Crawler Summary

crew answer-first brief

An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board crew An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board. The board is the orchestrator. Crews are stateless workers that claim a card, perform exactly one state transition, and write the result back to the issue. The process is a reconciliation loop: idempotent, restartable, and auditable by reading the board. Roles The human is **Product Sponsor** and nothing else: set Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crew 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 REPOS, runtime-metrics, public facts pack

Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

crew

An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board crew An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board. The board is the orchestrator. Crews are stateless workers that claim a card, perform exactly one state transition, and write the result back to the issue. The process is a reconciliation loop: idempotent, restartable, and auditable by reading the board. Roles The human is **Product Sponsor** and nothing else: set

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Mqucifer

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Unpublished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 10/9/2026.

Setup snapshot

  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

Mqucifer

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 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

Artifacts Archive

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

Self-declaredGITHUB REPOS

Extracted files

0

Examples

1

Snippets

0

Languages

python

Executable Examples

text

crew doctor                    # prove the inference path, through the proxy, before trusting it
crew auth                      # verify the crew's credential, and what it must NOT do
crew tick                      # goals become epics; approved epics become stories
crew sprint start              # fill the sprint from approved epics
crew deliver                   # implement a story and show the diff
crew review                    # review every open pull request
crew qa                        # verify delivered work against its criteria
crew sprint close              # merge what you approved, and report
crew revert <pr> --reason "…"  # undo a merged change, through review like any other

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board crew An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board. The board is the orchestrator. Crews are stateless workers that claim a card, perform exactly one state transition, and write the result back to the issue. The process is a reconciliation loop: idempotent, restartable, and auditable by reading the board. Roles The human is **Product Sponsor** and nothing else: set

Full README

crew

An agile engineering organization run as CrewAI agents, orchestrated by a GitHub Projects v2 board.

The board is the orchestrator. Crews are stateless workers that claim a card, perform exactly one state transition, and write the result back to the issue. The process is a reconciliation loop: idempotent, restartable, and auditable by reading the board.

Roles

The human is Product Sponsor and nothing else: sets goals, approves epics, accepts the increment at sprint review. Refinement, estimation, sprint mechanics, implementation, review, QA, merge, and release notes are executed by agents.

Operating rules

Read docs/ways-of-working.md — the constitution every agent follows. Process constants live in src/crew_org/config/org.yaml.

Four documents, each answering one question, so that none of them has to be kept true by hand:

| | Answers | Goes stale when | |---|---|---| | docs/ways-of-working.md | What are the rules? | we change the rules | | docs/running-the-crew.md | How do I operate it? | the code changes | | docs/final-state.md | What are we building? | we change our minds | | crew capability | How far along are we? | never — it is computed |

The constitution wins where any of them disagree. Where the crew is against its target is deliberately not written down — every status claim we have put in prose has gone stale silently, so ask the command or read a test.

Usage

crew doctor                    # prove the inference path, through the proxy, before trusting it
crew auth                      # verify the crew's credential, and what it must NOT do
crew tick                      # goals become epics; approved epics become stories
crew sprint start              # fill the sprint from approved epics
crew deliver                   # implement a story and show the diff
crew review                    # review every open pull request
crew qa                        # verify delivered work against its criteria
crew sprint close              # merge what you approved, and report
crew revert <pr> --reason "…"  # undo a merged change, through review like any other

A tick runs to quiescence. The human controls when the process runs, not the individual transitions between states.

crew deliver lands what it produces: the work is implemented and verified in a sandbox, then committed, pushed and opened as a pull request. There is no dry mode — the pull request is where a diff is read before it lands, and a rehearsal that spent the same inference and left nothing landable was a substitute for using that gate.

Data packages: how projects use them

The crew publishes data about how it works as packages, like reports (ADR 0021). delivery-history is the first: the board's sprints and cards, and every move, attempt, model call and merge, up to its date. What it may carry is ADR 0020; who does what with it is ADR 0022.

  • Its schema is in contracts/delivery-history/: schema.json for the package's index, events.schema.json for an events file and manifest.schema.json for its manifest. Both are generated from the code that builds it (crew package schema), and versions.json lists every schema version.
  • A release is dated, not versioned: the tag delivery-history-<date>, with the archive as its asset. The archive holds manifest.json, the index delivery-history.json (sprints, cards and periods), one events file per sprint under events/ (days between sprints get their own), and the schemas it follows. It carries everything up to its date, so a consumer needs only the latest, and loads only the events files for what it shows.
  • The manifest's schema_version says which schema the package follows. MAJOR changes when a consumer could break, MINOR when fields are only added. A consumer checks that the MAJOR is one it can display, validates the package against the schema in the archive, and keeps no copy of its own.
  • Nothing is released yet. The first release follows once sprint-metrics' answers join the package (crew#521). crew package build builds one locally, under var/packages/.

The two gates

Everything else is the crew's. The Sponsor:

  1. Approves epics — each proposed epic is a card in Inbox (Goals) labelled needs:human. Move it to Needs Refinement to approve, close it to reject. Approving an epic is the sprint scope decision; nothing asks again.
  2. Reviews the increment at sprint close: what landed, as a whole. Pull requests are approved by the crew's reviewing identity once review and QA pass, and land through the merge queue as they go, so there is no decision per story.

Stories, estimates, sprint contents, implementation, review and merge are not Sponsor decisions. A manager reading eight stories to understand a sprint has been put back into the work.

Running generated code

Testing what the crew writes means executing code an LLM wrote, so it runs in a container with no network during tests, a non-root user, a read-only root filesystem, dropped capabilities and hard resource limits. When no container engine is available the check fails rather than falling back to the host — a silent fallback looks protected while running arbitrary code as you. See §14 of the constitution.

Inference

Primary backend is a local DGX Spark serving Qwen3.8-27B under SGLang, fronted by a LiteLLM proxy. Escalation for genuinely hard problems runs through headless Claude Code (claude -p) on an existing subscription — no ANTHROPIC_API_KEY is configured, by design, so escalation cannot incur metered API charges.

Escalation is budgeted and classified: schema and scope failures may never escalate. See §9 of the constitution.

Contract & API

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

MissingGITHUB REPOS

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-mqucifer-crew/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/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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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!

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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-mqucifer-crew/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T17:48:58.694Z"
    }
  },
  "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": "Mqucifer",
    "href": "https://github.com/mqucifer/crew",
    "sourceUrl": "https://github.com/mqucifer/crew",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T11:16:32.299Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T11:16:32.299Z",
    "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://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-mqucifer-crew/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
  }
]

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