Crawler Summary
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 **Create AI agents from a single sentence.** $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="Powered by matrix-hub"></a> --- What does it do? You type what Capability contract not published. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
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
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 **Create AI agents from a single sentence.** $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="Powered by matrix-hub"></a> --- What does it do? You type what
Public facts
5
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Ruslanmv
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/ruslanmv/agent-generator.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Ruslanmv
Protocol compatibility
OpenClaw
Adoption signal
5 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
python
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
bash
# 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
bash
python team.py
Full documentation captured from public sources, including the complete README when available.
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 **Create AI agents from a single sentence.** $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="Powered by matrix-hub"></a> --- What does it do? You type what
Create AI agents from a single sentence.
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.
No install needed. Open the demo and start building:
https://huggingface.co/spaces/ruslanmv/agent-generator
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
# 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
# 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
python team.py
| 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 |
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 |
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).
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 build -t agent-generator .
docker run -e WATSONX_API_KEY=... -p 8000:8000 agent-generator
git clone https://github.com/ruslanmv/agent-generator.git
cd agent-generator
pip install -e ".[dev,all]"
pytest # run tests
ruff check src/ # lint
mkdocs serve # docs
Apache 2.0 -- PRs and issues welcome.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
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
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
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
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
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-ruslanmv-agent-generator/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract\"",
"curl -s \"https://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": "2026-04-16T23:37:09.729Z"
}
},
"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": "Ruslanmv",
"href": "https://github.com/ruslanmv/agent-generator",
"sourceUrl": "https://github.com/ruslanmv/agent-generator",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:18.988Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:18.988Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "5 GitHub stars",
"href": "https://github.com/ruslanmv/agent-generator",
"sourceUrl": "https://github.com/ruslanmv/agent-generator",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:18.988Z",
"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://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-ruslanmv-agent-generator/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
}
]Sponsored
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