Ics Spec
C 67 completed
Library
cli / json · tiny
28
Files
10,182
LOC
0
Frameworks
5
Languages
Pipeline State
completedRun ID
#372880Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
60.00Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:34Deduplication group #53230
Member of a group with 7 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionData/ML
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/
AI Prompt
Create a command-line interface (CLI) tool suite based on the Instruction Contract Specification (ICS). I need three main utilities: one to validate an instruction file against the ICS rules, another to analyze an instruction file for token usage across multiple invocations, and a third for live testing against an LLM API. The project should use Python, and I need to incorporate the provided specification documents and example data structures.
python cli json llm specification validation command-line
Generated by gemma4:latest
Catalog Information
The ics-tools project provides reference tools for working with the Instruction Contract Specification (ICS).
Description
This project offers a collection of tools related to the Instruction Contract Specification (ICS), aiming to facilitate its implementation and usage. The tools are designed to support developers in understanding and utilizing ICS, making it easier to work with this specification.
الوصف
هذا المشروع يقدم مجموعة من الأدوات المتعلقة بمعيار الإجراء المكتوب (ICS)، بهدف تسهيل تنفيذه و استخدامه. تم تصميم هذه الأدوات لتعزيز فهم وتطبيق معيار ICS، مما يجعل من السهل العمل مع هذا المعيار.
Novelty
3/10Tags
instruction-contract-specification reference-tools ics-implementation developer-support
Technologies
anthropic openai
Quality Score
C
66.9/100
Structure
67
Code Quality
58
Documentation
65
Testing
55
Practices
73
Security
100
Dependencies
60
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (33% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- 112 duplicate lines detected \u2014 consider DRY refactoring
- 2 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Add a LICENSE file (MIT recommended for open source)
Security & Health
5.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Same scanner, your repo: https://repobility.com — Repobility
MIT
License
3.5%
Duplication
Languages
Frameworks
None detected
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | ICS defines a deterministic, token-aware contract for structuring instructions provided to Large Language Models (LLMs). | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Data/ML | data-ml | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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