Comparison
mcp vs gpustack
Verdict
Pick mcp if mCP provides open-source implementations of servers and clients for Model Context Protocol tailored for AWS, supporting Python; pick gpustack if gpustack is a Python-based tool for managing GPU clusters focused on efficient AI model inference and on-demand SSH-accessible GPU instances.
Markdown twin · mcp alternatives · gpustack alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | mcp | gpustack |
|---|---|---|
| Maintenance | Very active (1d since push) As of 1mo · github_public_v1 | Very active (0d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1mo · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- mcp
- Open source MCP Servers for AWS
- gpustack
- A GPU cluster manager for high-performance AI model serving and on-demand SSH-accessible GPU instances
Stars
- mcp
- 9.5k
- gpustack
- 5.5k
Forks
- mcp
- 1.7k
- gpustack
- 609
Open issues
- mcp
- 326
- gpustack
- 673
Language
- mcp
- Python
- gpustack
- Python
Adopt for
- mcp
- MCP provides open-source implementations of servers and clients for Model Context Protocol tailored for AWS, supporting Python.
- gpustack
- gpustack is a Python-based tool for managing GPU clusters focused on efficient AI model inference and on-demand SSH-accessible GPU instances.
Persona
- mcp
- -
- gpustack
- -
Runtime
- mcp
- -
- gpustack
- -
License
- mcp
- Distributed under the Apache-2.0 license, allowing free use, modification and distribution but with no warranty.
- gpustack
- Apache-2.0
Last pushed
- mcp
- Jul 25, 2026
- gpustack
- Aug 7, 2026
Categories
- mcp
- Inference & Serving
- gpustack
- Inference & Serving
Trust and health
Days since push
- mcp
- 1d
- gpustack
- 0d
Open issues (now)
- mcp
- 326
- gpustack
- 673
Full report
- mcp
- Trust report
- gpustack
- Trust report
Choose mcp if…
- Tags unique to mcp: aws, mcp, modelcontextprotocol.
- When you need an open-source solution specifically designed to work with the AWS environment for deploying and managing model context protocols.
- More GitHub stars (9.5k vs 5.5k) - visibility, not fit.
When NOT to use mcp
- Avoid MCP if your application does not run within an AWS ecosystem, as its integration with AWS-specific components may offer limited utility outside this environment.
- Do not use mcp if your primary development language is not Python, given that the service implementations are exclusively in Python and may require substantial adaptation for other languages.
Choose gpustack if…
- Requirements: Requires Docker.
- Tags unique to gpustack: ascend, cuda, deepseek, distributed-inference.
- When you need to manage multiple GPUs for high-performance inference tasks with models like vLLM or SGLang.
When NOT to use gpustack
- If your deployment constraints do not permit the use of Docker containers and there is a need for bare-metal deployments without containerized solutions.
- When the tool-specific focus on certain models like vLLM or SGLang does not align with the model ecosystem preferred by your team.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (awslabs/mcp) · observed Jul 26, 2026
- GitHub forks (awslabs/mcp) · observed Jul 26, 2026
- Last push (awslabs/mcp) · observed Jul 25, 2026
- License file (Apache-2.0) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (gpustack/gpustack) · observed Aug 7, 2026
- GitHub forks (gpustack/gpustack) · observed Aug 7, 2026
- Last push (gpustack/gpustack) · observed Aug 7, 2026
- License file (Apache-2.0) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: mcp 9.5k · gpustack 5.5k (synced Jul 26, 2026).
Common questions
- What is the difference between mcp and gpustack?
- mcp: Open source MCP Servers for AWS. gpustack: A GPU cluster manager for high-performance AI model serving and on-demand SSH-accessible GPU instances. See the comparison table for live GitHub stats and shared categories.
- When should I choose mcp over gpustack?
- Choose mcp over gpustack when Tags unique to mcp: aws, mcp, modelcontextprotocol; When you need an open-source solution specifically designed to work with the AWS environment for deploying and managing model context protocols; More GitHub stars (9.5k vs 5.5k) - visibility, not fit.
- When should I choose gpustack over mcp?
- Choose gpustack over mcp when Requirements: Requires Docker; Tags unique to gpustack: ascend, cuda, deepseek, distributed-inference; When you need to manage multiple GPUs for high-performance inference tasks with models like vLLM or SGLang.
- When should I avoid mcp?
- Avoid MCP if your application does not run within an AWS ecosystem, as its integration with AWS-specific components may offer limited utility outside this environment. Do not use mcp if your primary development language is not Python, given that the service implementations are exclusively in Python and may require substantial adaptation for other languages.
- When should I avoid gpustack?
- If your deployment constraints do not permit the use of Docker containers and there is a need for bare-metal deployments without containerized solutions. When the tool-specific focus on certain models like vLLM or SGLang does not align with the model ecosystem preferred by your team.
- Is mcp or gpustack more popular on GitHub?
- mcp has more GitHub stars (9,503 vs 5,454). Stars measure visibility, not whether either tool fits your constraints.
- Are mcp and gpustack open source?
- Yes - both are open-source projects on GitHub (mcp: Apache-2.0, gpustack: Apache-2.0).
- Where can I find alternatives to mcp or gpustack?
- GraphCanon lists graph-backed alternatives at mcp alternatives and gpustack alternatives (mcp markdown twin, gpustack 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, mcp or gpustack?
- mcp: Very active. gpustack: 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 mcp and gpustack?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mcp trust report; gpustack trust report.