Comparison
gemini-mcp-tool vs fastmcp
Verdict
Pick gemini-mcp-tool if gemini-mcp-tool is an MCP server enabling interactions between AI assistants and Google Gemini CLI for file analysis and codebase understanding; pick fastmcp if fastmcp is a Python library for building MCP servers and clients, designed to facilitate the Model Context Protocol (MCP) in AI development.
Markdown twin · gemini-mcp-tool alternatives · fastmcp alternatives
GraphCanon updated Sep 20, 2026
8views this month
vs
Trust & integrity
| Signal | gemini-mcp-tool | fastmcp |
|---|---|---|
| Maintenance | Steady (60d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 2026 · 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
- gemini-mcp-tool
- MCP server for AI assistant interaction with Google Gemini CLI
- fastmcp
- The fast, Pythonic way to build MCP servers and clients
Stars
- gemini-mcp-tool
- 2.3k
- fastmcp
- 28k
Forks
- gemini-mcp-tool
- 201
- fastmcp
- 2.4k
Open issues
- gemini-mcp-tool
- 28
- fastmcp
- 345
Language
- gemini-mcp-tool
- TypeScript
- fastmcp
- Python
Adopt for
- gemini-mcp-tool
- gemini-mcp-tool is an MCP server enabling interactions between AI assistants and Google Gemini CLI for file analysis and codebase understanding.
- fastmcp
- fastmcp is a Python library for building MCP servers and clients, designed to facilitate the Model Context Protocol (MCP) in AI development.
Persona
- gemini-mcp-tool
- -
- fastmcp
- -
Runtime
- gemini-mcp-tool
- -
- fastmcp
- -
License
- gemini-mcp-tool
- Other
- fastmcp
- fastmcp is licensed under the Apache-2.0 license, allowing for broad use in both open-source and commercial projects.
Last pushed
- gemini-mcp-tool
- Jul 21, 2026
- fastmcp
- Sep 17, 2026
Categories
- gemini-mcp-tool
- AI Agents, Developer Tools
- fastmcp
- AI Agents, Developer Tools
Trust and health
Maintenance
- gemini-mcp-tool
- Steady (60%)
- fastmcp
- Very active (96%)
Days since push
- gemini-mcp-tool
- 60d
- fastmcp
- 0d
Open issues (now)
- gemini-mcp-tool
- 28
- fastmcp
- 345
Stars delta
- gemini-mcp-tool
- +20 (30d)
- fastmcp
- +872 (30d)
Open issues delta
- gemini-mcp-tool
- 0 (30d)
- fastmcp
- +80 (30d)
Owner type
- gemini-mcp-tool
- User
- fastmcp
- Organization
Full report
- gemini-mcp-tool
- Trust report
- fastmcp
- Trust report
Choose gemini-mcp-tool if…
- gemini-mcp-tool is primarily TypeScript; fastmcp is Python.
- License: gemini-mcp-tool is Other, fastmcp is Apache-2.0.
- Tags unique to gemini-mcp-tool: ai-assistants, code-analysis, file-analysis, google-gemini-cli.
- gemini-mcp-tool ships an MCP server manifest.
- Use gemini-mcp-tool when you need to leverage the large-scale token window of Google Gemini for deep analysis on complex codebases or large files.
When NOT to use gemini-mcp-tool
- Avoid using gemini-mcp-tool if you are working within a restricted token window as it specializes in exploiting Gemini’s large token capacity.
- Do not use this tool for basic or small-scale code analysis tasks that do not require the scale and depth of Google Gemini's capabilities.
Choose fastmcp if…
- fastmcp is primarily Python; gemini-mcp-tool is TypeScript.
- License: fastmcp is Apache-2.0, gemini-mcp-tool is Other.
- Requirements: fastmcp can be added to your project using the uv package manager, but full installation instructions are available on the official documentation..
- Tags unique to fastmcp: agents, fastmcp, llms, mcp.
- Use fastmcp when you need to build MCP servers and clients in Python, as it provides a streamlined and Pythonic approach to implementing the Model Context Protocol.
When NOT to use fastmcp
- Avoid fastmcp if your project does not require the Model Context Protocol (MCP), as it is specialized for this protocol and may introduce unnecessary complexity.
- Do not use fastmcp if you are working in a language other than Python, as it is a Python-specific library and will not be compatible with other languages.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (jamubc/gemini-mcp-tool) · observed Sep 20, 2026
- GitHub forks (jamubc/gemini-mcp-tool) · observed Sep 20, 2026
- Last push (jamubc/gemini-mcp-tool) · observed Jul 21, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (PrefectHQ/fastmcp) · observed Sep 20, 2026
- GitHub forks (PrefectHQ/fastmcp) · observed Sep 20, 2026
- Last push (PrefectHQ/fastmcp) · observed Sep 17, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: gemini-mcp-tool 2.3k · fastmcp 28k (synced Sep 20, 2026).
Common questions
- What is the difference between gemini-mcp-tool and fastmcp?
- gemini-mcp-tool: MCP server for AI assistant interaction with Google Gemini CLI. fastmcp: The fast, Pythonic way to build MCP servers and clients. See the comparison table for live GitHub stats and shared categories.
- When should I choose gemini-mcp-tool over fastmcp?
- Choose gemini-mcp-tool over fastmcp when gemini-mcp-tool is primarily TypeScript; fastmcp is Python; License: gemini-mcp-tool is Other, fastmcp is Apache-2.0; Tags unique to gemini-mcp-tool: ai-assistants, code-analysis, file-analysis, google-gemini-cli; gemini-mcp-tool ships an MCP server manifest; Use gemini-mcp-tool when you need to leverage the large-scale token window of Google Gemini for deep analysis on complex codebases or large files.
- When should I choose fastmcp over gemini-mcp-tool?
- Choose fastmcp over gemini-mcp-tool when fastmcp is primarily Python; gemini-mcp-tool is TypeScript; License: fastmcp is Apache-2.0, gemini-mcp-tool is Other; Requirements: fastmcp can be added to your project using the uv package manager, but full installation instructions are available on the official documentation.; Tags unique to fastmcp: agents, fastmcp, llms, mcp; Use fastmcp when you need to build MCP servers and clients in Python, as it provides a streamlined and Pythonic approach to implementing the Model Context Protocol.
- When should I avoid gemini-mcp-tool?
- Avoid using gemini-mcp-tool if you are working within a restricted token window as it specializes in exploiting Gemini’s large token capacity. Do not use this tool for basic or small-scale code analysis tasks that do not require the scale and depth of Google Gemini's capabilities.
- When should I avoid fastmcp?
- Avoid fastmcp if your project does not require the Model Context Protocol (MCP), as it is specialized for this protocol and may introduce unnecessary complexity. Do not use fastmcp if you are working in a language other than Python, as it is a Python-specific library and will not be compatible with other languages.
- Is gemini-mcp-tool or fastmcp more popular on GitHub?
- fastmcp has more GitHub stars (27,718 vs 2,284). Stars measure visibility, not whether either tool fits your constraints.
- Are gemini-mcp-tool and fastmcp open source?
- Yes - both are open-source projects on GitHub (gemini-mcp-tool: Other, fastmcp: Apache-2.0).
- Where can I find alternatives to gemini-mcp-tool or fastmcp?
- GraphCanon lists graph-backed alternatives at gemini-mcp-tool alternatives and fastmcp alternatives (gemini-mcp-tool markdown twin, fastmcp 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, gemini-mcp-tool or fastmcp?
- gemini-mcp-tool: Steady. fastmcp: 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 gemini-mcp-tool and fastmcp?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: gemini-mcp-tool trust report; fastmcp trust report.