My Awesome Project
C 68 completed
Ai Ml
unknown / markdown · medium
658
Files
172,157
LOC
2
Frameworks
9
Languages
Pipeline State
completedRun ID
#298341Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
76.67Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:34Deduplication group #58227
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (12)
RepositorySingletonLayered Architecturepresentationbusiness_logicinfrastructuretestingFactoryDatabaseLoggingSearchTesting
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AI Prompt
Create an AI Facilitator Agent tool using Python that analyzes collaborative contributions within Google Docs. The system needs to integrate with the Gemini API and the Google Docs API, supporting features like outlier detection, summary/clustering, connection finding, and generating Socratic questions. Please ensure the implementation is production-grade, including OAuth 2.0 authentication with token encryption (AES-256), robust error handling, and rate limiting. I also need the setup to include running tests using pytest.
python flask google-docs-api gemini-api ai collaboration analysis pytest security
Generated by gemma4:latest
Catalog Information
The AI Facilitator Agent is a tool designed to facilitate collaboration in Google Docs.
Description
This project enables real-time collaboration and automation within Google Docs using artificial intelligence. It utilizes various technologies such as Celery for task queuing, Flask for web development, and Pydantic for data modeling. The agent can be integrated into existing workflows to enhance productivity and efficiency. Its primary function is to facilitate seamless communication among team members by automating tasks and providing real-time updates.
الوصف
هذا المشروع يسمح بالتعاون في الوقت الحقيقي و automation داخل Google Docs باستخدام الذكاء الاصطناعي. يستخدم مجموعة من التكنولوجيات مثل Celery لتنظيم المهام، Flask لتطوير الويب، و Pydantic لنمذجة البيانات. يمكن دمج هذا العامل في تدفقات العمل الموجودة حاليًا لتحسين الإنتاجية والكفاءة. وظيفته الرئيسية هي تسهيل التواصل السلس بين أعضاء الفريق عن طريق automation المهام وتقديم التحديثات في الوقت الحقيقي.
Novelty
7/10Tags
real-time-collaboration google-docs-integration artificial-intelligence workflow-automation team-productivity communication-tool
Technologies
autogen celery click flask pydantic rich
Claude Models
claude (unknown version)
Quality Score
C
67.9/100
Structure
70
Code Quality
73
Documentation
78
Testing
55
Practices
54
Security
75
Dependencies
90
Strengths
- CI/CD pipeline configured (github_actions)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- 1 bare except/catch blocks swallowing errors
- 2023 duplicate lines detected \u2014 consider DRY refactoring
- 9 'god files' with >500 LOC need decomposition
Recommendations
- Add a LICENSE file (MIT recommended for open source)
- Replace bare except/catch blocks with specific exception types
- Address 28 TODO/FIXME items \u2014 consider tracking them as issues
Security & Health
16.1h
Tech Debt (A)
Medium
DORA Rating
A
OWASP (100%)
PASS
Quality Gate
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A
Risk (0)
Unknown
License
32.2%
Duplication
Languages
Frameworks
Flask pytest
Symbols
method511
function282
variable268
constant100
class76
property3
Concepts (17)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| design_pattern | Repository | Found repository-named files | 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 | business_logic | Detected business_logic layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | infrastructure | Detected infrastructure layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Factory | Found factory/create_ naming patterns | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Database | Detected from 87 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Logging | Detected from 13 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Search | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 63 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | User Management | Detected from 7 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Analytics | Detected from 7 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Authentication | Detected from 25 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Configuration | Detected from 21 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Caching | Detected from 4 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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BinComp Dependency Hardening
All packages →10 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
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