Aumai Toolcanon
B+ 89 completed
Library
cli / python · tiny
36
Files
4,702
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#304051Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
37.73Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47941
Member of a group with 1 similar repo(s) — canonical #9446 view group →
Top concepts (6)
Project DescriptionObserver/Event EmittertestingTestingDatabaseTesting
Repobility · open methodology · https://repobility.com/research/
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
_infer_capabilitiesDetermines the inferred capabilities of a tool by analyzing its provided name and description strings. It accepts two string inputs, the name and the description, and returns a ToolCapability object summarizing the inferred action, domain, and side-effect status. The function's primary side-effect i
OpenAIParser.can_parseDetermines if a provided dictionary structure resembles a valid OpenAI tool definition. It accepts one argument, a dictionary representing the tool definition. The function returns a boolean indicating whether the input dictionary contains the necessary keys and types associated with OpenAI function
OpenAIParser.parseParses an OpenAI tool definition dictionary, which can be either a wrapped function object or a legacy function call structure. It accepts a dictionary containing the tool definition and returns a structured CanonicalTool object. The function extracts the name, description, and parameters from the i
AI Prompt
Create a command-line tool in Python that helps developers and data scientists normalize tool definitions into a standardized format, which the project calls "Tool Canonical IR." The tool should have core functionality, and I'd like to ensure it's testable using pytest. Please structure the project to follow best practices, including setup files like pyproject.toml and comprehensive documentation examples.
python cli tooling data-science normalization pytest
Generated by gemma4:latest
Catalog Information
The AUMAI-ToolCanon project is designed for developers and data scientists who need to normalize tool definitions into a standardized format.
Description
AUMAI-ToolCanon is a Python-based tool that takes in various tool definitions from different sources and converts them into a unified, canonical IR (Information Representation) format. This process enables easier comparison, integration, and analysis of tools across different domains. The project uses Click for command-line interface management and Pydantic for data modeling.
الوصف
أوماي-تول كانون هو أداة برمجية مكتوبة بلغة بايثون، تساعد المطورين والمهندسين البيانيين على تحويل تعريفات الأدوات المختلفة إلى صيغة IR موحدة. هذا يسمح بسهولة المقارنة والدمج وتحليل الأدوات عبر مختلف المجالات. تستخدم المشروع أداة Click للتحكم في الواجهة السطرية و Pydantic لنمذجة البيانات.
Novelty
5/10Tags
tool-normalization canonical-ir information-representation data-integration comparison-tool
Technologies
click pydantic
Claude Models
claude-opus-4.6
Quality Score
B+
88.7/100
Structure
92
Code Quality
100
Documentation
83
Testing
85
Practices
67
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (91% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Low average code complexity \u2014 well-structured code
- Good security practices \u2014 no major issues detected
- Properly licensed project
Security & Health
4.1h
Tech Debt (C)
Medium
DORA Rating
A
OWASP (100%)
Repobility · code-quality intelligence · https://repobility.com
PASS
Quality Gate
A
Risk (2)
Apache-2.0
License
5.0%
Duplication
Languages
Frameworks
pytest
Symbols
variable36
method15
class11
function10
Concepts (6)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility — the code-quality scanner for AI-generated software · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | > Normalize tool definitions to Tool Canonical IR | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Observer/Event Emitter | Found event emission/subscription patterns | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Database | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 10 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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