Koloss V2
F 49 completed
Other
unknown / rust · tiny
38
Files
4,666
LOC
0
Frameworks
3
Languages
Pipeline State
completedRun ID
#394463Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
29.80Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47855
Member of a group with 1 similar repo(s) — canonical #57519 view group →
Top concepts (2)
Project DescriptionCLI Tool
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
AI Prompt
Create a pure Rust symbolic reasoning engine, similar to KOLOSS v2. I need it to function as an autonomous reasoning system that doesn't rely on LLMs for core logic. The architecture should include modules for reasoning (like a DPLL SAT solver and a Prolog-like rule engine), synthesis (with primitives for grid transformations and program evolution), and memory management (including a knowledge graph and fact compression). It should also have components for perception, such as loading ARC task JSONs, and self-improvement mechanisms like fitness scoring and rule mutation. The main entry point should be a CLI orchestrator.
rust symbolic-reasoning cli ai logic solver knowledge-graph program-synthesis
Generated by gemma4:latest
Catalog Information
A pure Rust symbolic reasoning engine designed to replace LLM-dependent architectures with deterministic, self-improving intelligence.
Description
A pure Rust symbolic reasoning engine designed to replace LLM-dependent architectures with deterministic, self-improving intelligence.
Novelty
3/10Tags
rust symbolic-reasoning cli ai logic solver knowledge-graph program-synthesis
Claude Models
claude-opus-4-6
Quality Score
F
48.8/100
Structure
47
Code Quality
52
Documentation
32
Testing
0
Practices
78
Security
100
Dependencies
60
Strengths
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- No CI/CD configuration \u2014 manual testing and deployment
- 1 files with critical complexity need refactoring
- 677 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
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
6.6h
Tech Debt (C)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (15)
Repobility · MCP-ready · https://repobility.com
MIT
License
3.2%
Duplication
Languages
Frameworks
None detected
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility (the analyzer behind this table) · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | A pure Rust symbolic reasoning engine designed to replace LLM-dependent architectures with deterministic, self-improving intelligence. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | CLI Tool | cli | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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