github-stars-mcp
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| LICENSE_KEY | No | License key for premium features (obtained via GitHub Sponsors). Optional. | |
| GITHUB_TOKEN | No | GitHub personal access token (optional, increases rate limit from 60 to 5000 requests/hour). No special scopes needed for public repos. | |
| DEEPSEEK_API_KEY | No | DeepSeek API key for AI-powered README optimization (premium feature). Optional. |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| analyze_repoA | Deep analysis of any GitHub repo: stars, forks, growth rate, contributors, languages. Free feature. |
| compare_reposB | Compare multiple GitHub repos by stars, forks, activity. Free feature. |
| optimize_readmeB | AI-powered README optimization to get more stars. PREMIUM feature (GitHub Sponsors). |
| find_similar_reposA | Find repos similar to yours (by topic/niche). Learn from what they do well. Free feature. |
| track_star_growthA | Track star growth over time (last 100 stargazers). Free feature. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
TDQS
Scored across 5 tools
Each tool has a clearly distinct purpose: analyzing a single repo, comparing multiple repos, finding similar repos, optimizing a README, and tracking star growth. No overlap or ambiguity.
All tool names follow a consistent verb_noun pattern in snake_case, e.g., analyze_repo, compare_repos, find_similar_repos, optimize_readme, track_star_growth.
With 5 tools, the set is well-scoped for a GitHub stars analytics server. It covers key operations without being too many or too few.
The tool surface covers the core domain comprehensively: single repo analysis, comparison, similarity discovery, README optimization, and growth tracking. No obvious gaps for the intended purpose.