GraphCanon updated Oct 7, 2026 · GitHub synced Oct 7, 2026
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Decision brief
MGDebugger offers hierarchical debugging for various levels of code granularity, emphasizing efficient error resolution and improved debug accuracy.
Good fit when
- When you need to perform granular analysis on complex codes, progressing from subfunctions to the whole system to ensure precise error detection and correction.
- If your application requires high accuracy in bug fixing, MGDebugger has achieved a reported 100% success rate on benchmark tests like HumanEval with certain models like DeepSeek-R1.
Avoid when
- Avoid using MGDebugger if you operate primarily on Mac systems and do not require support for quantized models (as some essential dependencies are unsupported on MacOS).
- If your model does not align well with the DeepSeek-Coder-V2-Lite-Instruct or similar models, since the effectiveness of MGDebugger might vary without support for those particular frameworks.
- Pricing:
- freemium - MGDebugger is free to use under MIT license but may require users to manage model hosting costs and dependencies.
- Requirements:
- Min 4 GB RAM; Requires Python version 3.8 or later; vLLM version 0.6.0 or later must be installed for model inference
Observed Jul 17, 2026 · Source: enrich:decision_facts
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Maintenance and security
Full trust report- Maintenance
- Dormant (458d since push)
- As of Oct 7, 2026
- Provenance
- Not a fork · Personal account
- As of Oct 7, 2026
- Security (OSV)
- 111 low (111 low)
- As of Jul 11, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install MGDebuggerSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
MGDebugger is a hierarchical debugging method designed to resolve errors at various levels of granularity in large language models.
Capability facts
- Languages
- python
Source: github.language · Oct 7, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Oct 7, 2026)
- **Python**: Version 3.8 or later.Source link
Tags
README
<div align="center" <div align="center" <img src="figures/logo.png" alt="MGDebugger Logo" width="500"/ </div MGDebugger: Multi Granularity LLM Debugger </div For paper "From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging". 🔥Update: MGDe...
For agents
This page has a .md twin and JSON over the API.