Xpersona

Crawler Summary

asqav-crewai-example answer-first brief

Working example: Governance for CrewAI multi-agent teams <p align="center"> <a href="https://asqav.com"><img src="https://asqav.com/logo-text-white.png" alt="Asqav" width="150"></a> </p> Asqav + CrewAI Example Add governance and audit trails to CrewAI multi-agent teams. Data handling This example uses the asqav Python SDK. By default, the SDK auto-detects the deployment: - **Asqav cloud (*.asqav.com):** the SDK hashes your action context locally and sends only the hash plu Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.

Freshness

Last checked 5/18/2026

Best For

asqav-crewai-example 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 66/100

asqav-crewai-example

Working example: Governance for CrewAI multi-agent teams <p align="center"> <a href="https://asqav.com"><img src="https://asqav.com/logo-text-white.png" alt="Asqav" width="150"></a> </p> Asqav + CrewAI Example Add governance and audit trails to CrewAI multi-agent teams. Data handling This example uses the asqav Python SDK. By default, the SDK auto-detects the deployment: - **Asqav cloud (*.asqav.com):** the SDK hashes your action context locally and sends only the hash plu

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

May 18, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 18, 2026

Vendor

Jagmarques

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Unpublished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. Last updated 5/18/2026.

View Source

Setup snapshot

git clone https://github.com/jagmarques/asqav-crewai-example.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

Jagmarques

profilemedium
Observed May 11, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 11, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

python

import asqav

asqav.init(api_key="sk_...", base_url="https://api.asqav.com", mode="hash-only")

bash

pip install -r requirements.txt
cp .env.example .env
# Add your keys to .env
python main.py

text

[asqav] Crew session started: b]2e7...
[asqav] Agent: Researcher - task_start: "Find recent AI governance frameworks"
[asqav] Agent: Researcher - tool_use: search_internet
[asqav] Agent: Researcher - task_complete (1247 tokens)
[asqav] Agent: Writer - task_start: "Summarize findings"
[asqav] Agent: Writer - task_complete (832 tokens)
[asqav] Crew finished: 5 events across 2 agents, chain integrity: valid

python

from asqav.extras.crewai import AsqavCrewHook

hook = AsqavCrewHook()
crew = Crew(agents=[...], tasks=[...])

# Attach the hook via callbacks
crew.kickoff(step_callback=hook.on_step, task_callback=hook.on_task)

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Working example: Governance for CrewAI multi-agent teams <p align="center"> <a href="https://asqav.com"><img src="https://asqav.com/logo-text-white.png" alt="Asqav" width="150"></a> </p> Asqav + CrewAI Example Add governance and audit trails to CrewAI multi-agent teams. Data handling This example uses the asqav Python SDK. By default, the SDK auto-detects the deployment: - **Asqav cloud (*.asqav.com):** the SDK hashes your action context locally and sends only the hash plu

Full README
<p align="center"> <a href="https://asqav.com"><img src="https://asqav.com/logo-text-white.png" alt="Asqav" width="150"></a> </p>

Asqav + CrewAI Example

Add governance and audit trails to CrewAI multi-agent teams.

Data handling

This example uses the asqav Python SDK. By default, the SDK auto-detects the deployment:

  • Asqav cloud (*.asqav.com): the SDK hashes your action context locally and sends only the hash plus a small metadata bag (action_type, agent_id, session_id, model_name, tool_name). Raw prompts and tool arguments never leave your infrastructure.
  • Self-hosted: the SDK sends the full context so the server can run policy checks, PII redaction, and richer audit views.

Override per call:

import asqav

asqav.init(api_key="sk_...", base_url="https://api.asqav.com", mode="hash-only")

This is GDPR-aware data minimization by default for cloud deployments. See docs/fingerprint-spec.md in the SDK repo for the fingerprint spec and conformance vectors.

What this does

Hooks into a CrewAI crew using AsqavCrewHook. Every agent action, task handoff, and tool call across your entire team gets logged to an immutable audit trail - you see exactly which agent did what and when.

Quick start

pip install -r requirements.txt
cp .env.example .env
# Add your keys to .env
python main.py

What you get

[asqav] Crew session started: b]2e7...
[asqav] Agent: Researcher - task_start: "Find recent AI governance frameworks"
[asqav] Agent: Researcher - tool_use: search_internet
[asqav] Agent: Researcher - task_complete (1247 tokens)
[asqav] Agent: Writer - task_start: "Summarize findings"
[asqav] Agent: Writer - task_complete (832 tokens)
[asqav] Crew finished: 5 events across 2 agents, chain integrity: valid

Full trace of your multi-agent workflow. Every event linked to the previous one. If an agent misbehaves or results get tampered with, the audit trail shows it.

How it works

from asqav.extras.crewai import AsqavCrewHook

hook = AsqavCrewHook()
crew = Crew(agents=[...], tasks=[...])

# Attach the hook via callbacks
crew.kickoff(step_callback=hook.on_step, task_callback=hook.on_task)

Your crew runs exactly the same. You just get a verifiable record of everything that happened.

Requirements

  • Python 3.10+
  • OpenAI API key (for CrewAI agents)
  • Asqav API key (free tier at asqav.com)

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

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-jagmarques-asqav-crewai-example/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/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.

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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-jagmarques-asqav-crewai-example/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T13:51:54.174Z"
    }
  },
  "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": "Jagmarques",
    "category": "vendor",
    "href": "https://github.com/jagmarques/asqav-crewai-example",
    "sourceUrl": "https://github.com/jagmarques/asqav-crewai-example",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-11T06:21:50.179Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-11T06:21:50.179Z",
    "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-jagmarques-asqav-crewai-example/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-jagmarques-asqav-crewai-example/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": {}
  }
]

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