Finds open source issues where beginners actually succeed, ranked by a 0-100 beginner score.
Finds open source issues where beginners actually succeed, ranked by a 0-100 beginner score.
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.
| | | |---|---| | 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 | ---
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
| | | |---|---| | 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 | ---
| Variable | Description | Required |
|---|---|---|
| GITHUB_TOKEN | Credential the server authenticates with. | Yes |
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
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Fetch web pages using Chrome/Edge browser with auth, anti-bot, and JavaScript rendering support
Bidirectional AI agent collaboration — spawn and communicate with any agent CLI
Write, check, run and compile A0 programs through revision-checked structured edits.