Comparison
GAGE vs ollama
Verdict
Pick GAGE when gAGE is primarily Python; ollama is Go; pick ollama when ollama is primarily Go; GAGE is Python.
Markdown twin · GAGE alternatives · ollama alternatives
GraphCanon updated today
Trust & integrity
| Signal | GAGE | ollama |
|---|---|---|
| Maintenance | Steady (43d since push) As of today · github_public_v1 | Very active (1d since push) As of 3d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 3d · github_public_v1 |
| OSV dependency advisories | Published findings As of today · osv@v1 | Published findings As of 3d · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- GAGE
- General AI evaluation and Gauge Engine. A unified evaluation engine for LLMs, MLLMs, audio, and diffusion models.
- ollama
- Get up and running with various large language models using Ollama.
Stars
- GAGE
- 51
- ollama
- 176k
Forks
- GAGE
- 8
- ollama
- 17k
Open issues
- GAGE
- 3
- ollama
- 3.4k
Language
- GAGE
- Python
- ollama
- Go
Adopt for
- GAGE
- -
- 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
Persona
- GAGE
- -
- ollama
- -
Runtime
- GAGE
- -
- ollama
- -
License
- GAGE
- -
- ollama
- MIT license - permissive open-source licensing that allows for broad use of the tool.
Last pushed
- GAGE
- Jun 2, 2026
- ollama
- Jul 10, 2026
Categories
- GAGE
- AI Agents, Inference & Serving, LLM Frameworks
- ollama
- Inference & Serving, LLM Frameworks
Trust and health
Maintenance
- GAGE
- Steady (60%)
- ollama
- Very active (96%)
Days since push
- GAGE
- 43d
- ollama
- 1d
Open issues (now)
- GAGE
- 3
- ollama
- 3.4k
Full report
- GAGE
- Trust report
- ollama
- Trust report
Shared compatibility
- Python · GAGE: Python runtime · ollama: Python runtime
Choose GAGE if…
- GAGE is primarily Python; ollama is Go.
- Tags unique to GAGE: agent, game-arena, llm, llm-evaluation.
- Also covers AI Agents.
When NOT to use GAGE
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose ollama if…
- ollama is primarily Go; GAGE is Python.
- Ollama supports self-hosted and cloud-deployable models using Docker, Helm charts, and various package managers.
- Tags unique to ollama: deepseek, gemma, glm, go.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (HiThink-Research/GAGE) · observed Jul 15, 2026
- GitHub forks (HiThink-Research/GAGE) · observed Jul 15, 2026
- Last push (HiThink-Research/GAGE) · observed Jun 2, 2026
- License file (unknown) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- 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 on cards: GAGE 51 · ollama 176k (synced Jul 15, 2026).
Common questions
- What is the difference between GAGE and ollama?
- GAGE: General AI evaluation and Gauge Engine. A unified evaluation engine for LLMs, MLLMs, audio, and diffusion models.. ollama: Get up and running with various large language models using Ollama.. See the comparison table for live GitHub stats and shared categories.
- When should I choose GAGE over ollama?
- Choose GAGE over ollama when GAGE is primarily Python; ollama is Go; Tags unique to GAGE: agent, game-arena, llm, llm-evaluation; Also covers AI Agents.
- When should I choose ollama over GAGE?
- Choose ollama over GAGE when ollama is primarily Go; GAGE is Python; Ollama supports self-hosted and cloud-deployable models using Docker, Helm charts, and various package managers; Tags unique to ollama: deepseek, gemma, glm, go; 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 avoid GAGE?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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.
- Is GAGE or ollama more popular on GitHub?
- ollama has more GitHub stars (175,936 vs 51). Stars measure visibility, not whether either tool fits your constraints.
- Are GAGE and ollama open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to GAGE or ollama?
- GraphCanon lists graph-backed alternatives at GAGE alternatives and ollama alternatives (GAGE markdown twin, ollama 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, GAGE or ollama?
- GAGE: Steady. ollama: Very active. 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 GAGE and ollama?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: GAGE trust report; ollama trust report.