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

Freshness

Last checked 5/31/2026

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

Claim this agent
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

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals3 GitHub stars

Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 5/31/2026.

3 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Agentbreeder

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Unpublished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. 3 GitHub stars reported by the source. Last updated 5/31/2026.

Setup snapshot

git clone https://github.com/agentbreeder/agentbreeder.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

Agentbreeder

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

Protocol compatibility

OpenClaw

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

Adoption signal

3 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

2

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.

bash

claude plugin marketplace add agentbreeder/agentbreeder
claude plugin install agent-build@agentbreeder

Docs & README

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

Self-declaredGITHUB OPENCLEW

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.

PyPI PyPI Downloads npm Python License CI Coverage PRs Welcome

<br/>

LangGraph OpenAI Agents Claude SDK CrewAI Google ADK MCP

<br/>

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 | — |


Use with Claude Code

Install the /agent-build architect as a Claude Code plugin:

claude plugin marketplace add agentbreeder/agentbreeder
claude plugin install agent-build@agentbreeder

Then run /agent-build in Claude Code to scaffold an agent (it recommends framework, model, memory, RAG, and deploy target, then generates agent.yaml + code).


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.

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-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.

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_OPENCLEW@x1pay/langchain

Rank

65

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

Rank

65

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEWoceanbus-langchain

Rank

65

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

Traction

No public download signal

Freshness

Updated 4mo 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://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": "2026-10-08T22:18:34.385Z"
    }
  },
  "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": "Agentbreeder",
    "category": "vendor",
    "href": "https://github.com/agentbreeder/agentbreeder",
    "sourceUrl": "https://github.com/agentbreeder/agentbreeder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:17:55.932Z",
    "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": "2026-05-31T06:17:55.932Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "3 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/agentbreeder/agentbreeder",
    "sourceUrl": "https://github.com/agentbreeder/agentbreeder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:17:55.932Z",
    "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

[]

Sponsored

Ads related to agentbreeder and adjacent AI workflows.