Fabric Agent
C 66 completed
Cli Tool
cli / python · small
151
Files
43,394
LOC
1
Frameworks
5
Languages
Pipeline State
completedRun ID
#307433Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
54.33Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47626
Member of a group with 2 similar repo(s) — canonical #93576 view group →
Top concepts (12)
RepositoryProject DescriptionSingletonLayered Architecturepresentationapibusiness_logicdata_accessinfrastructuretestingTestingStrategy
Repobility analyzer · published findings · https://repobility.com
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
mainParses command-line arguments to manage the setup of a Fabric environment. It accepts optional flags for quick start guidance, printing notebook code, or displaying DAX measures, and requires a step selection, defaulting to all steps, while also allowing specification of a target workspace. The func
print_quick_startPrints a comprehensive, multi-option quick start guide to the user's console. It takes no inputs and produces no return value, solely displaying formatted text instructions detailing three distinct setup methods: automated, manual via a notebook, and manual CSV upload. The notable side-effect is the
print_measuresPrints all available DAX measures by first initializing a SemanticModelManager instance. This function takes no arguments and returns nothing. Its primary side-effect is calling an internal method on the manager object to display the measures to the console.
AI Prompt
Create a production-grade Python CLI agent for Microsoft Fabric infrastructure automation. I need it to provide features like an audit trail and rollback capabilities. Specifically, the agent should implement self-healing infrastructure by scanning for and fixing broken shortcuts, schema drift, and stale tables. It must also incorporate context memory using a vector database for operation history, and perform schema drift detection using YAML contracts to analyze potential impact before changes are made. Please structure the project using Python and include pytest for testing.
python cli microsoft-fabric automation ai-agent infrastructure testing vector-db
Generated by gemma4:latest
Catalog Information
The fabric-agent project is a production-grade Microsoft Fabric MCP Agent that provides features such as an audit trail and rollback capabilities.
Description
This project is a Microsoft Fabric MCP Agent designed for production environments. It offers advanced features like an audit trail, which keeps track of changes made to the system, and rollback capabilities, allowing users to revert changes in case of errors or unexpected outcomes. The agent is built using Python and utilizes various libraries such as ChromaDB for database operations.
الوصف
هذا المشروع هو एजنت مايكروسوفت فابريك MCP مخصص للبيئات الإنتاجية. يوفّر هذا الأجندة ميزات متقدمة مثل سجل المراقبة، الذي يوثّق التغييرات التي أجريت على النظام، وخصائص التراجع، مما يسمح للمستخدمين بإعادة تعيين التغييرات في حالة حدوث خطأ أو نتائج غير متوقعة. تم بناء الأجندة باستخدام لغة بايثون وتستخدم مكتبات متعددة مثل ChromaDB للعمليات على قاعدة البيانات.
Novelty
5/10Tags
audit-trail rollback-capabilities microsoft-fabric-mcp-agent production-environment database-management system-tracking
Technologies
chromadb huggingface numpy pandas plotly pydantic rich streamlit typer
Claude Models
claude-opus-4.6
Quality Score
C
66.5/100
Structure
77
Code Quality
43
Documentation
89
Testing
65
Practices
64
Security
75
Dependencies
90
Strengths
- CI/CD pipeline configured (github_actions)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Properly licensed project
Weaknesses
- 4675 duplicate lines detected \u2014 consider DRY refactoring
- 25 'god files' with >500 LOC need decomposition
Security & Health
10.1h
Tech Debt (A)
Medium
DORA Rating
A
OWASP (100%)
About: code-quality intelligence by Repobility · https://repobility.com
PASS
Quality Gate
A
Risk (1)
MIT
License
4.5%
Duplication
Languages
Frameworks
pytest
Symbols
variable1,110
method641
function350
constant321
class277
property55
Concepts (20)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Repobility — same analyzer, your code, free for public repos · /scan/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Repository | Found repository-named files | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | A production-grade Python package that brings autonomous self-healing, semantic memory, and safe refactoring to Microsoft Fabric data platforms — wired up to Claude (and any MCP-compatible AI) as intelligent tools. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Singleton | Found get_instance/instance patterns | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_pattern | Layered Architecture | Found API/routes, service, and data layers | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | presentation | Detected presentation layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | api | Detected api layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | business_logic | Detected business_logic layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | data_access | Detected data_access layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | infrastructure | Detected infrastructure layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Strategy | Found strategy/policy-named files | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Factory | Found factory/create_ naming patterns | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Configuration | Detected from 6 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Database | Detected from 20 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | File Management | Detected from 6 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Logging | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 21 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Notifications | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Analytics | Detected from 4 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Want this analysis on your repo? https://repobility.com/scan/
Embed Badge
Add to your README:
BinComp Dependency Hardening
All packages →11 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
Nrequests2.33.1 · 0 gadgets · risk 3687.0Nmcp1.27.0 · 0 gadgets · risk 971.5Nanthropic0.95.0 · 0 gadgets · risk 846.6Nasyncio4.0.0 · 0 gadgets · risk 0.0Nhttpx0.28.1 · 0 gadgets · risk 0.0Nloguru0.7.3 · 0 gadgets · risk 0.0Nopenai2.31.0 · 0 gadgets · risk 0.0Npydantic2.12.5 · 0 gadgets · risk 0.0Npyspark4.1.1 · 0 gadgets · risk 0.0Nrich14.3.4 · 0 gadgets · risk 0.0Ntyper0.24.1 · 0 gadgets · risk 0.0