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$ show Marker-Inc-Korea/AutoRAG

[account ↗] [repo ↗] APPLICATION ★ 5127 449 ● active (last update 12 hours ago)
reviewed by: deepseek/deepseek-v4-flash

AutoRAG is a production-grade, privacy-focused personal AI assistant and retrieval-augmented generation (RAG) agent. It provides a local-first search and answer engine that indexes federated datasources (Slack, Discord, KakaoTalk, GitHub, email, Obsidian, RSS, cloud drives, and more) via external CLI connectors, without migrating data. The system exposes a CLI, MCP server, TypeScript API, and a TUI (Pi interactive host), and powers a separate desktop Electron app. Its architecture is modular: a configurable agent (`AutoRAGAgent`) orchestrates multiple retrieval methods (BM25, semantic vectors, hybrid RRF, file-name search, web search), document parsing (PDF, DOCX, HWP, images via OCR), embedding (local Qwen3 model or external APIs), reranking (OpenRouter/Dazzi), and evidence judgment. A peer-to-peer layer (SimpleX) enables policy-controlled file sharing with injection and PII gates. The repository also contains a legacy Python codebase (`legacy/`) focused on automated RAG pipeline evaluation and QA dataset generation, which is in maintenance mode but still provides reusable metrics and pipeline components. This is a hybrid project where the dominant character is a modern TypeScript application, with significant data/research heritage in the legacy Python portion.

RATING8.9/10
QUALITY8.0/10
MAINTENANCEactive
DRIFTlow
CONTRIBUTORS37
VELOCITY0.93
OPEN ISSUES159
CLOSED ISSUES719
LAST COMMIT12 hours ago
@earendil-works/pi-agent-core (npm) ^1.2.0
@earendil-works/pi-ai (npm) ^1.2.0
@earendil-works/pi-coding-agent (npm) 1.2.0
@earendil-works/pi-tui (npm) 1.2.0
@modelcontextprotocol/server (npm) ^2.3.1
@openrouter/sdk (npm) ^1.4.25
chardet (npm) ^2.2.0
fast-xml-parser (npm) ^5.11.2
iconv-lite (npm) ^0.7.3
jev-use (npm) ^0.8.0
jszip (npm) ^3.10.2
kordoc (npm) ^4.21.30
mailparser (npm) ^3.9.38
pdfjs-dist (npm) ^6.4.299
puppeteer-core (npm) ^25.13.0
slides-grab (npm) ^1.5.2
smol-toml (npm) 1.9.1
tesseract.js (npm) ^7.0.0
typebox (npm) ^1.3.37
@biomejs/biome (npm) 2.5.15
@modelcontextprotocol/client (npm) ^2.3.1
@types/mailparser (npm) ^3.9.0
@types/node (npm) ^26.6.5
@types/ws (npm) ^8.18.2
typescript (npm) ^7.0.2
vitest (npm) ^5.0.4
xlsx (npm) https://cdn.sheetjs.com/xlsx-0.20.3/xlsx-0.20.3.tgz
yaml (npm) ^2.9.1
Files by Type (count)
TypeScript
593
Python
311
Markdown
147
YAML
72
Other (.parquet)
54
Other (.png)
47
reStructuredText
33
CSV
30
Text
23
JSON
17
Other (.mjs)
16
Other (no ext)
12
Files by Type (size)
Other (.bin)
59MB
Other (.png)
4MB
Other (.parquet)
4MB
TypeScript
4MB
Other (.zip)
1MB
Other (.pdf)
1MB
Lock File
1MB
Python
1MB
Markdown
681KB
Other (.jpeg)
554KB
Other (.webp)
398KB
Other (.pkl)
312KB

The LLM identified 5 files worth highlighting for reuse:

Provides a self-contained function `parseWithIsolatedWorker` that spawns a dedicated Worker thread for parsing untrusted files. Sets a hard memory limit, CPU time budget, and wall-clock timeout, terminating the worker if exceeded. Returns structured results with diagnostics. Reusable in any application needing safe, bounded document processing without risking the main process.

file: src/parser/isolated.ts ↗ | tags: #worker-thread-isolation #safe-parsing #timeout-enforcement

Implements `ResultMerger` that takes retrieval results from multiple methods (BM25, semantic, reranked) and fuses them into a single ranked list. Uses min-max normalization scaled by method weight, then sums scores across methods with a corroboration bonus for duplicate evidence IDs. Includes deduplication and diagnostic tracking. Self-contained and reusable for any multi-strategy fusion pipeline.

file: src/retrieval/merger.ts ↗ | tags: #result-merger #cross-method-fusion #min-max-normalization

Manages local download cache for embedding model runtimes. `downloadAndExtract` downloads a URL, verifies SHA-256 hash, atomically extracts archives, and writes a provisioned marker. `resolveCachedArchive` and `cachePath` provide lookup. Handles retries and stale cache cleanup. Reusable pattern for any tool that needs reliable, integrity-checked asset caching.

file: src/embedding-runtime/cache.ts ↗ | tags: #verified-download #cache-management #atomic-extraction

Implements `PIIRedactor` that scans text for personally identifiable information (email, phone, credit card, SSN, IP, etc.) using regex patterns, then applies stable pseudonyms or redaction markers. Includes optional NER-based detection via a provider. Maintains a deterministic mapping per session to preserve referential consistency. Standalone utility for any system needing PII sanitization.

file: src/p2p/pii-gate.ts ↗ | tags: #pii-redaction #deterministic-pseudonymization #regex-pipeline

Provides `fileLock` and `fileLockWithRetry` functions using directory-based locking (mkdir which is atomic on POSIX and Windows). Includes stale lock detection via PID and timestamp, configurable retry with backoff, and cleanup on SIGINT. Windows-specific retry for transient access-denied errors. Reusable for any application needing simple, cross-process file locks.

file: src/filesystem/file-lock.ts ↗ | tags: #cross-platform-lock #stale-detection #dos-protection
Last analyzed: 2026-10-17 19:02:29.199389
Next check: 2026-10-24 19:02:29.194912
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