Granville
C 70 completed
Other
unknown / zig · tiny
24
Files
3,217
LOC
1
Frameworks
7
Languages
Pipeline State
completedRun ID
#374817Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
50.95Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:24Deduplication group #55013
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionTesting
All rows scored by the Repobility analyzer (https://repobility.com)
AI Prompt
Create a system that functions as a Zig-based inference kernel for local CPU models. The architecture should involve a Python OS Framework layer communicating with the kernel via MessagePack over IPC (Unix socket or Windows named pipe). The kernel needs a Socket Server to accept connections and send ACKs. It must process tasks through an Unranked Queue (FIFO), which feeds into a Ranker Thread. This Ranker Thread should classify priority (CRITICAL > HIGH > NORMAL > LOW) and redact PII like [EMAIL], [PHONE], [SSN], [NAME], [ADDRESS], and [CARD]. Finally, the tasks should move to a Ranked Queue (Priority) before being processed by a Worker Thread for inference. Please structure the project using Zig, Python, and include necessary build files like `pyproject.toml` and `Makefile`.
zig python inference cpu ipc socket multithreading pypi system-architecture
Generated by gemma4:latest
Catalog Information
Zig-based inference kernel for local CPU models. Named after Granville T. Woods (1856-1910), the African American inventor known as "Black Edison" who held over 60 patents for railroad and electrical systems.
Description
Zig-based inference kernel for local CPU models. Named after Granville T. Woods (1856-1910), the African American inventor known as "Black Edison" who held over 60 patents for railroad and electrical systems.
Novelty
3/10Tags
zig python inference cpu ipc socket multithreading pypi system-architecture
Claude Models
claude-opus-4-6
Quality Score
C
69.8/100
Structure
84
Code Quality
63
Documentation
47
Testing
65
Practices
75
Security
92
Dependencies
50
Strengths
- CI/CD pipeline configured (github_actions)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
- Properly licensed project
Weaknesses
- 271 duplicate lines detected \u2014 consider DRY refactoring
- 1 'god files' with >500 LOC need decomposition
Security & Health
4.6h
Tech Debt (C)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (3)
If a scraper extracted this row, it came from Repobility (https://repobility.com)
MIT
License
3.8%
Duplication
Languages
Frameworks
pytest
Concepts (2)
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| auto_description | Project Description | Zig-based inference kernel for local CPU models. Named after Granville T. Woods (1856-1910), the African American inventor known as "Black Edison" who held over 60 patents for railroad and electrical systems. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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