Adaptive State
C 62 completed
Library
monorepo / go · small
69
Files
11,773
LOC
2
Frameworks
7
Languages
Pipeline State
completedRun ID
#306839Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
80.80Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:38Deduplication group #50804
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Backend
If a scraper extracted this row, it came from Repobility (https://repobility.com)
🧪 Code Distillation
Browse all specs →Sample distilled functions (click for full spec)
InferenceService._build_system_promptConstructs a comprehensive system prompt string based on provided state information and evidence. It accepts a list of floats, which is currently unused, and a list of strings containing various context blocks. The function outputs a single string that dictates the AI's persona, available tools, and
InferenceService.embedRetrieves a numerical vector representation for the provided input string. It accepts a single string argument containing the text to be encoded. The function returns an object containing the resulting embedding vector. This operation asynchronously communicates with an external embedding service cl
InferenceService._chat_with_toolsRecursively executes a chat interaction, iteratively calling external tools if the language model suggests them until the model returns final text or a depth limit is reached. It accepts a list of message dictionaries, a system prompt string, an integer depth counter, and an optional boolean indicat
AI Prompt
I want to build a project for developers to manage and adapt state within their applications, similar to the concept described in the Kibbyd Adaptive State repository. The project should utilize a monorepo structure and include components written in Go and Python. Specifically, I need to incorporate FastAPI for some services, use pytest for testing, and handle state definitions potentially using protobufs. Please structure the core logic around managing and adapting application state.
go python fastapi pytest monorepo state-management protobuf developer-tool
Generated by gemma4:latest
Catalog Information
Kibbyd Adaptive State is a project for developers to manage and adapt state in their applications.
Description
This project provides an adaptive state management system, allowing developers to easily manage and update application state. It is designed to be flexible and adaptable to different use cases. The project uses Python as its primary language and Bash for scripting. Kibbyd Adaptive State aims to simplify state management in applications.
الوصف
هذا المشروع يقدم نظامًا لادارة الحالة المعدلة، مما يسمح للمطورين بسهولة إدارة وتحديث حالة التطبيق. مصمم لتكون قابل للتكيف مع مختلف الاستخدامات. يستخدم هذا المشروع لغة بايثون كالغة الرئيسية ولغة باش للنصوص.
Novelty
5/10Tags
state-management application-state adaptive-state flexible-state developer-tool
Claude Models
claude-opus-4.6 claude-sonnet-4.6
Quality Score
C
62.5/100
Structure
58
Code Quality
67
Documentation
20
Testing
60
Practices
81
Security
100
Dependencies
90
Strengths
- Good test coverage (36% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- Missing README file \u2014 critical for project understanding
- No LICENSE file \u2014 legal ambiguity for contributors
- No CI/CD configuration \u2014 manual testing and deployment
- 1 files with critical complexity need refactoring
- 865 duplicate lines detected \u2014 consider DRY refactoring
- 2 'god files' with >500 LOC need decomposition
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a LICENSE file (MIT recommended for open source)
Security & Health
7.6h
Tech Debt (B)
Medium
DORA Rating
A
OWASP (100%)
Source: Repobility analyzer · https://repobility.com
PASS
Quality Gate
A
Risk (2)
Unknown
License
4.9%
Duplication
Languages
Frameworks
FastAPI pytest
Symbols
method178
function104
struct77
constant56
variable48
class18
interface4
type_alias2
Concepts (1)
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| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
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BinComp Dependency Hardening
All packages →2 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.