⚠️Install with caution. This skill has very few installs. Always review the source and verify it on clawhub.ai before installing. Community-built skills run with agent permissions — only install ones you trust.

📱 Social Media

Macrocosmosv1.0.4

Name: Macrocosmos
Author: Arrmlet

social-data

Arrmlet

Fetch real-time social media data from X (Twitter) and Reddit by keyword, username, date range, and filters with engagement metrics via Macrocosmos SN13 API.

redditsocial-mediatwitter

Download Package View on ClawHub

Installs (all time)

Installs (current)

Downloads

1.2K

Stars

CreatedFeb 16, 2026

UpdatedFeb 25, 2026

Install & Quick Start

Install via ClawdBot CLI:

clawdbot install Arrmlet/social-data

Skill Package1 files

📋SKILL.mdmarkdown

Failed to load file.

Quality Score

B56/100

Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.

Market Validation5/35

· 114 downloads (low demand)
· No tracked installs (may still have real users via manual install)
· 1 stars

Documentation20/25

· SKILL.md present
· Detailed documentation (≥3000 chars)
· Contains usage examples or trigger description
· Detailed summary

Package Completeness6/15

Security Analysis

💙 Low Risk

UNKNOWN_DATA_SINKhigh

Sends data to undocumented external endpoint (potential exfiltration)

POST → https://constellation.api.cloud.macrocosmos.ai/sn13.v1.Sn13Service/OnDemandData

UNDOCUMENTED_EXTERNALlow

Calls external URL not in known-safe list

https://github.com/macrocosm-os/macrocosmos-mcp

AI Analysis

The skill sends user queries to a documented external API endpoint for social media data retrieval, which is consistent with its stated purpose. While the endpoint is not on a known-safe list, there's no evidence of credential harvesting, hidden instructions, or obfuscation. The primary risk is data being sent to a third-party service, but this is explicitly disclosed.

Audited Apr 17, 2026 · audit v1.0

💡

Usage Guide

Generated Feb 23, 2026

Marketing AnalystsData ScientistsSocial Media Managersbeginner

💡 Application Scenarios

Brand Monitoring and Sentiment AnalysisMarketing and Public Relations

Marketing teams can track mentions of their brand, products, or competitors on X and Reddit in real-time. This enables quick response to customer feedback, identification of trending topics, and measurement of campaign effectiveness through engagement metrics like likes, retweets, and views.

Market Research and Trend ForecastingResearch and Consulting

Analysts can gather social media data by keywords or subreddits to identify emerging trends, consumer preferences, and market shifts. This supports data-driven decisions for product development, content strategy, and investment opportunities, especially in fast-moving sectors like technology or finance.

Influencer and Community EngagementSocial Media Management

Agencies can monitor specific usernames on X to track influencer activity, measure audience engagement, and assess partnership potential. For Reddit, they can analyze discussions in subreddits to understand community sentiment and tailor outreach efforts for better engagement.

Crisis Detection and ManagementRisk Management and Compliance

Organizations can set up keyword alerts for negative mentions or emerging issues on social platforms. By filtering data with date ranges and engagement metrics, they can quickly detect potential crises, assess their impact, and coordinate timely responses to mitigate reputational damage.

Content Curation and News AggregationMedia and Publishing

Media companies or content creators can fetch posts from specific users or keywords to curate relevant news, memes, or discussions. This helps in building automated feeds, generating insights for articles, or creating summaries for audiences interested in niche topics like AI or cryptocurrencies.

💼 Business Models

API-as-a-Service SubscriptionRecurring subscription fees

Offer tiered subscription plans based on API call volume, data limits, or advanced features like historical data access. Customers pay monthly or annually for access to real-time social media data, with premium tiers including higher limits and priority support.

White-Label Analytics PlatformSetup fees and annual licensing

Develop a custom dashboard that integrates the Macrocosmos API to provide branded analytics tools for clients. Charge setup fees and ongoing licensing costs, allowing businesses to monitor social metrics without building their own infrastructure from scratch.

Data Reselling and ReportsOne-time sales or subscription for reports

Aggregate and anonymize social data into industry-specific reports or datasets, then sell them to market research firms, academic institutions, or investors. This model leverages bulk data collection to create value-added products with minimal per-query costs.

💬 Integration Tip

Start by setting the MC_API environment variable securely, then use the provided curl or Python examples to test basic keyword searches before scaling to complex filters.