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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Local-first AI-powered document intelligence platform for investigative journalism
| Date | Stars |
|---|---|
| 2026-07-24 | 446 |
| 2026-07-25 | 446 |
| 2026-07-28 | 446 |
| 2026-07-30 | 446 |
| 2026-08-06 | 446 |
Today
— stars today
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Momentum
0.0
growth rate 0.00%/day
# SHATTERED
<div align="center">
**A modular, local-first platform for document analysis and investigative research**
[](LICENSE)
[](https://python.org)
[](https://www.typescriptlang.org/)
[](https://react.dev/)
[Philosophy](#philosophy) | [Architecture](#architecture) | [Features](#features) | [Quick Start](#quick-start) | [Security](#authentication--security) | [Production](#production-deployment) | [Shards](#implemented-shards) | [Documentation](#documentation)
</div>
<details>
<summary><strong>Screenshots</strong> (click to expand)</summary>
<br>
### Dashboard & LLM Configuration
Configure local or cloud LLM providers with one-click switching between LM Studio, Ollama, OpenAI, Groq, and custom endpoints.
### ACH Analysis with AI Assistant
Full Analysis of Competing Hypotheses implementation with AI-powered observations, recommendations, and devil's advocate mode.
### Graph Visualization
Interactive network analysis with 10+ visualization modes including force-directed layouts and geospatial mapping.
| Force-Directed | Geospatial |
|----------------|------------|
|  |  |
### Timeline Analysis
Temporal event extraction with AI-powered analysis, conflict detection, and phase management.
### Pattern Detection
Automated pattern recognition across documents with statistical analysis and AI interpretation.
### Credibility Assessment
Source reliability scoring with deception detection checklists (MOM, POP, MOSES, EVE).
### Search with Regex Presets
Hybrid semantic/keyword search with built-in regex patterns for PII, financial data, and technical indicators.
### Media Forensics
Image authenticity analysis with EXIF extraction, Error Level Analysis (ELA), perceptual hashing, and reverse image search integration.
</details>
---
## Philosophy
SHATTERED isn't a product - it's a **platform**. The shards are the products. Or rather, *bundles* of shards configured for specific use cases.
**Core Principles:**
- **Build domain-agnostic infrastructure** that supports domain-specific applications
- **Lower the bar for contribution** so non-coders can build custom shards
- **Provide utility to people in need**, not just those who can pay
- **Local-first**: Your data never leaves your machine unless you want it to
- **Privacy-preserving**: No telemetry, no cloud dependencies, full data sovereignty
---
## The Meta-Pattern
Every investigative workflow follows the same fundamental pattern:
```
INGEST --> EXTRACT --> ORGANIZE --> ANALYZE --> ACT
| | | | |
| | | | +-- Export, Generate, Notify
| | | +-- ACH, Contradictions, Patterns, Anomalies
| | +-- Timeline, Graph, Matrix, Provenance
| +-- Entities, Claims, Events, Relationships
+-- Documents, Data, Communications, Records
```
- **Core shards** handle INGEST and EXTRACT
- **Domain shards** handle ORGANIZE and ANALYZE
- **Output shards** handle ACT
---
## Architecture
SHATTERED uses the **Voltron** architectural philosophy: a modular, plug-and-play system where self-contained shards combine into a unified application.
```
+------------------+
Excerpt of 29,106 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:ecd096dc16f6792b, topic:rag, topic:knowledge-graph
matched fp:ecd096dc16f6792b, topic:semantic-search
matched fp:ecd096dc16f6792b, topic:ocr