Xpersona

Crawler Summary

email-intelligence answer-first brief

Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP. --- name: email-intelligence description: "Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP." --- Email Intelligence Analyze your email inbox health using creative weather metaphors, intelligent classificatio Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Freshness

Last checked 3/1/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

email-intelligence is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 89/100

email-intelligence

Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP. --- name: email-intelligence description: "Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP." --- Email Intelligence Analyze your email inbox health using creative weather metaphors, intelligent classificatio

OpenClawself-declared

Public facts

6

Change events

1

Artifacts

0

Freshness

Mar 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Mar 1, 2026

Vendor

Pfrederiksen

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Unpublished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

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

View Source

Setup snapshot

git clone https://github.com/pfrederiksen/email-intelligence.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

Pfrederiksen

profilemedium
Observed Mar 1, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 2026Source linkProvenance

Auth modes

api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
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

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

2

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

# Basic analysis (last 7 days)
python3 scripts/email_classify.py

# Extended analysis (last 14 days)
python3 scripts/email_classify.py --days 14

# JSON output for integration
python3 scripts/email_classify.py --format json

json

{
  "weather": {
    "level": "breeze",
    "emoji": "🍃", 
    "description": "Light Breeze - A few emails need attention...",
    "humanCount": 4
  },
  "categories": {
    "automated": 15,
    "newsletter": 8,
    "notification": 12,
    "human": 4
  },
  "debtScore": 18,
  "ghostReport": [...],
  "signalNoiseRatio": {
    "ratio": 0.103,
    "percentage": "10%"
  },
  "timeCost": {
    "minutes": 18,
    "formatted": "18 minutes"
  }
}

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP. --- name: email-intelligence description: "Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP." --- Email Intelligence Analyze your email inbox health using creative weather metaphors, intelligent classificatio

Full README

name: email-intelligence description: "Analyze email inbox health with weather metaphors, spam/signal classification, email debt scoring, and ghost detection. Use when user asks about inbox status, email overwhelm, who they're ghosting, or email time cost. Requires himalaya CLI configured with IMAP."

Email Intelligence

Analyze your email inbox health using creative weather metaphors, intelligent classification, debt scoring, and ghost detection. Transform overwhelming inbox analysis into clear, actionable insights.

When to Use

Use this skill when the user asks about:

  • Inbox status or health
  • Email overwhelm or management
  • Who they're "ghosting" (ignoring responses to)
  • Time cost of processing their inbox
  • Signal vs noise in their email
  • Email debt or backlog

Requirements

  • himalaya CLI configured with IMAP access
  • Python 3.6+
  • The configured email account should have standard folder names (INBOX, Archive)

Quick Usage

# Basic analysis (last 7 days)
python3 scripts/email_classify.py

# Extended analysis (last 14 days)
python3 scripts/email_classify.py --days 14

# JSON output for integration
python3 scripts/email_classify.py --format json

Weather System

The inbox "weather" is determined by the number of human emails in your INBOX that need responses:

  • 🌊 Calm Seas (0-2): Inbox is peaceful and manageable
  • 🍃 Light Breeze (3-5): A few emails need attention, nothing urgent
  • 🌬️ Choppy Waters (6-10): Multiple emails require responses
  • ⛵ Small Craft Advisory (11-20): Many people waiting for replies
  • ⛈️ Storm Warning (21+): Inbox is overwhelming, needs immediate attention

Email Classification

Emails are automatically classified into four categories:

🤖 Automated

  • Sender contains: noreply, no-reply, donotreply, notifications@, alerts@
  • Subject contains: unsubscribe, automatic, auto-generated
  • Time cost: 0 minutes (can be safely ignored)

📰 Newsletter

  • From domains: substack.com, email., marketing., updates@
  • Subject contains: newsletter, digest, weekly, monthly, roundup
  • Time cost: 1 minute each (skim or archive)

🔔 Notification

  • From services: github, slack, jira, linear, aws, google, microsoft, etc.
  • Time cost: 30 seconds each (quick action/acknowledgment)

👥 Human

  • Everything else (actual people writing)
  • Time cost: 3 minutes each (requires thoughtful response)

Metrics Explained

Email Debt Score (0-100)

Calculated based on unseen human emails in your INBOX, weighted by age:

  • < 1 day old: 1 point each
  • 1-3 days old: 3 points each
  • 3-7 days old: 5 points each
  • 7+ days old: 10 points each

Score meanings:

  • 0-30: 🟢 Great job! Inbox under control
  • 31-60: 🟡 Getting busy. Consider tackling some replies
  • 61-100: 🔴 High debt! Many emails waiting for responses

Signal-to-Noise Ratio

Percentage of emails that are from humans (signal) vs automated/newsletter/notification (noise).

Higher ratio = more meaningful email, less spam/clutter.

Ghost Report

Shows up to 5 people you're "ghosting" (human emails you haven't read), sorted by how long they've been waiting. Helps prioritize who needs responses most urgently.

Time Investment

Estimates how much time you'll need to process your current inbox based on email types and their typical processing times.

Output Formats

Text Format (Default)

Human-readable report with weather, debt score, signal/noise analysis, ghost report, and time estimates. Perfect for quick status updates or daily reviews.

JSON Format

Structured data for integration with other tools, APIs, or dashboards:

{
  "weather": {
    "level": "breeze",
    "emoji": "🍃", 
    "description": "Light Breeze - A few emails need attention...",
    "humanCount": 4
  },
  "categories": {
    "automated": 15,
    "newsletter": 8,
    "notification": 12,
    "human": 4
  },
  "debtScore": 18,
  "ghostReport": [...],
  "signalNoiseRatio": {
    "ratio": 0.103,
    "percentage": "10%"
  },
  "timeCost": {
    "minutes": 18,
    "formatted": "18 minutes"
  }
}

Integration Tips

Dashboard Integration

The JSON output is designed for easy integration into dashboards or status displays. The weather metaphor makes it intuitive for users to understand their inbox state at a glance.

Automation

Run periodically (via cron) to track inbox health trends over time. The debt score is particularly useful for identifying when inbox maintenance is needed.

Alerts

Set up alerts when:

  • Weather reaches "Storm Warning" level
  • Debt score exceeds 60
  • Ghost report shows people waiting >5 days

Troubleshooting

No emails found

  • Verify himalaya CLI is configured: himalaya envelope list -f INBOX --page-size 1
  • Check folder names match your email provider (some use "Inbox" vs "INBOX")

Classification seems wrong

The classification uses heuristics based on sender patterns and subject lines. You can modify the patterns in the script for your specific needs.

Slow performance

  • Reduce the --days parameter to analyze fewer emails
  • The script fetches up to 200 emails from Archive - adjust page_size in the code if needed

Philosophy

Email Intelligence treats your inbox as a living system with its own weather patterns and health metrics. Rather than just counting unread emails, it helps you understand:

  • What actually needs your attention (humans vs bots)
  • How "behind" you are (debt score)
  • Who you might be accidentally ignoring (ghost report)
  • How much time you're really looking at (time cost)

The weather metaphor makes inbox status intuitive and actionable - you know to "batten down the hatches" when a storm is brewing, but you can relax when the seas are calm.

Use this skill to transform inbox anxiety into clear, prioritized action plans.

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

api_key

Streaming

No

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/snapshot"
curl -s "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract"
curl -s "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/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

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

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Traction

No public download signal

Freshness

Updated 2d ago

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Traction

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Freshness

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Rank

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Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

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Traction

No public download signal

Freshness

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OPENCLAW
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Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/pfrederiksen/email-intelligence#input",
  "outputSchemaRef": "https://github.com/pfrederiksen/email-intelligence#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:41:46.555Z",
  "sourceUpdatedAt": "2026-02-24T19:41:46.555Z",
  "freshnessSeconds": 4428707
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:53:33.622Z"
    }
  },
  "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": "be",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "modify",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "relax",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:be|supported|profile capability:modify|supported|profile capability:relax|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": "Pfrederiksen",
    "href": "https://github.com/pfrederiksen/email-intelligence",
    "sourceUrl": "https://github.com/pfrederiksen/email-intelligence",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:02:37.572Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:41:46.555Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:46.555Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/pfrederiksen/email-intelligence#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:46.555Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/pfrederiksen-email-intelligence/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 email-intelligence and adjacent AI workflows.