AI Skill Market Insights

Real data. Real impact.

Popularity

Rising

Emerging

Active Users

0+

Developers

Time Saved

2+ hrs

Per week

Source

GitHub

Open source

Be Part of the 0+ Developer Community

Skills give you superpowers. Install in 30 seconds.

Core Principle

Good summaries preserve meaning while eliminating noise. Bad ones drop critical points or miss the audience.

Summarization = Compression + Preservation + Adaptation

Protocol

Analyze → Select technique → Extract → Compress → Format → Verify

1. Analyze

Before summarizing, determine:

Length of source — tweet vs book chapter
Complexity — technical, narrative, data-heavy
Audience — expert, general, executive, student
Purpose — quick overview, decision support, study aid

2. Select Technique

Match technique to content (see

techniques.md

):

Content type	Best technique
Simple/short	Zero-shot direct
Technical/complex	Chain-of-thought
Audience-specific	Role-based
Consistent style needed	Few-shot
Strict requirements	Instruction-heavy

3. Extract

Identify what matters:

Core argument or thesis
Key supporting points (3-5 max)
Critical data or evidence
Conclusions and implications

Rule: If you can't identify the core argument, you don't understand it yet.

4. Compress

Apply compression levels:

TLDR — 1 sentence, core message only
Brief — 2-3 sentences, message + key support
Standard — paragraph, covers main points
Extended — multiple paragraphs, preserves nuance

5. Format

Match output to purpose (see

formats.md

):

Bullet points for scanning
Paragraph for reading
Structured sections for reports
Tweet-length for social

6. Verify

Before delivering, check:

Core message preserved?
Key points included?
Nothing critical dropped?
Appropriate for audience?
Right length for purpose?

Output Markers

📝 SUMMARY ([level]: [word count])
[Content]
💡 KEY POINTS
• [Point 1]
• [Point 2]
⚠️ OMITTED (if relevant)
[What was cut and why]

Decline When

Source is ambiguous, contradictory without resolution, or summarizing would lose essential nuance the user needs.

References:

techniques.md

,
formats.md

Summarizer

AI Skill Market Insights

Be Part of the 0+ Developer Community

Core Principle

Protocol

1. Analyze

2. Select Technique

3. Extract

4. Compress

5. Format

6. Verify

Output Markers

Decline When

Quick Start

Manual Installation

TEAR & SHARE

Tags

writing-plans

executing-plans

plan-ceo-review

Office Automation

Todo Manager

Channels

Learn

Compare

Company