Popular for its size, but the engineering basics lag behind the interest.
Alpha Vantage MCP Server
Documentation
81
No CONTRIBUTING.md found (−47 pts base + up to −53 pts more for content).
→ Add a CONTRIBUTING.md telling newcomers how to get involved. Include setup, code style, test, and PR instructions.
README is present.
README documents how to install the project.
Licensed under MIT.
Engineering
51
No linter or formatter configured.
→ Add [tool.ruff] to pyproject.toml. Ruff handles linting and formatting in one tool and replaces flake8, isort, and black.
No issue or PR templates found (−100 pts).
→ Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.
CI is configured (.github/workflows/deploy-web.yml).
Test files detected (mcp/tests).
Lockfile present (uv.lock). Installs are reproducible.
Project health
86
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- 19 / 58Commits (30d / 90d)
- 42Forks
- 0Releases
Community
- 50% - FairCommunity health
- —authors own >50% of commits
- 177Watchers
Responsiveness
- 11hMedian issue response
- 6hMedian PR merge time
- 1Open issues
Repository files20 root entries
- .githubGood: CI is configured (.github/workflows/deploy-web.yml).
- analytics
- api
- cli
- examples
- mcpGood: Test files detected (mcp/tests).
- scripts
- skills
- web
- .env.example
- .gitignoreGood: .gitignore present.
- .python-versionGood: Environment pinned via .python-version.
- CHANGELOG.md
- CLAUDE.md
- LICENSEGood: Licensed under MIT.
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: README is present.Good: README is well structured with multiple sections.Good: README includes screenshots or visuals. Great for first impressions.Good: README has code examples.Good: README links to a live demo or deployed app.Issue: No status badges in the README (−10 pts).Fix: Add CI/build status badges from shields.io or your CI provider to signal project health.Good: README documents how to install the project.Good: README documents how to run the project.
- samconfig.toml
- template.yaml
- uv.lockGood: Lockfile present (uv.lock). Installs are reproducible.