joshuaveliyath/kairos

⚡ Real-time AI. Cross-verified. Always current. Beats ChatGPT on accuracy. Costs NOTHING.

What's novel

⚡ Real-time AI. Cross-verified. Always current. Beats ChatGPT on accuracy. Costs NOTHING.

Code Analysis

10 files read · 3 rounds

A Gradio-based AI assistant that aggregates real-time news from RSS feeds, NewsAPI, and DuckDuckGo, then uses Gemini API to generate domain-specific, context-aware responses with confidence scoring and persistent user memory.

Strengths

Well-structured async architecture with parallel data fetching, thoughtful features like source reputation tracking and adaptive style detection, and clean separation of concerns across sources, core logic, and UI.

Weaknesses

No test coverage, several referenced functions are unimplemented (fact_check_text, check_all_alerts), pronoun resolution is incomplete, and there are inconsistencies between README claims and actual code (model names, missing features).

Score Breakdown

Innovation

4 (25%)

Craft

54 (35%)

Traction

6 (15%)

Scope

56 (25%)

Signal breakdown

Innovation

Not Fork+1

Code Novelty+1

Concept Novelty+1

Craft

Ci+0

Tests+0

Polish+0

Releases+0

Has License+5

Code Quality+17

Readme Quality+15

Recent Activity+7

Structure Quality+5

Commit Consistency+0

Has Dependency Mgmt+5

Traction

Forks+0

Stars+6

Hn Points+0

Watchers+0

Early Traction+0

Devto Reactions+0

Community Contribs+0

Scope

Commits+3

Languages+3

Subsystems+10

Bloat Penalty+0

Completeness+7

Contributors+5

Authored Files+8

Readme Code Match+3

Architecture Depth+3

Implementation Depth+8

Evidence

Commits

Contributors

Files

Active weeks

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

Forks

License

MIT