Crawler Summary

autonomous-dev-pipeline answer-first brief

Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with AI-driven quality gates. Supports any language/framework — configure via pipeline.json. --- name: autonomous-dev-pipeline description: | Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

autonomous-dev-pipeline is best for general automation 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: 89/100

autonomous-dev-pipeline

Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with AI-driven quality gates. Supports any language/framework — configure via pipeline.json. --- name: autonomous-dev-pipeline description: | Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

Dmayk

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 2/24/2026.

Setup snapshot

git clone https://github.com/dmayk/autonomous-dev-pipeline.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

Dmayk

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 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 OPENCLEW

Extracted files

0

Examples

1

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

┌─────────────────────────────────────────────┐
│                 OPUS (Lead)                  │
│  • Picks issues from priority queue         │
│  • Writes implementation specs              │
│  • Reviews all code (quality + security)    │
│  • Decides auto-merge or hold               │
│  • Runs daily code audits                   │
└──────────┬──────────────┬───────────────────┘
           │              │
     ┌─────▼─────┐ ┌─────▼─────┐
     │  SONNET   │ │  SONNET   │
     │  Worker 1 │ │  Worker 2 │
     │  (impl)   │ │  (impl)   │
     └───────────┘ └───────────┘
           │              │
     ┌─────▼──────────────▼───────────────────┐
     │            GitHub                       │
     │  • CI tests (GitHub Actions)            │
     │  • Claude Code Review (approve/reject)  │
     │  • Auto-merge when all gates pass       │
     └────────────────────────────────────────┘

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with AI-driven quality gates. Supports any language/framework — configure via pipeline.json. --- name: autonomous-dev-pipeline description: | Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with

Full README

name: autonomous-dev-pipeline description: | Autonomous multi-agent software development pipeline with Opus as lead architect and Sonnet workers for implementation. Includes continuous development cycles, auto-merge with quality gates, daily code audits, and GitHub integration. Use when setting up autonomous development on a repository, running dev cycles, performing code audits, or managing a CI/CD pipeline with AI-driven quality gates. Supports any language/framework — configure via pipeline.json.

Autonomous Dev Pipeline

A professional autonomous development pipeline using multi-agent orchestration. Opus leads architecture and review; Sonnet workers implement. Code quality and security are non-negotiable.

Quick Start

  1. Create pipeline.json in your workspace (see references/config.md)
  2. Set up cron jobs using the templates in references/crons.md
  3. The pipeline runs autonomously — you merge PRs (or enable auto-merge)

Architecture

┌─────────────────────────────────────────────┐
│                 OPUS (Lead)                  │
│  • Picks issues from priority queue         │
│  • Writes implementation specs              │
│  • Reviews all code (quality + security)    │
│  • Decides auto-merge or hold               │
│  • Runs daily code audits                   │
└──────────┬──────────────┬───────────────────┘
           │              │
     ┌─────▼─────┐ ┌─────▼─────┐
     │  SONNET   │ │  SONNET   │
     │  Worker 1 │ │  Worker 2 │
     │  (impl)   │ │  (impl)   │
     └───────────┘ └───────────┘
           │              │
     ┌─────▼──────────────▼───────────────────┐
     │            GitHub                       │
     │  • CI tests (GitHub Actions)            │
     │  • Claude Code Review (approve/reject)  │
     │  • Auto-merge when all gates pass       │
     └────────────────────────────────────────┘

Pipeline Components

1. Dev Cycle (every 2 hours)

Picks an issue, writes a spec, spawns a Sonnet worker, reviews the result, creates a PR. See references/dev-cycle.md.

2. Auto-Merge Gates

PRs merge automatically ONLY when ALL gates pass:

  • CI tests pass (GitHub Actions)
  • Claude Code Review approves
  • Opus expert review approves (reads full diff)
  • No unresolved review comments
  • No merge conflicts

If ANY gate fails, PR stays open. See references/auto-merge.md.

3. Daily Code Audit (once per day)

Comprehensive security + quality audit of the entire codebase. Files GitHub issues for every finding. See references/code-audit.md.

4. Heartbeat Integration

During heartbeats, check pipeline health:

  • Any failed dev cycles?
  • Any CI failures on open PRs?
  • Fix broken builds immediately (spawn Sonnet worker) See references/heartbeat.md.

Quality Gates (NON-NEGOTIABLE)

Every piece of code must pass before PR creation:

  1. Builds — project compiles without errors
  2. No unsafe patterns — language-specific (force unwraps in Swift, unsafe in Rust, etc.)
  3. No hardcoded secrets — grep for API keys, tokens, passwords
  4. Input validation — all external input validated
  5. Error handling — no silent failures
  6. Thread safety — proper concurrency patterns
  7. Tests — new code has tests, existing tests pass
  8. Security — no injection, traversal, or data exposure risks

Configuration

All pipeline settings live in pipeline.json. See references/config.md for the full schema.

Self-Improvement Loop

After every correction or failure:

  1. Log the lesson in dev-state.json under lessons
  2. Update pipeline prompts to prevent recurrence
  3. Review lessons at the start of each cycle

Files

| File | Purpose | |------|---------| | pipeline.json | Pipeline configuration (repo, schedule, quality rules) | | dev-state.json | Current state (completed issues, open PRs, lessons) | | scripts/setup-pipeline.sh | Initialize pipeline for a new repo |

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://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/snapshot"
curl -s "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/contract"
curl -s "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/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_REPOSactivepieces

Rank

70

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

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!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d 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://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:55:16.648Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Dmayk",
    "href": "https://github.com/dmayk/autonomous-dev-pipeline",
    "sourceUrl": "https://github.com/dmayk/autonomous-dev-pipeline",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/dmayk-autonomous-dev-pipeline/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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