Comparison
ollama vs MGDebugger
Verdict
Pick ollama when ollama is primarily Go; MGDebugger is Python; pick MGDebugger when mGDebugger is primarily Python; ollama is Go.
Markdown twin · ollama alternatives · MGDebugger alternatives
GraphCanon updated today
Trust & integrity
| Signal | ollama | MGDebugger |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Dormant (370d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | 52 low (52 low) As of today · osv@v1 | 111 low (111 low) As of today · osv@v1 |
Tagline
- ollama
- Get up and running with various large language models using Ollama.
- MGDebugger
- Multi-Granularity LLM Debugger [ICSE2026]
Stars
- ollama
- 176k
- MGDebugger
- 100
Forks
- ollama
- 17k
- MGDebugger
- 10
Open issues
- ollama
- 3.4k
- MGDebugger
- 0
Language
- ollama
- Go
- MGDebugger
- Python
Adopt for
- ollama
- Ollama is a Go-based platform that provides tools for deploying and managing large language models (LLMs) like Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma using docker images, package managers, cloud and
- MGDebugger
- -
Persona
- ollama
- -
- MGDebugger
- -
Runtime
- ollama
- -
- MGDebugger
- -
License
- ollama
- MIT license - permissive open-source licensing that allows for broad use of the tool.
- MGDebugger
- MIT
Last pushed
- ollama
- Jul 10, 2026
- MGDebugger
- Jul 6, 2025
Categories
- ollama
- LLM Frameworks, Inference & Serving
- MGDebugger
- LLM Frameworks, Inference & Serving, Computer Vision
Trust and health
Maintenance
- ollama
- Very active (96%)
- MGDebugger
- Dormant (18%)
Days since push
- ollama
- 1d
- MGDebugger
- 370d
Open issues (now)
- ollama
- 3.4k
- MGDebugger
- 0
Owner type
- ollama
- Organization
- MGDebugger
- User
Security scan
- ollama
- 52 low (52 low)
- MGDebugger
- 111 low (111 low)
Full report
- ollama
- Trust report
- MGDebugger
- Trust report
Shared compatibility
- Python · ollama: Python runtime · MGDebugger: Python runtime
Choose ollama if…
- ollama is primarily Go; MGDebugger is Python.
- Ollama supports self-hosted and cloud-deployable models using Docker, Helm charts, and various package managers.
- Tags unique to ollama: go, llms, llama, mistral.
- ollama ships Docker support for self-hosted deployment.
- Use Ollama when you require a multi-model platform supporting several large language models such as Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and intend to deploy in various cloud or
When NOT to use ollama
- Avoid using Ollama if you are only interested in a single LLM deployment and seek simplified, model-specific solutions with tailored support rather than a comprehensive multi-model platform.
Choose MGDebugger if…
- MGDebugger is primarily Python; ollama is Go.
- Tags unique to MGDebugger: automatic-program-repair, programming-languages, debugger, llm.
- Also covers Computer Vision.
When NOT to use MGDebugger
- Last GitHub push was 371 days ago (dormant maintenance, Jul 6, 2025). Validate activity before betting a new project on MGDebugger.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (ollama/ollama) · observed Jul 11, 2026
- GitHub forks (ollama/ollama) · observed Jul 11, 2026
- Last push (ollama/ollama) · observed Jul 10, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (YerbaPage/MGDebugger) · observed Jul 11, 2026
- GitHub forks (YerbaPage/MGDebugger) · observed Jul 11, 2026
- Last push (YerbaPage/MGDebugger) · observed Jul 6, 2025
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: ollama 176k · MGDebugger 100 (synced Jul 11, 2026).
Common questions
- What is the difference between ollama and MGDebugger?
- ollama: Get up and running with various large language models using Ollama.. MGDebugger: Multi-Granularity LLM Debugger [ICSE2026]. See the comparison table for live GitHub stats and shared categories.
- When should I choose ollama over MGDebugger?
- Choose ollama over MGDebugger when ollama is primarily Go; MGDebugger is Python; Ollama supports self-hosted and cloud-deployable models using Docker, Helm charts, and various package managers; Tags unique to ollama: go, llms, llama, mistral; ollama ships Docker support for self-hosted deployment; Use Ollama when you require a multi-model platform supporting several large language models such as Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and intend to deploy in various cloud or.
- When should I choose MGDebugger over ollama?
- Choose MGDebugger over ollama when MGDebugger is primarily Python; ollama is Go; Tags unique to MGDebugger: automatic-program-repair, programming-languages, debugger, llm; Also covers Computer Vision.
- When should I avoid ollama?
- Avoid using Ollama if you are only interested in a single LLM deployment and seek simplified, model-specific solutions with tailored support rather than a comprehensive multi-model platform.
- When should I avoid MGDebugger?
- Last GitHub push was 371 days ago (dormant maintenance, Jul 6, 2025). Validate activity before betting a new project on MGDebugger. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is ollama or MGDebugger more popular on GitHub?
- ollama has more GitHub stars (175,936 vs 100). Stars measure visibility, not whether either tool fits your constraints.
- Are ollama and MGDebugger open source?
- Yes - both are open-source projects on GitHub (ollama: MIT, MGDebugger: MIT).
- Where can I find alternatives to ollama or MGDebugger?
- GraphCanon lists graph-backed alternatives at ollama alternatives and MGDebugger alternatives (ollama markdown twin, MGDebugger markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, ollama or MGDebugger?
- ollama: Very active. MGDebugger: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for ollama and MGDebugger?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: ollama trust report; MGDebugger trust report.