dataAnalysis.title

Export Status

The JSON export contains 1107 apps out of approximately 1600 in the database.

Export rate: 69.2%

493
Apps missing from export

JSON Quality

0 apps with issues
JSON Export These apps have issues in the JSON export that may affect display

Database Issues

493 missing from export
Database Apps in DB not exported to JSON, likely missing required fields

Outdated Content

0 apps over 2 years old
Maintenance 0.0% of apps need review for relevancy

Data Quality Breakdown

Issue Count Percentage Affects Impact
Missing description 0 0.0% JSON Breaks app card display, prevents search indexing
Missing or empty tags 0 0.0% JSON Prevents filtering and categorization
Missing both URL and GitHub URL 0 0.0% JSON Breaks navigation and user flow
Missing icon 8 0.7% JSON Visually unappealing cards, default icon shown
Missing license 1107 100.0% JSON Unclear usage rights, legal implications
Only one tag 3 0.3% JSON Limited cross-referencing between related apps
Missing tech tags 68 6.1% JSON Incomplete technical details for filtering
Last updated > 1 year ago 0 0.0% Both May contain outdated features or information
Apps missing from export 493 30.8% Critical
  • Missing required icons: 8 apps
  • Missing licenses: 1107 apps
  • Incomplete tags: 3 apps
  • Missing tech stack details: 68 apps
  • Outdated information: 0 apps

Top Tags

Most frequent categories in the dataset

  • 1 self-hosted
    319 apps
  • 2 Productivity
    207 apps
  • 3 Social
    191 apps
  • 4 developer
    180 apps
  • 5 Security
    122 apps
  • 6 Media
    116 apps
  • 7 collaboration
    115 apps
  • 8 Content
    94 apps
  • 9 Storage
    90 apps
  • 10 infrastructure
    85 apps

Top 10 Tech Tags

Most used technologies in the dataset

  • 1 php
    232 apps
  • 2 javascript
    196 apps
  • 3 typescript
    180 apps
  • 4 python
    170 apps
  • 5 go
    169 apps
  • 6 docker
    148 apps
  • 7 nodejs
    62 apps
  • 8 java
    53 apps
  • 9 ruby
    40 apps
  • 10 rust
    35 apps

Sample Apps with Issues

Problem Apps

Apps that need attention

1107 total issues
1

Aptabase

  • Missing license
  • Missing lifetime
2

AWStats

  • Missing license
  • Missing lifetime
  • Missing tech tags
3

Countly Community Edition

  • Missing license
  • Missing lifetime
4

Druid

  • Missing license
  • Missing lifetime
5

EDA

  • Missing license
  • Missing lifetime
6

GoAccess

  • Missing license
  • Missing lifetime
7

GoatCounter

  • Missing license
  • Missing lifetime

Recommendations

Next Steps

Recommendations to improve data quality

J JSON Export Improvements

  1. Verify all required fields are present (name, description, tags) for each app
  2. Ensure every app has at least one URL (website or GitHub)
  3. Check JSON export process for any strict filtering that might exclude valid apps

D Database Improvements

  1. Add missing icons for apps lacking them (8 apps)
  2. Add more tags to apps with only one tag (3 apps)
  3. Update tech tags for all apps to improve filtering options
  4. Review and update apps that haven't been updated in over 2 years