Aumai Toolretrieval
B+ 87 completed
Library
cli / python · tiny
22
Files
1,376
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#304053Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
35.59Framework 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 (4)
Project DescriptiontestingTestingTesting
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
ToolIndex._tool_documentConcatenate the tool's name, description, tags, and capabilities into one cohesive string. It accepts a single object representing a tool record as its input. The function returns a single string containing all the combined textual information. There are no observable side effects beyond constructin
ToolIndex.get_all_toolsRetrieves all available tools stored within the object's internal index. It accepts no arguments and returns a list containing every ToolRecord object currently registered. This operation reads the internal state of the object and has no observable side effects on the tool index itself.
ToolIndex.get_toolRetrieves a specific tool record using its unique string identifier. It accepts one argument, the tool's ID, and returns either the corresponding ToolRecord object or None if no tool matches the provided ID. This function performs a simple lookup against an internal dictionary of tools and has no ob
AI Prompt
Build me a command-line tool in Python for vector-indexed tool search across large tool registries. I need the core functionality implemented, and I should be able to follow the setup using the provided documentation structure. Please ensure the project structure supports testing using pytest and includes necessary files like a Makefile and proper configuration for development.
python cli vector-search tool-retrieval ai-agent pytest command-line
Generated by gemma4:latest
Catalog Information
The AUMAI Tool Retrieval project is designed to help users efficiently find and retrieve tools from large registries.
Description
This project provides a vector-indexed tool search functionality, ideal for large-scale tool registries. It enables fast and accurate searching of tools based on their characteristics. The system can be used in various domains where tool discovery is crucial.
الوصف
هذا المشروع يقدم وظيفة البحث عن أدوات مُفهرسة بتقنية الفيروس، مناسبة للخزانات الكبيرة من الأدوات. يسمح هذا النظام بالبحث السريع والضبطي عن الأدوات بناءً على خصائصها. يمكن استخدام هذه الوظيفة في مجالات متعددة حيث يكون اكتشاف الأدوات ضروريًا.
Novelty
5/10Tags
tool-discovery large-scale-search vector-indexing registry-management efficient-tool-retrieval
Technologies
click numpy pydantic
Claude Models
claude-opus-4.6
Quality Score
B+
86.7/100
Structure
93
Code Quality
90
Documentation
85
Testing
85
Practices
67
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%)
All rows above produced by Repobility · https://repobility.com
PASS
Quality Gate
A
Risk (7)
Apache-2.0
License
0.0%
Duplication
Languages
Frameworks
pytest
Symbols
variable16
method12
function7
class6
constant2
Concepts (4)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Want fix-PRs on findings? Install Repobility's GitHub App · github.com/apps/repobility-bot | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | > Vector-indexed tool search for large tool registries | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 3 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
Embed Badge
Add to your README:
BinComp Dependency Hardening
All packages →3 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.