Powered by matrix-hub"></a>


Two surfaces, one repo

| Surface | What you get | Use when… | |---------------|--------------------------------------------------------------------------|--------------------------------------------| | CLI | pip install agent-generator → one-shot project generator (this README, ↓ further down) | You want a single Python file or YAML. | | Platform | FastAPI backend + Vite SPA + Tauri desktop + Capacitor Android, all from one TypeScript codebase. | You want the full app, the wizard, the Marketplace, signed installers, or a Helm install. |

Run the full platform in three commands

make install      # CLI + backend (FastAPI) + frontend (Vite SPA)
make test         # CLI tests + backend pytest + frontend type-check & build
make start        # backend on :8000 and SPA on :5173 — Ctrl-C stops both

Then open http://localhost:5173. Ports are configurable (make start BACKEND_PORT=8080 FRONTEND_PORT=4173).

Ship desktop / Android binaries

make build              # nginx SPA bundle + backend Docker image
                        # + .dmg / .msi / .AppImage / .deb / .rpm for THIS host
make build-android      # Android debug APK (needs Android SDK + JDK 17)

Signed CI builds (Authenticode, Apple notarization, GPG, Play Store) live in .github/workflows/{desktop,mobile,release-app}.yml.

For the production Kubernetes deployment, see deploy/helm/.


What the CLI does

You type what you want. You get a complete project.

agent-generator "Build a research team with a researcher and a writer" -f crewai

That's it. You now have working Python code with agents, tasks, and tools.


Try it online

No install needed. Open the demo and start building:

https://huggingface.co/spaces/ruslanmv/agent-generator


Install

pip install agent-generator

That gives you the CLI and all core features. Python 3.10+ required.

Optional extras:

pip install "agent-generator[openai]"     # OpenAI provider
pip install "agent-generator[all]"        # All providers + frameworks

Quick start

Step 1 -- Set credentials (pick one)

# Option A: WatsonX (default)
export WATSONX_API_KEY=your-key
export WATSONX_PROJECT_ID=your-project-id

# Option B: OpenAI
export OPENAI_API_KEY=sk-your-key
export AGENTGEN_PROVIDER=openai

Step 2 -- Generate

# CrewAI team
agent-generator "Research team that finds papers and writes summaries" -f crewai -o team.py

# LangGraph pipeline
agent-generator "ETL pipeline: extract, transform, load" -f langgraph -o pipeline.py

# WatsonX YAML agent
agent-generator "Customer support assistant" -f watsonx_orchestrate -o support.yaml

# Just test it (no credentials needed)
agent-generator "Hello world agent" -f crewai --dry-run

Step 3 -- Run

python team.py

Supported frameworks

| Framework | What you get | |-----------|-------------| | CrewAI | crew.py + agents.yaml + tasks.yaml + tools + tests | | LangGraph | graph.py with StateGraph and typed state | | WatsonX Orchestrate | agent.yaml ready for orchestrate agents import | | CrewAI Flow | Flow class with @start / @listen | | ReAct | Reasoning loop with tool registry |


Built-in tools

Your agents can use these out of the box:

| Tool | What it does | |------|-------------| | web_search | Search the web | | pdf_reader | Read PDF files | | http_client | Call APIs | | sql_query | Query databases | | file_writer | Save files | | vector_search | Semantic search |


Web UI

A visual wizard that guides you step by step:

uvicorn agent_generator.wsgi:app --port 8000

Open http://localhost:8000 -- describe your agents, pick a framework, download a ZIP.

Works with local LLMs (Ollama), remote LLMs (OllaBridge), or cloud APIs (OpenAI).


CLI options

agent-generator "your description" [options]

| Flag | What it does | |------|-------------| | -f crewai | Pick framework: crewai, langgraph, watsonx_orchestrate, crewai_flow, react | | -o file.py | Save to file (otherwise prints to screen) | | --dry-run | Generate without calling any LLM | | --mcp | Add a FastAPI server wrapper | | -p openai | Use OpenAI instead of WatsonX | | --show-cost | Show estimated cost before generating |


Docker

docker build -t agent-generator .
docker run -e WATSONX_API_KEY=... -p 8000:8000 agent-generator

Contributing

git clone https://github.com/ruslanmv/agent-generator.git
cd agent-generator

# Full stack (CLI + backend + frontend) in one shot:
make install
make test
make start            # backend :8000 + SPA :5173

# Or just the CLI bits, like the original workflow:
pip install -e ".[dev,all]"
pytest                # CLI tests
ruff check src/       # lint
mkdocs serve          # docs

Useful make targets:

| Target | What it does | |----------------------|--------------------------------------------------------------------| | make install | Editable CLI install plus make app-install (backend + SPA) | | make test | CLI pytest plus backend pytest + frontend tsc + Vite build | | make start | Backend + frontend dev servers concurrently (Ctrl-C stops both) | | make stop | Stop any backend / frontend dev servers started by make start | | make build | Frontend bundle + backend Docker image + desktop installer (host) | | make build-android | Android debug APK | | make help | Full list (CLI + platform targets, ~30 of them) |

The full architecture (compatibility matrix, frontend shells, backend service, signing pipeline, Helm chart) is documented in docs/platform.md. The original master plan is in docs/complete-solution-plan.md.


License

Apache 2.0 -- PRs and issues welcome.

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://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/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 OpenclewUpdated 4mo agoRank 65

@x1pay/langchain

LangChain/LangGraph tools for AI agent x402 payments on X1

OPENCLAW
Github OpenclewUpdated 4mo agoRank 65

oceanbus-langchain

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

OPENCLAWoceanbuslangchainlangchain-tools
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-ruslanmv-agent-generator/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T00:51:53.122Z"
    }
  },
  "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": "Ruslanmv",
    "category": "vendor",
    "href": "https://github.com/ruslanmv/agent-generator",
    "sourceUrl": "https://github.com/ruslanmv/agent-generator",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:13.275Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:13.275Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "6 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/ruslanmv/agent-generator",
    "sourceUrl": "https://github.com/ruslanmv/agent-generator",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:13.275Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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