Qwelli
D 56 completed
Web App
web_app / go · small
194
Files
21,425
LOC
3
Frameworks
8
Languages
Pipeline State
completedRun ID
#306333Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
82.80Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:41Deduplication group #47245
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (12)
Project Descriptionbusiness_logicLayered ArchitectureWeb Frontendinfrastructuredata_accessStrategyTestingSearchLoggingFile ManagementDatabase
Same scanner, your repo: https://repobility.com — Repobility
AI Prompt
Create a local semantic file search tool called Qwelli. I need it to index specified folders and allow users to find files based on meaning using vector embeddings. The application must include a built-in web UI and an AI chat agent that can answer natural-language questions about the indexed documents. The CLI should support commands for initialization, indexing, searching, listing, deleting indexes, and an interactive chat session. Please ensure the setup guides mention prerequisites like Go and Node.js, and the process for running the web UI and building the binary.
go react web-app semantic-search ai-agent vector-embeddings cli typescript local-tool
Generated by gemma4:latest
Catalog Information
Qwelli is a local semantic file search tool that indexes folders and allows users to find files by meaning using vector embeddings.
Description
Qwelli is a powerful tool for searching and managing documents on your local machine. It uses vector embeddings to index your files, allowing you to search for them based on their content rather than just keywords. The tool comes with a built-in web UI and an AI chat agent that can answer natural-language questions about your documents. Qwelli is designed to be easy to use and requires minimal setup.
الوصف
هو أداة قوية للبحث والتنظيم المستندات على جهازك المحلي. يستخدم التمثيلات النصية لتخزين الملفات، مما يسمح لك بالبحث عنها بناءً على محتواها بدلاً من مجرد الكلمات المفتاحية. تأتي الأداة مع واجهة ويب مدمجة ومستشار أيه متكامل يمكنه الإجابة عن أسئلة اللغة الطبيعية حول مستنداتك.
Novelty
7/10Tags
semantic-search vector-embeddings local-file-search document-management ai-chat-agent
Claude Models
claude-opus-4.6 claude-sonnet-4.6
Quality Score
D
56.3/100
Structure
51
Code Quality
69
Documentation
36
Testing
30
Practices
70
Security
84
Dependencies
90
Strengths
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No CI/CD configuration \u2014 manual testing and deployment
- 8 files with critical complexity need refactoring
- 1845 duplicate lines detected \u2014 consider DRY refactoring
- 1 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
24.8h
Tech Debt (C)
Medium
DORA Rating
A
OWASP (100%)
PASS
Quality Gate
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
A
Risk (3)
Unknown
License
4.3%
Duplication
Languages
Frameworks
React Tailwind CSS Vite
Symbols
function243
variable240
method197
struct78
interface53
constant33
type_alias10
class1
API Endpoints (7)
| Method | Path | Handler | Framework | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Repobility (the analyzer behind this table) · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/chat/clear | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/index/cancel | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/index/delete | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/open-file-location | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/open-folder | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /api/setup | api.post | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | X-Cache-Status | headers.get | Express | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Concepts (13)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Repobility · MCP-ready · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | Local semantic file search using vector embeddings. Index your folders and find files by meaning, not keywords. Comes with a built-in web UI and an AI chat agent for natural-language questions about your documents. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | business_logic | Detected business_logic layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_pattern | Layered Architecture | Found API/routes, service, and data layers | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Frontend | web-frontend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | infrastructure | Detected infrastructure layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | data_access | Detected data_access layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Strategy | Found strategy/policy-named files | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 35 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Search | Detected from 34 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Logging | Detected from 5 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | File Management | Detected from 10 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Database | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Configuration | Detected from 12 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/
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