Crawler Summary

automation-discovery answer-first brief

Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- name: automation-discovery description: Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- automation-discovery Scan the current workspace and propose **personalized automation groups** that *emerge from the user’s actual work*. This skill is int Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

automation-discovery is best for the, output 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

automation-discovery

Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- name: automation-discovery description: Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- automation-discovery Scan the current workspace and propose **personalized automation groups** that *emerge from the user’s actual work*. This skill is int

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

Noble Shiva

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Unpublished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/Noble-Shiva/automation-discovery.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

Noble Shiva

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

3

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

python3 skills/automation-discovery/scripts/scan-workspace.py \
  --workspace /home/virus/.openclaw/workspace --pretty

bash

python3 skills/automation-discovery/scripts/scan-workspace.py --workspace /home/virus/.openclaw/workspace \
  | python3 skills/automation-discovery/scripts/cluster-themes.py --stdin --pretty

text

🔍 Competitor Intelligence
  □ Competitor Watch: MyClaw, Team9, Antfarm [Enable?]

📦 Product Development
  □ open-claw-ai: Spec review reminder [Enable?]
  □ mission-control: Template status check [Enable?]

📊 Trading & Markets
  □ Market hours alert [Enable?]

🔋 System & Maintenance
  ✓ Battery Monitor — Already active
  □ Daily Briefing [Enable?]
  □ Memory Curator [Enable?]

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- name: automation-discovery description: Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission. --- automation-discovery Scan the current workspace and propose **personalized automation groups** that *emerge from the user’s actual work*. This skill is int

Full README

name: automation-discovery description: Scan this OpenClaw workspace (memory, projects, heartbeats) and propose personalized automations. Groups are emergent (discovered from workspace themes) and automations are only enabled with explicit user permission.

automation-discovery

Scan the current workspace and propose personalized automation groups that emerge from the user’s actual work.

This skill is intentionally conservative:

  • Detect, don’t assume (recommend based on what’s actually present)
  • User control (always ask before enabling anything)
  • Idempotent (re-running should recognize what’s already configured)

Workflow

1) Scan (read-only)

Produce JSON findings + themes:

python3 skills/automation-discovery/scripts/scan-workspace.py \
  --workspace /home/virus/.openclaw/workspace --pretty

Scanner output includes:

  • memory inventory + lightweight keyword hits
  • project folder inventory
  • HEARTBEAT.md presence + detected checks
  • themes[] (recurring keywords/items buckets)

2) Cluster themes into emergent groups

Convert scan output into 3–6 natural groups:

python3 skills/automation-discovery/scripts/scan-workspace.py --workspace /home/virus/.openclaw/workspace \
  | python3 skills/automation-discovery/scripts/cluster-themes.py --stdin --pretty

Notes:

  • System & Maintenance is the only universal group (always present).

3) Generate recommendations (by group)

Use references/detection-rules.md to map groups/signals → suggested automations.

Presentation rules:

  • Use □ for not enabled; ✓ for already active.
  • Keep it short by default (progressive disclosure). Add rationale only if asked.

Example format (dynamic groups):

🔍 Competitor Intelligence
  □ Competitor Watch: MyClaw, Team9, Antfarm [Enable?]

📦 Product Development
  □ open-claw-ai: Spec review reminder [Enable?]
  □ mission-control: Template status check [Enable?]

📊 Trading & Markets
  □ Market hours alert [Enable?]

🔋 System & Maintenance
  ✓ Battery Monitor — Already active
  □ Daily Briefing [Enable?]
  □ Memory Curator [Enable?]

4) Ask permission

Before enabling anything, ask explicit confirmation per automation:

  • “Enable Daily Briefing at 09:00 every day? (yes/no)”
  • “Enable Competitor Watch 2x/week? (yes/no)”

5) Configure automations

Use templates in references/automation-templates.md.

Cron-based automations

  • Use the cron tool with action="add".
  • Ensure idempotence (stable id / unique name) and do not duplicate.

Heartbeat-based automations

  • Update /home/virus/.openclaw/workspace/HEARTBEAT.md.
  • Add checks under ## automation-discovery.
  • If a check already exists, do not add it again.

Files

  • Scanner: scripts/scan-workspace.py
  • Theme clusterer: scripts/cluster-themes.py
  • Detection rules: references/detection-rules.md
  • Setup templates: references/automation-templates.md

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://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/contract"
curl -s "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/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 ReposUpdated 6mo agoRank 70

activepieces

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

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

AionUi

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!

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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/noble-shiva-automation-discovery/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T14:23:47.286Z"
    }
  },
  "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": "the",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "output",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:the|supported|profile capability:output|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": "Noble Shiva",
    "href": "https://github.com/Noble-Shiva/automation-discovery",
    "sourceUrl": "https://github.com/Noble-Shiva/automation-discovery",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:32.062Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:32.062Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/noble-shiva-automation-discovery/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
  }
]

Sponsored

Ads related to automation-discovery and adjacent AI workflows.