Gfi MCP Server

Finds open source issues where beginners actually succeed, ranked by a 0-100 beginner score.

Local serverstdioPython

What is the Gfi MCP Server?

Finds open source issues where beginners actually succeed, ranked by a 0-100 beginner score.

What you get

Most "good first issue" finders are glorified GitHub search wrappers. They happily hand you issues from abandoned repos, issues already claimed by three other contributors, and issues maintainers will never review.

Configuration and credentials

| | | |---|---| | Python | 3.12+ | | Package manager | uv (all commands go through uv) | | Auth | Optional — works without a token at 60 req/h; a PAT with public_repo scope (read-only) raises it to 5,000 req/h | ---

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Configuration

| | | |---|---| | Python | 3.12+ | | Package manager | uv (all commands go through uv) | | Auth | Optional — works without a token at 60 req/h; a PAT with public_repo scope (read-only) raises it to 5,000 req/h | ---

VariableDescriptionRequired
GITHUB_TOKENCredential the server authenticates with.Yes

Frequently asked questions

Finds open source issues where beginners actually succeed, ranked by a 0-100 beginner score. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.