Crawler Summary

pipeline answer-first brief

Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. --- name: pipeline description: > Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. user-invocable: Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

pipeline is best for follow, be, define 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

pipeline

Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. --- name: pipeline description: > Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. user-invocable:

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Obsolete Robot

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 2/25/2026.

Setup snapshot

git clone https://github.com/Obsolete-Robot/openclaw-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

Obsolete Robot

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

{baseDir}/scripts/pipeline.sh init <name>

bash

{baseDir}/scripts/pipeline.sh config <name> REPO "<value>"

bash

{baseDir}/scripts/pipeline.sh config <name> GUILD_ID "<value>"

bash

# Use the message tool: message action=channel-list

bash

{baseDir}/scripts/pipeline.sh config <name> FORUM_CHANNEL "<id>"
{baseDir}/scripts/pipeline.sh config <name> PR_REVIEW_CHANNEL "<id>"
{baseDir}/scripts/pipeline.sh config <name> PRODUCTION_CHANNEL "<id>"

bash

{baseDir}/scripts/pipeline.sh create-webhooks <name>

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. --- name: pipeline description: > Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. user-invocable:

Full README

name: pipeline description: > Issue-to-PR pipeline orchestrator. Use when the user wants to create issues, assign work, review PRs, or manage a development workflow. Triggers on "pipeline", "/issue", "new issue", "new bug", "log a bug", "log an issue", "assign issue", "pr ready", "approve pr", "reject pr", "pipeline status", "pipeline setup", "pipeline init". Also handles /pipeline slash command. user-invocable: true

Pipeline — Issue→PR Orchestrator

State machine for the full issue→PR lifecycle. Work happens in Discord forum threads — visible, interactive, and directly accessible to humans.

Script: {baseDir}/scripts/pipeline.sh Projects: {baseDir}/projects/<name>.conf

How It Works

The pipeline is a notification router, not a session manager. It posts @mentions via webhook to Discord threads, and the agent session listening in those threads picks up the work.

| Step | What happens | |------|-------------| | new | Creates GitHub issue + Discord forum thread | | assign | Posts issue details + repo context pointers to thread via webhook (@mentions worker) | | pr-ready | @mentions orchestrator in thread for review (or spawns review session as fallback) | | approve | Merges PR, deploys, posts to #production, archives thread | | reject | Posts feedback to thread (@mentions worker to fix) | | close | Closes issue, notifies #pr-reviews + #production, archives thread |

Key principle: The agent works directly in the thread. No hidden sessions, no spawned workers. Humans can follow along and intervene at any point.

Worker Onboarding Context

Worker bots are pointed at repo-level context files when assigned an issue:

  • .github/PIPELINE.md — project overview, coding standards, deploy process, gotchas
  • CLAUDE.md / AGENTS.md — AI-specific coding guidelines
  • CONTRIBUTING.md — contribution conventions

A template for .github/PIPELINE.md is at {baseDir}/templates/PIPELINE.md. Copy it to your repo and customize it. This ensures any worker bot — even one with no prior knowledge of the project — knows the rules.

Orchestrator-Routed PR Review

When ORCHESTRATOR_ID is set in config, pr-ready @mentions the orchestrator bot in the thread instead of spawning a review session directly. This means:

  • Worker bots don't need the review skill — they just call pr-ready
  • The orchestrator runs the review (via pr-review skill or sub-agent)
  • Everything happens in-thread — visible and auditable
  • Fallback: If ORCHESTRATOR_ID is not set, falls back to spawning a review session directly (legacy behavior)

Handling Review Requests (Orchestrator Behavior)

If you are @mentioned in a pipeline forum thread with a message containing "review PR #" or "Review requested: PR #" (typically from a webhook named "Pipeline"):

  1. Extract the PR number, issue number, and repo from the message.
  2. Clone or fetch the repo and read .github/PIPELINE.md — it contains the full reviewer playbook including project-specific review criteria.
  3. Follow the reviewer instructions in that file (fetch diff, review, post to GitHub, run pipeline approve/reject).
  4. If .github/PIPELINE.md doesn't exist, review the PR using general best practices and post your findings in the thread.

This is agent-agnostic: any bot with repo access and this skill can be the orchestrator. The repo's .github/PIPELINE.md is the single source of truth for how to review.

Slash Command Parsing

/pipeline <command> [project] [args...]

Map user input to shell commands:

| User says | Run | |-----------|-----| | /pipeline projects | pipeline projects | | /pipeline init myapp | pipeline init myapp | | /pipeline setup myapp | pipeline setup myapp | | /pipeline new myapp bug: login broken | pipeline -p myapp new "bug: login broken" | | /pipeline status myapp | pipeline -p myapp list open | | /pipeline status myapp 42 | pipeline -p myapp status 42 | | /pipeline assign myapp 42 | pipeline -p myapp assign 42 | | /pipeline pr-ready myapp 42 87 | pipeline -p myapp pr-ready 42 --pr 87 | | /pipeline approve myapp 42 | pipeline -p myapp approve 42 | | /pipeline reject myapp 42 reason | pipeline -p myapp reject 42 "reason" | | /pipeline workers myapp | pipeline -p myapp workers | | /pipeline takeabreak myapp @Geordi | pipeline -p myapp pause <id> | | /pipeline backtowork myapp @Geordi | pipeline -p myapp unpause <id> |

Natural language works too:

  • "log a bug for myapp: panel doesn't resize" → pipeline -p myapp new "bug: panel doesn't resize"
  • "what's open on myapp" → pipeline -p myapp list open

Interactive Setup Wizard

When a user says /pipeline setup <name> (or "set up a project", "add a project"), guide them through setup conversationally. Use the inbound message metadata to auto-detect what you can.

Step 1: Init

{baseDir}/scripts/pipeline.sh init <name>

Skip if project already exists.

Step 2: GitHub Repo

Ask: "What GitHub repo? (org/repo format)"

{baseDir}/scripts/pipeline.sh config <name> REPO "<value>"

Validate with gh repo view <value> — if access fails, ask about tokens.

Step 3: Guild ID

Auto-detect from inbound message context if available (look for chat_id containing a guild). Otherwise ask. The guild ID from the current Discord server is usually correct.

{baseDir}/scripts/pipeline.sh config <name> GUILD_ID "<value>"

Step 4: Channels

Ask which channels to use. Need at minimum:

  • Forum channel (for issue threads) — FORUM_CHANNEL
  • PR review channelPR_REVIEW_CHANNEL
  • Production channel (optional) — PRODUCTION_CHANNEL

List available channels to help the user pick:

# Use the message tool: message action=channel-list

Set each:

{baseDir}/scripts/pipeline.sh config <name> FORUM_CHANNEL "<id>"
{baseDir}/scripts/pipeline.sh config <name> PR_REVIEW_CHANNEL "<id>"
{baseDir}/scripts/pipeline.sh config <name> PRODUCTION_CHANNEL "<id>"

Step 5: Webhooks

Create automatically — no user input needed:

{baseDir}/scripts/pipeline.sh create-webhooks <name>

Step 6: Forum Tags

Auto-detect from the forum channel:

{baseDir}/scripts/pipeline.sh fetch-tags <name>

This auto-maps tags named "bug", "feature", "resolved" etc.

Step 7: GitHub Token (if needed)

If gh repo view failed, ask for the token file path:

{baseDir}/scripts/pipeline.sh config <name> 'export GH_TOKEN' '$(cat "/path/to/token" 2>/dev/null)'

Step 8: Validate

{baseDir}/scripts/pipeline.sh setup <name>

Show results. If all green, tell the user they're ready.

Shortcut

If the user provides everything at once ("set up pipeline for Obsolete-Robot/myapp using forum channel X, review channel Y"), skip the Q&A and just run all the commands in sequence.

Workflow Commands

All require -p <project>:

pipeline -p <proj> new "type: description"     # Create issue + forum thread
pipeline -p <proj> new "bug: x" --no-auto-merge # Same but requires manual merge
pipeline -p <proj> assign <num>                # Post to thread (@mention agent)
pipeline -p <proj> pr-ready <num> --pr <pr>    # Post review request to thread
pipeline -p <proj> approve <num>               # Merge + deploy + close + archive
pipeline -p <proj> reject <num> "reason"       # Post feedback to thread
pipeline -p <proj> close <num> "reason"        # Close + notify channels + archive
pipeline -p <proj> status [num]                # Show issue state
pipeline -p <proj> list [open|all]             # List issues

Per-Project Deploy Config

Projects can define deploy steps in their .conf:

# Deploy steps (run after merge)
DEPLOY_STEPS='cd /srv/myapp && git pull && docker-compose restart'

# Post-deploy reminders
DEPLOY_POST_NOTES="Remember to clear CDN cache after deploy."

When approve merges a PR and DEPLOY_STEPS is defined, the pipeline:

  1. Runs the deploy commands
  2. Posts success/failure to #production via webhook

Admin Commands (no -p needed)

pipeline projects                    # List all configured projects
pipeline init <name>                 # Scaffold new project
pipeline setup <name>               # Validate setup
pipeline config <name> KEY value    # Set a config value
pipeline config-show <name>         # Show current config
pipeline create-webhooks <name>     # Auto-create Discord webhooks
pipeline fetch-tags <name>          # Auto-detect forum tags

Worker Pool

Multiple bots can share the workload. Set WORKER_BOT_IDS in the project config (space-separated Discord user IDs):

pipeline config myapp WORKER_BOT_IDS "1467918736836268035 1234567890 9876543210"

On assign, the pipeline auto-selects the worker with the fewest active issues (oldest idle as tiebreaker). Each issue tracks which worker was assigned, so all subsequent @mentions (approve, reject, feedback) go to the right bot.

Check pool status:

/pipeline workers myapp

Falls back to DEFAULT_WORKER_ID if WORKER_BOT_IDS is empty (single-bot mode).

Issue Types

Prefix description: bug:, feature:, task:

Dependencies

gh, jq, node, curl, Discord bot token at ~/.config/discord/bot-token

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/obsolete-robot-openclaw-pipeline/snapshot"
curl -s "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/contract"
curl -s "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-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/obsolete-robot-openclaw-pipeline/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-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": "2026-04-16T23:41:42.599Z"
    }
  },
  "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": "follow",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "be",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "define",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "share",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:follow|supported|profile capability:be|supported|profile capability:define|supported|profile capability:share|supported|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": "Obsolete Robot",
    "href": "https://github.com/Obsolete-Robot/openclaw-pipeline",
    "sourceUrl": "https://github.com/Obsolete-Robot/openclaw-pipeline",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:17.152Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:17.152Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-pipeline/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/obsolete-robot-openclaw-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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