Aumai Toolwatch
B+ 89 completed
Cli Tool
cli / python · tiny
22
Files
1,463
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#304056Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
33.68Framework 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 (4)
Project DescriptiontestingTestingTesting
Repobility · severity-and-effort ranking · https://repobility.com
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
WatchManager.get_all_baselinesRetrieves all stored baseline fingerprints from the internal registry. It accepts no arguments and returns a list containing every ToolFingerprint object currently registered. This function reads the values from the internal dictionary structure and presents them as a standard Python list. There are
WatchManager.get_baselineRetrieves the stored baseline associated with a specified tool name. It accepts one string argument, which is the name of the tool to query. The function returns a ToolFingerprint object if a baseline exists for the given name, otherwise, it returns None. This operation reads from an internal dictio
WatchManager.get_alertsRetrieves all accumulated alerts stored within the manager instance. It takes no arguments and returns a list containing all MutationAlert objects, ordered by the sequence in which they were detected. This operation reads the internal state and has no observable side effects on the manager's state.
AI Prompt
Create a command-line tool called AumAI Toolwatch that detects runtime changes in tool behavior using fingerprinting techniques. The project should be written in Python and include comprehensive documentation, such as getting started guides and an API reference. Since it's a CLI tool, please ensure the structure supports testing using pytest and includes necessary configuration files like pyproject.toml.
python cli tooling fingerprinting pytest
Generated by gemma4:latest
Catalog Information
The AUMAI ToolWatch project is designed to detect runtime changes in tool behavior using fingerprinting techniques.
Description
AUMAI ToolWatch is a tool that uses fingerprinting to detect runtime changes in tool behavior. It provides a way to monitor and analyze the behavior of tools, allowing for early detection of potential issues or security threats. The project aims to help developers and organizations improve their tool management and security posture.
الوصف
أوماي تيولوتتش (AUMAI ToolWatch) هو أداة تستخدم تقنية التلميح لاكتشاف التغييرات في سلوك الأدوات أثناء التشغيل. يتيح للمطورين والمنظمات مراقبة وتحليل سلوك الأدوات، مما يسمح بتحديد الأخطاء المحتملة أو التهديدات الأمنية مبكرًا. يهدف المشروع إلى تحسين إدارة الأدوات والأمان في المنظمات.
Novelty
7/10Tags
runtime-change-detection fingerprinting tool-behavior-analysis security-monitoring devops
Technologies
click pydantic
Claude Models
claude-opus-4.6
Quality Score
B+
89.3/100
Structure
93
Code Quality
100
Documentation
85
Testing
85
Practices
68
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (60% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
- Properly licensed project
Security & Health
4.1h
Tech Debt (D)
High
DORA Rating
A
OWASP (100%)
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
PASS
Quality Gate
A
Risk (7)
Apache-2.0
License
2.8%
Duplication
Languages
Frameworks
pytest
Symbols
variable18
function9
method9
class6
constant2
Concepts (4)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| auto_description | Project Description | > Detect runtime changes in tool behavior via fingerprinting | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
All rows above produced by Repobility · https://repobility.com
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