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9 changes: 2 additions & 7 deletions CONTRIBUTING.md
Original file line number Diff line number Diff line change
Expand Up @@ -886,15 +886,10 @@ agent self-eval mode).
Good entry points, in rough order of ramp-up cost:

1. **Pick a [`good first issue`](https://github.com/apache/magpie/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22).**
The current backlog has 24+ such issues, including 22 net-new
tool / adapter bridges and per-CLI runtime ports tracked at
[#301–#322](https://github.com/apache/magpie/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22+sort%3Acreated-desc).
The current backlog has several such issues.
Before you start work, please leave a comment on the issue so a
maintainer can assign it to you. That keeps two people from working
on the same issue at the same time.
Two clusters:
- **Tool bridges** ([#301–#312](https://github.com/apache/magpie/issues/301)) — JIRA write path, Bugzilla, IMAP / mbox concrete wiring, GitLab, Mailman 3 / Hyperkitty, Discourse, Zulip, Matrix, Forgejo, OSV.dev, Pagure.
- **Agent-CLI runtime adapters** ([#313–#322](https://github.com/apache/magpie/issues/313)) — Codex, Gemini, local-LLM, Cursor, Aider, gh-copilot, Goose, Amazon Q, Junie, OpenHands.

Each issue is self-contained: tool location, suggested
capabilities, why-useful context, references to existing tools
Expand All @@ -908,7 +903,7 @@ Good entry points, in rough order of ramp-up cost:
from that report is high-value.

3. **Eval fixtures.** [`tools/skill-evals/evals/`](tools/skill-evals/evals/)
has 380+ cases across 18 skills, but every skill could use more
has 1000+ cases across all skills, but every skill could use more
edge cases. A new fixture is a directory with `input.json` +
`expected.json` + a `README.md` describing the scenario.
Lower friction than skill code changes — no model behaviour
Expand Down