Crawler Summary

urgent_emailer_assistant answer-first brief

This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as `.eml` files. Urgent Email Assistant This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as .eml files. What It Does 1. Asks for email login details in the CLI. 2. Uses a small CrewAI date interpreter agent with calendar tools to resolve the requested inbox date. 3. Uses a CrewAI agent Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

urgent_emailer_assistant 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

Agent DossierGITHUB REPOSSafety: 66/100

urgent_emailer_assistant

This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as `.eml` files. Urgent Email Assistant This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as .eml files. What It Does 1. Asks for email login details in the CLI. 2. Uses a small CrewAI date interpreter agent with calendar tools to resolve the requested inbox date. 3. Uses a CrewAI agent

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

Jais001

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Unpublished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

Jais001

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

6

Snippets

0

Languages

python

Executable Examples

bash

python -m venv .venv
.\.venv\Scripts\python -m pip install -e .

bash

OPENAI_API_KEY=your_key_here
EMAIL_TRIAGE_MODEL=openai/gpt-4o-mini

bash

# OpenAI
EMAIL_TRIAGE_MODEL=openai/gpt-4o-mini
OPENAI_API_KEY=your_openai_key

# Google Gemini
EMAIL_TRIAGE_MODEL=google/gemini-2.0-flash
GOOGLE_API_KEY=your_google_key

bash

.\.venv\Scripts\python run_email_triage.py "what are the important mails for today" --model google/gemini-2.0-flash --email [email protected]

bash

.\.venv\Scripts\python run_email_triage.py

bash

.\.venv\Scripts\python run_email_triage.py "what are the important mails for today" --email [email protected] --recipient [email protected]

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as `.eml` files. Urgent Email Assistant This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as .eml files. What It Does 1. Asks for email login details in the CLI. 2. Uses a small CrewAI date interpreter agent with calendar tools to resolve the requested inbox date. 3. Uses a CrewAI agent

Full README

Urgent Email Assistant

This CrewAI Flow checks an inbox for a requested date, classifies which messages are truly urgent, drafts a digest, and emails that digest back to the user with the original urgent messages attached as .eml files.

What It Does

  1. Asks for email login details in the CLI.
  2. Uses a small CrewAI date interpreter agent with calendar tools to resolve the requested inbox date.
  3. Uses a CrewAI agent to classify urgent emails conservatively.
  4. Sends a new email digest to the user.
  5. Saves a local markdown copy at output/urgent_email_digest.md.

Urgent means the user likely needs to act today: deadlines, customer escalations, payment/legal/security issues, outages, soon meetings, or direct important requests. Newsletters, promotions, FYI messages, and routine notifications are skipped.

Setup

Install dependencies:

python -m venv .venv
.\.venv\Scripts\python -m pip install -e .

Add your LLM key to .env: Note: user GOOGLE_API_KEY if your model is Gemini

OPENAI_API_KEY=your_key_here
EMAIL_TRIAGE_MODEL=openai/gpt-4o-mini

For Gmail, Outlook, Yahoo, and many work accounts, use an app password rather than your normal password. IMAP and SMTP must be enabled for the mailbox.

Model Selection

The triage model can be changed without editing code. The app checks model settings in this order:

  1. --model
  2. EMAIL_TRIAGE_MODEL
  3. MODEL
  4. OPENAI_MODEL_NAME
  5. openai/gpt-4o-mini

CrewAI uses provider/model strings. Examples:

# OpenAI
EMAIL_TRIAGE_MODEL=openai/gpt-4o-mini
OPENAI_API_KEY=your_openai_key

# Google Gemini
EMAIL_TRIAGE_MODEL=google/gemini-2.0-flash
GOOGLE_API_KEY=your_google_key

You can also choose the model for one run:

.\.venv\Scripts\python run_email_triage.py "what are the important mails for today" --model google/gemini-2.0-flash --email [email protected]

For this use case, prefer a fast, low-cost model that handles structured output reliably. Upgrade to a stronger model if the digest misses nuanced escalation or compliance emails.

Security Guardrails

  • The email password/app password is only stored in memory as a private runtime value.
  • The password is used only for IMAP login and SMTP login.
  • The password is never included in the CrewAI agent prompt. The code checks for this before calling the model.
  • Date interpretation sends only the user's request text to the selected model.
  • Email content, sender, subject, date, and body excerpts are sent to the selected AI model for classification.
  • IMAP is opened in read-only mode, so the app does not change mailbox flags or delete messages while reading.
  • The app has no code path for deleting, archiving, moving, marking spam, or expunging inbox mail.
  • The digest is sent only to the logged-in mailbox by default. Sending to a different address is blocked unless --allow-external-recipient is explicitly passed.
  • Agent output is validated so recommended actions cannot tell the app/user to delete, archive, trash, purge, mark spam, or forward messages.

Run

From this project directory:

.\.venv\Scripts\python run_email_triage.py

Or pass the request and known settings:

.\.venv\Scripts\python run_email_triage.py "what are the important mails for today" --email [email protected] --recipient [email protected]

Scan a specific date with a deterministic CLI override:

.\.venv\Scripts\python run_email_triage.py "important emails" --date 2026-06-19 --email [email protected]

Free-form date language in the prompt is resolved by a CrewAI date interpreter agent with calendar tools:

.\.venv\Scripts\python run_email_triage.py "what are the important mails for 22 May 2026" --email [email protected]

Other examples the date agent can handle:

.\.venv\Scripts\python run_email_triage.py "show urgent mail from last Friday" --email [email protected]
.\.venv\Scripts\python run_email_triage.py "what important emails came in yesterday morning" --email [email protected]
.\.venv\Scripts\python run_email_triage.py "important inbox items from May 22" --email [email protected]

If your provider is not auto-detected, pass hosts explicitly:

.\.venv\Scripts\python run_email_triage.py "what are the important mails for today" --email [email protected] --imap-host imap.example.com --smtp-host smtp.example.com

If inbox fetching feels slow, reduce the message cap or timeout:

.\.venv\Scripts\python run_email_triage.py "what are the important mails for 22 May 2026" --email [email protected] --max-messages 50 --imap-timeout 20

You can also run the module directly:

.\.venv\Scripts\python -m urgent_email_assistant.main "what are the important mails for today"

Notes

  • The app only sends the digest after it successfully logs in, fetches messages, and classifies them.
  • Original urgent emails are attached to the digest as .eml files.
  • The password prompt is hidden. Avoid using --password except for local testing.
  • Use --date YYYY-MM-DD when you want to bypass LLM date interpretation.
  • Inbox fetch prints progress and defaults to a 30-second IMAP timeout plus a 100-message cap for the selected date.
  • If you use --allow-external-recipient, review the recipient carefully because urgent emails may contain sensitive information.
  • The active implementation is in src/urgent_email_assistant/main.py.

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-jais001-urgent-emailer-assistant/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/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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Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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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-jais001-urgent-emailer-assistant/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T20:59:30.643Z"
    }
  },
  "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": "Jais001",
    "href": "https://github.com/jais001/urgent_emailer_assistant",
    "sourceUrl": "https://github.com/jais001/urgent_emailer_assistant",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:05:25.187Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:05:25.187Z",
    "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-jais001-urgent-emailer-assistant/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-jais001-urgent-emailer-assistant/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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