How should AgentFlow be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

AgentFlow answer-first brief

A practical workshop repository for Micro Club Members demonstrating advanced multi-agent AI orchestration. Features functional implementations of CrewAI, LangChain, and LangGraph for cyclic and sequential autonomous workflows. AgentFlow AgentFlow is a collection of advanced, multi-agent artificial intelligence workflows demonstrating various architectural patterns using modern LLM orchestration frameworks. The repository is divided into distinct projects, each highlighting specific capabilities such as tool integration, cyclic state management, and expression language pipelines. Project Structure The repository contains three primary agent Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

AgentFlow 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 66/100

AgentFlow

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Younesbensafia

Artifacts

Benchmarks

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Unpublished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. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/YounesBensafia/AgentFlow.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.

Verifiededitorial-content

Vendor (1)

Vendor

Younesbensafia

profilemedium

Observed May 31, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 31, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

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

Examples

Snippets

Languages

python

Executable Examples

bash

uv sync

bash

cp .env.example .env

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

AgentFlow

AgentFlow is a collection of advanced, multi-agent artificial intelligence workflows demonstrating various architectural patterns using modern LLM orchestration frameworks. The repository is divided into distinct projects, each highlighting specific capabilities such as tool integration, cyclic state management, and expression language pipelines.

Project Structure

The repository contains three primary agentic systems:

1. SurfAgent (CrewAI)

A multi-agent sequential workflow designed to evaluate marine conditions and recommend optimal surf destinations.

Framework: CrewAI
Key Features:
- Integration with the Stormglass API for real-time marine data.
- Custom token optimization via data summarization.
- Dynamic rate-limit handling for high-capacity language models.
Execution: uv run python "SurfAgent (CrewAI)/main.py"

2. PodcastAgent (LangChain)

A streamlined pipeline that automates the research and generation of conversational podcast scripts.

Framework: LangChain (LCEL)
Key Features:
- Implementation of LangChain Expression Language for linear data flow.
- Integration with the Wikipedia API for automated background research.
- Streaming output generation.
Execution: uv run python "PodcastAgent (LangChain)/main.py"

3. DebateAgent (LangGraph)

A stateful, cyclic multi-agent system simulating a structured debate with an impartial judge.

Framework: LangGraph
Key Features:
- Cyclic graph architecture allowing agents to iterate over a shared state.
- Conditional routing to terminate the loop based on turn count.
- Persistent transcript memory passed seamlessly between nodes.
Execution: uv run python "DebateAgent (LangGraph)/main.py"

Technologies Used

Orchestration: CrewAI, LangChain, LangGraph
Models: Groq (Llama 3.3 70B, Llama 3.1 8B)
Routing and LLM Management: LiteLLM
Package Management: uv
Logging: Loguru

Setup Instructions

Clone the repository and install dependencies: Ensure you have uv installed, then run:
```
uv sync
```
Configure Environment Variables: Copy the provided example environment file and populate it with your API keys.
```
cp .env.example .env
```
Required keys:
- GROQ_API_KEY: Required for all agents.
- STORMGLASS_API_KEY: Required only for the SurfAgent (optional, system defaults to simulation mode if absent).

License

This project is provided for educational and demonstrative purposes.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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-younesbensafia-agentflow/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/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

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-supervisor

Rank

LangGraph Multi-Agent Supervisor

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEWoceanbus-langchain

Rank

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-younesbensafia-agentflow/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:20:07.198Z"
    }
  },
  "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": "Younesbensafia",
    "category": "vendor",
    "href": "https://github.com/YounesBensafia/AgentFlow",
    "sourceUrl": "https://github.com/YounesBensafia/AgentFlow",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:33.053Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:33.053Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-younesbensafia-agentflow/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]