How should moltpulse be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

moltpulse answer-first brief

Generate industry intelligence reports with MoltPulse. Run when user says "generate report", "daily brief", "weekly digest", "industry analysis", "market intelligence", or "moltpulse run". --- name: moltpulse description: Generate industry intelligence reports with MoltPulse. Run when user says "generate report", "daily brief", "weekly digest", "industry analysis", "market intelligence", or "moltpulse run". homepage: https://github.com/moltpulse/moltpulse user-invocable: true allowed-tools: Bash, Read metadata: {"openclaw":{"emoji":"📊","requires":{"bins":["moltpulse"]},"primaryEnv":"ALPHA_VANTAGE_API_ Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

moltpulse 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 100/100

moltpulse

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

Moltpulse

Artifacts

Benchmarks

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Unpublished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 2/24/2026.

View Source Homepage

Setup snapshot

git clone https://github.com/gregce/moltpulse.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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

Moltpulse

profilemedium

Observed Feb 24, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 24, 2026Source link Provenance

Auth modes

api_key

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

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

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

# Generate daily brief for advertising industry
moltpulse run --domain=advertising --profile=ricki daily

# Generate weekly digest with deep collection
moltpulse run --domain=advertising --profile=ricki --deep weekly

# Generate fundraising outlook
moltpulse run --domain=advertising --profile=ricki fundraising

bash

moltpulse run --domain=DOMAIN --profile=PROFILE REPORT_TYPE [options]

bash

# List all configuration
moltpulse config list

# Set an API key
moltpulse config set ALPHA_VANTAGE_API_KEY your_key

# Get a specific value
moltpulse config get ALPHA_VANTAGE_API_KEY

# Test API key validity
moltpulse config test ALPHA_VANTAGE_API_KEY

bash

# List available domains
moltpulse domain list

# Show domain details
moltpulse domain show advertising

# Create new domain
moltpulse domain create healthcare --display-name "Healthcare Intelligence"

# Add entities
moltpulse domain update healthcare --add-entity "hospital_systems:HCA:HCA Healthcare"

bash

# List profiles in a domain
moltpulse profile list advertising

# Show profile details
moltpulse profile show advertising ricki

# Create new profile
moltpulse profile create advertising sarah \
  --thought-leader "Seth Godin:ThisIsSethsBlog:1" \
  --publications "Ad Age,AdWeek" \
  --delivery-channel email \
  --delivery-email "sarah@example.com"

bash

# List available cron templates
moltpulse cron list

# Show template details
moltpulse cron show daily-brief

# Install cron jobs to OpenClaw
moltpulse cron install --all

# Install specific job
moltpulse cron install daily-brief

# Preview without installing
moltpulse cron install --all --dry-run

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: moltpulse description: Generate industry intelligence reports with MoltPulse. Run when user says "generate report", "daily brief", "weekly digest", "industry analysis", "market intelligence", or "moltpulse run". homepage: https://github.com/moltpulse/moltpulse user-invocable: true allowed-tools: Bash, Read metadata: {"openclaw":{"emoji":"📊","requires":{"bins":["moltpulse"]},"primaryEnv":"ALPHA_VANTAGE_API_KEY","install":[{"id":"uv","kind":"uv","package":"moltpulse","bins":["moltpulse"],"label":"Install MoltPulse (uv)"}]}}

MoltPulse - Industry Intelligence Framework

Generate daily, weekly, and specialized reports for monitored industries. MoltPulse collects data from financial APIs, news sources, RSS feeds, and social media, then generates formatted intelligence reports.

Quick Start

# Generate daily brief for advertising industry
moltpulse run --domain=advertising --profile=ricki daily

# Generate weekly digest with deep collection
moltpulse run --domain=advertising --profile=ricki --deep weekly

# Generate fundraising outlook
moltpulse run --domain=advertising --profile=ricki fundraising

Commands

Report Generation

moltpulse run --domain=DOMAIN --profile=PROFILE REPORT_TYPE [options]

Report Types:

daily - Compact morning brief (stock performance, top 5 news, thought leader highlights)
weekly - Comprehensive weekly analysis (15 news items, trends, M&A activity)
fundraising - Nonprofit-focused outlook (timing recommendations, 6-month/1-year/3-year outlook)

Options:

--quick - Fast, shallow collection
--deep - Thorough, comprehensive collection
--deliver - Send via profile's delivery settings
--no-deliver - Output to stdout only (for OpenClaw orchestration)
--output FORMAT - Format: compact, json, markdown, full
--dry-run - Show configuration without running

Configuration Management

# List all configuration
moltpulse config list

# Set an API key
moltpulse config set ALPHA_VANTAGE_API_KEY your_key

# Get a specific value
moltpulse config get ALPHA_VANTAGE_API_KEY

# Test API key validity
moltpulse config test ALPHA_VANTAGE_API_KEY

Domain Management

# List available domains
moltpulse domain list

# Show domain details
moltpulse domain show advertising

# Create new domain
moltpulse domain create healthcare --display-name "Healthcare Intelligence"

# Add entities
moltpulse domain update healthcare --add-entity "hospital_systems:HCA:HCA Healthcare"

Profile Management

# List profiles in a domain
moltpulse profile list advertising

# Show profile details
moltpulse profile show advertising ricki

# Create new profile
moltpulse profile create advertising sarah \
  --thought-leader "Seth Godin:ThisIsSethsBlog:1" \
  --publications "Ad Age,AdWeek" \
  --delivery-channel email \
  --delivery-email "sarah@example.com"

Cron Integration (OpenClaw)

# List available cron templates
moltpulse cron list

# Show template details
moltpulse cron show daily-brief

# Install cron jobs to OpenClaw
moltpulse cron install --all

# Install specific job
moltpulse cron install daily-brief

# Preview without installing
moltpulse cron install --all --dry-run

OpenClaw Orchestration

When running under OpenClaw orchestration, use --no-deliver so OpenClaw handles delivery:

# OpenClaw runs this and delivers output to configured channel
moltpulse run --domain=advertising --profile=ricki --output=markdown --no-deliver daily

Bundled Cron Templates

| Template | Schedule | Description | |----------|----------|-------------| | daily-brief | Weekdays 7am PT | Morning intelligence brief | | weekly-digest | Mondays 8am PT | Comprehensive weekly analysis | | fundraising-outlook | 1st of month 9am PT | Monthly fundraising outlook |

Available Domains

Run moltpulse domain list to see configured domains.

Current domains:

advertising - Advertising industry monitoring (holding companies, agencies, M&A)

Delivery Channels

Reports can be delivered via:

console - Print to terminal (default)
file - Save to local file
email - Send via SMTP

Configure delivery in profile YAML or via CLI:

moltpulse profile update advertising ricki \
  --set-delivery-channel email \
  --set-delivery-email "user@example.com"

API Keys Required

Configure in ~/.config/moltpulse/.env or via moltpulse config set:

| Key | Purpose | |-----|---------| | ALPHA_VANTAGE_API_KEY | Stock data (required) | | NEWSDATA_API_KEY | News aggregation (required) | | XAI_API_KEY | X/Twitter search (optional) |

Examples

Morning Brief Workflow

# Check what will be collected
moltpulse run --domain=advertising --profile=ricki --dry-run daily

# Generate and deliver
moltpulse run --domain=advertising --profile=ricki --deliver daily

Setup New Industry Domain

# Create domain
moltpulse domain create fintech --display-name "Fintech Intelligence"

# Add entities
moltpulse domain update fintech \
  --add-entity "banks:JPM:JPMorgan Chase" \
  --add-entity "banks:BAC:Bank of America"

# Create profile
moltpulse profile create fintech analyst1 \
  --thought-leader "Cathie Wood:CathieDWood:1" \
  --publications "Bloomberg,WSJ"

# Generate report
moltpulse run --domain=fintech --profile=analyst1 daily

Output Formats

# Compact (default) - brief summary
moltpulse run --domain=advertising --profile=ricki daily

# Markdown - formatted for reading
moltpulse run --domain=advertising --profile=ricki --output=markdown daily

# JSON - for programmatic use
moltpulse run --domain=advertising --profile=ricki --output=json daily

# Full - all collected data
moltpulse run --domain=advertising --profile=ricki --output=full daily

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

api_key

Streaming

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/gregce-moltpulse/snapshot"

curl -s "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract"

curl -s "https://xpersona.co/api/v1/agents/gregce-moltpulse/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

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

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

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

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/gregce/moltpulse#input",
  "outputSchemaRef": "https://github.com/gregce/moltpulse#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:10.254Z",
  "sourceUpdatedAt": "2026-02-24T19:44:10.254Z",
  "freshnessSeconds": 4427704
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/gregce-moltpulse/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/gregce-moltpulse/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/gregce-moltpulse/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:39:14.872Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:be|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:44:10.254Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:10.254Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/gregce/moltpulse#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:10.254Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Moltpulse",
    "href": "https://github.com/moltpulse/moltpulse",
    "sourceUrl": "https://github.com/moltpulse/moltpulse",
    "sourceType": "profile",
    "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/gregce-moltpulse/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gregce-moltpulse/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
  }
]