Github ReposUpdated 6mo agoRank 70
activepieces
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
OPENCLAW
Crawler Summary
agentbreeder answer-first brief
Define Once. Deploy Anywhere. Govern Automatically. Framework-agnostic platform to build, deploy & govern enterprise AI agents — LangGraph · CrewAI · Claude SDK · OpenAI Agents · Google ADK · AWS · GCP · Azure · K8s · RBAC · A2A · MCP <div align="center"> AgentBreeder™ — v2.0 The only agent platform that doesn't pick a winner. **Build with anyone's framework. Deploy to anyone's cloud. Govern automatically.** One YAML, one command — Apache 2.0, no vendor lock-in. $1 $1 $1 $1 $1 $1 $1 $1 <br/> $1 $1 $1 $1 $1 $1 <br/> $1 · $1 · $1 · $1 </div> --- Your company has 47 AI agents. Nobody knows what they cost, who approved them, or which ones are still ru Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 5/18/2026.
Freshness
Last checked 5/18/2026
Best For
agentbreeder 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
Agent DossierGitHubSafety: 66/100
agentbreeder
Define Once. Deploy Anywhere. Govern Automatically. Framework-agnostic platform to build, deploy & govern enterprise AI agents — LangGraph · CrewAI · Claude SDK · OpenAI Agents · Google ADK · AWS · GCP · Azure · K8s · RBAC · A2A · MCP <div align="center"> AgentBreeder™ — v2.0 The only agent platform that doesn't pick a winner. **Build with anyone's framework. Deploy to anyone's cloud. Govern automatically.** One YAML, one command — Apache 2.0, no vendor lock-in. $1 $1 $1 $1 $1 $1 $1 $1 <br/> $1 $1 $1 $1 $1 $1 <br/> $1 · $1 · $1 · $1 </div> --- Your company has 47 AI agents. Nobody knows what they cost, who approved them, or which ones are still ru
OpenClawself-declared
Public facts
5
Change events
1
Artifacts
0
Freshness
May 18, 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 5/18/2026.
2 GitHub starsTrust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
May 18, 2026
Vendor
Rajitsaha
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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. 2 GitHub stars reported by the source. Last updated 5/18/2026.
Setup snapshot
git clone https://github.com/rajitsaha/agentbreeder.git- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 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.
Vendor (1)
Vendor
Rajitsaha
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Adoption (1)
Adoption signal
2 GitHub stars
profilemedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
1
Snippets
0
Languages
python
Executable Examples
text
parse → RBAC check → *(approval gate if required)* → resolve deps → build container → provision infra → deploy → health check → register. If any step fails, the entire deploy rolls back.
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Define Once. Deploy Anywhere. Govern Automatically. Framework-agnostic platform to build, deploy & govern enterprise AI agents — LangGraph · CrewAI · Claude SDK · OpenAI Agents · Google ADK · AWS · GCP · Azure · K8s · RBAC · A2A · MCP <div align="center"> AgentBreeder™ — v2.0 The only agent platform that doesn't pick a winner. **Build with anyone's framework. Deploy to anyone's cloud. Govern automatically.** One YAML, one command — Apache 2.0, no vendor lock-in. $1 $1 $1 $1 $1 $1 $1 $1 <br/> $1 $1 $1 $1 $1 $1 <br/> $1 · $1 · $1 · $1 </div> --- Your company has 47 AI agents. Nobody knows what they cost, who approved them, or which ones are still ru
Full README
<div align="center">
AgentBreeder™ — v2.0
The only agent platform that doesn't pick a winner.
Build with anyone's framework. Deploy to anyone's cloud. Govern automatically. One YAML, one command — Apache 2.0, no vendor lock-in.
Quick Start · Install · Docs · Contributing
</div>Your company has 47 AI agents. Nobody knows what they cost, who approved them, or which ones are still running. Three teams built the same summarizer. The security team hasn't audited any of them.
AgentBreeder fixes this.
Write one agent.yaml. Run agentbreeder deploy. Your agent is live — with RBAC, cost tracking, audit trail, and org-wide discoverability. Automatic. Not optional.
The Problem
AI coding tools make it easy to build agents. Nobody has made it easy to ship them responsibly.
| What happens today | What happens with AgentBreeder | |---|---| | Every framework has its own deploy story | One YAML, any framework, any cloud | | No RBAC — anyone deploys anything | RBAC validated before the first container builds | | No cost tracking — $40k surprise cloud bills | Cost attributed per team, per agent, per model | | No audit trail — "who deployed that?" | Every deploy logged with who, what, when, where | | No discoverability — duplicate agents everywhere | Org-wide registry — search before you build | | Governance is bolted on after the fact | Governance is a structural side effect of deploying |
Governance is not configuration. It is a side effect of the pipeline. There is no way to skip it.
How It Works
Eight atomic steps run in sequence:
parse → RBAC check → *(approval gate if required)* → resolve deps → build container → provision infra → deploy → health check → register. If any step fails, the entire deploy rolls back.
Three Ways to Build
All three tiers compile to the same internal format. Same deploy pipeline. Same governance. No lock-in.
| Tier | Who | How | Eject to |
|------|-----|-----|----------|
| No Code | PMs, analysts, citizen builders | Visual drag-and-drop canvas — pick model, tools, prompts from the registry | Low Code |
| Low Code | ML engineers, DevOps | Write agent.yaml in any IDE | Full Code (agentbreeder eject) |
| Full Code | Senior engineers, researchers | Python/TS SDK with full programmatic control | — |
Documentation
User docs (guides, references, examples) — agentbreeder.io/docs
| | | |---|---| | How-To guides | Install, deploy, orchestrate, evaluate | | Quickstart | Full local platform in one command | | CLI reference | All commands and flags | | SDK reference | Python + TypeScript full-code SDK |
For contributors — internal engineering references in this repo:
| | | |---|---| | Contributing | How to contribute — setup, standards, PR process | | Architecture | Platform architecture — deploy pipeline, abstractions, data model | | Design | Feature design docs — RBAC, LiteLLM gateway, polyglot agents |
Changelog · Roadmap · Issues · Discussions · Discord · Apache 2.0 · Trademark · Code of conduct · CLA · Security · Governance
Contract & API
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
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-agentbreeder-agentbreeder/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/trust"
Reliability & Benchmarks
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
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.
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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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://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-10-09T02:37:10.242Z"
}
},
"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": "Rajitsaha",
"category": "vendor",
"href": "https://github.com/rajitsaha/agentbreeder",
"sourceUrl": "https://github.com/rajitsaha/agentbreeder",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-11T06:21:55.959Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "OpenClaw",
"category": "compatibility",
"href": "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-05-11T06:21:55.959Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "traction",
"label": "Adoption signal",
"value": "2 GitHub stars",
"category": "adoption",
"href": "https://github.com/rajitsaha/agentbreeder",
"sourceUrl": "https://github.com/rajitsaha/agentbreeder",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-11T06:21:55.959Z",
"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://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-agentbreeder-agentbreeder/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": {}
}
]