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$ show onyx-dot-app/onyx-foss

[account β†—] [repo β†—] APPLICATION β˜… 313 85 ● active (last update 4 weeks ago)
reviewed by: deepseek/deepseek-v4-flash

Onyx is a full-stack AI enterprise search and chat platform. The backend is a Python/FastAPI service with Celery workers, PostgreSQL, Redis, and a vector search engine (Vespa/OpenSearch). It ingests documents from 50+ external connectors (Google Drive, Slack, Confluence, Jira, SharePoint, etc.), runs a chunking/embedding/indexing pipeline, and serves RAG chat and search to multiple frontends: Next.js web app, React Native/Expo mobile app, Tauri desktop wrapper, Go CLI, an embeddable web widget, and a Terraform provider. It also includes an MCP server, deep research flows, sandboxed code-execution sessions (Craft), prompt caching, SSO/OAuth/SCIM multi-tenancy, rate limiting, and an admin analytics console. The repository has a hybrid character because it contains substantial data-engineering machinery (indexing pipelines, chunkers, embedding providers, evals) but the dominant identity is a production application rather than a research project.

RATING8.6/10
QUALITY8.3/10
MAINTENANCEactive
DRIFTmedium
CONTRIBUTORS209
VELOCITY0.60
OPEN ISSUES3
LAST COMMIT4 weeks ago
@typescript/native-preview (npm) ^7.0.0-dev.20260707.2
aioboto3 (pip) ==15.1.0
cohere (pip) ==7.0.5
fastapi (pip) ==0.133.1
google-genai (pip) ==2.18.1
huggingface-hub (pip) ==1.26.0
brotli (pip) >=1.2.0
h11 (pip) >=0.11
cryptography (pip) >=42.0
h2 (pip) >=4.3.0
hyperframe (pip) >=6.1.0
tornado (pip) >=6.5.0
msgpack (pip) >=1.0.0
Files by Type (count)
Python
3683
TSX
1903
TypeScript
960
Go
510
Markdown
362
YAML
219
JSON
141
Other (.png)
129
Other (.tf)
115
CSS
89
Other (.svg)
48
Shell
46
Files by Type (size)
Python
30MB
TSX
8MB
JSON
7MB
TypeScript
4MB
Other (.pdf)
4MB
Markdown
4MB
Other (.png)
3MB
Other (.pptx)
3MB
Go
3MB
Other (.jpg)
2MB
YAML
2MB
Lock File
2MB

The LLM identified 5 files worth highlighting for reuse:

Implements paginated Google Drive/Gmail retrieval with a tenacity-based retry decorator that specifically handles transient connection failures (BrokenPipe, ConnectionReset, SSL EOF, timeout) and re-raises after exhaustion. The retry strategy is generic enough to be extracted for any unreliable external API and the pagination logic is isolated and testable.

file: backend/onyx/connectors/google_utils/google_utils.py β†— | tags: #retry-pattern #api-wrapper #tenacity #google-api

Provides a reusable rate-limit wrapper for external API calls across connectors. This solves a recurring problem in data ingestionβ€”avoiding 429s and respecting third-party API quotasβ€”without coupling to any specific connector implementation.

file: backend/onyx/connectors/cross_connector_utils/rate_limit_wrapper.py β†— | tags: #rate-limiting #resilience #api-integration

Self-contained PKCE code verifier and challenge generator for OAuth flows. It has no framework-specific dependencies and can be dropped into any OAuth client or authorization server implementation needing RFC 7636 support.

file: backend/onyx/auth/pkce.py β†— | tags: #pkce #oauth2 #security #crypto

Analyzes spreadsheet-like sections to drive intelligent chunking decisions, preserving row/column context when splitting tabular content for RAG ingestion. This addresses a common document-preprocessing problem and the analysis logic is adaptable to different tabular data sources beyond Onyx's connectors.

file: backend/onyx/indexing/chunking/tabular_section_chunker/analysis.py β†— | tags: #tabular-data #chunking #data-processing #rag

A tenacity-based retry wrapper around vector document index operations that adds exponential backoff and transient-failure tolerance without blocking callers. It demonstrates a clean defensive-integration pattern for external search engines and can be reused for any flaky remote index client.

file: backend/onyx/background/celery/tasks/shared/RetryDocumentIndex.py β†— | tags: #retry-pattern #tenacity #document-index #resilience
Last analyzed: 2026-09-19 01:07:12.803823
Next check: 2026-09-26 01:07:12.798646
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