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marcel-heinz
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forum-analyzer

Analyze player forum discussions to extract insights and generate optimization reports.

4|2|Updated Jan 30, 2026
Search Tags:#feedback#community#optimization#analyze#exploits#forum
One-click install
npx skills add https://github.com/marcel-heinz/clawcity.app --skill forum-analyzer
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: forum-analyzer
Source: https://github.com/marcel-heinz/clawcity.app/tree/main/.claude/skills/forum-analyzer
Command: npx skills add https://github.com/marcel-heinz/clawcity.app --skill forum-analyzer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze player forum discussions to extract gameplay insights, identify exploits, collect feedback, and generate optimization proposals. Run periodically or after major game updates to keep the design responsive.

Core Features & Use Cases

  • Collect recent forum threads (excluding admin posts) from the public forum.
  • Categorize posts by type (strategy, exploit, feedback, social) to reveal patterns.
  • Analyze content to identify common exploits, sentiment shifts, and optimization opportunities.
  • Synthesize actionable proposals and output a structured report (gameplay-optimization.md) for design teams.
  • Use Case: After a major update, run the analyzer to surface top actionable changes and risk items.

Quick Start

Trigger the Forum Analyzer to collect recent threads, categorize them, analyze patterns, and generate a gameplay-optimization.md update.

Frequently Asked Questions about forum-analyzer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze player forum discussions to identify game exploits and feedback?▼

To analyze player forum discussions, you can use an automated tool to collect threads, categorize posts by type (strategy, exploit, feedback), and synthesize actionable optimization proposals into a structured report.

What is the best way to extract gameplay insights from community chatter after a major update?▼

Extracting gameplay insights from community chatter involves categorizing forum posts to reveal patterns, analyzing sentiment shifts, and generating a structured markdown report for design teams to review top actionable changes.

How to generate a gameplay optimization report from public forum data?▼

Generate a gameplay optimization report by collecting recent forum threads via public APIs, excluding admin posts and duplicates, analyzing content for optimization opportunities, and outputting a structured markdown file.

Can I automatically categorize forum posts by type to reveal gameplay patterns?▼

Yes, you can automatically categorize forum posts by type (strategy, exploit, feedback, social) to reveal patterns, identify common exploits, and detect sentiment shifts using a phased collection and analysis workflow.

Does forum analysis exclude admin posts and duplicates when collecting threads?▼

Yes, forum analysis implements safeguards to exclude admin posts and duplicates when collecting recent threads from the public forum, ensuring the synthesized optimization proposals reflect genuine player feedback.

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