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GitLink CLI Agent Workflow Enhancement Suite

1. Background

GitLink CLI serves both human maintainers and AI Agents. The competition focuses on intelligent open-source contribution workflows, where structured analysis, stable output, and safe automation matter more than raw command count.

2. Problem

Open-source maintenance often suffers from:

Issue backlog and delayed triage
High PR review cost
Repetitive release note preparation
Lack of structured repository health evaluation
AI Agents needing stable, machine-readable output

3. Solution

This project extends GitLink CLI with the GitLink CLI Agent Workflow Enhancement Suite.

Implemented now:

workflow +triage
workflow +health
workflow +pr-summary
workflow +repo-report
read-only GitLink fetch layer for workflow triage and health
read-only PR metadata, changed files, and commits fetch layer for PR summary
partial read-only repository report aggregation for health, issues, and PR list metadata
expanded fetch boundary tests for empty responses, label and author normalization, error-in-body handling, alternative activity timestamps, release shapes, and CI unavailability
local-first analysis with no LLM dependency
stable Agent-facing JSON / table / markdown output

Planned next:

workflow +release-notes
workflow +stale

4. Technical Route

Go + Cobra + existing shortcut architecture
rule-based analysis
stable DTOs
json / table / markdown renderers
en / zh-CN message mapping
no LLM dependency
local-first, dry-run-safe workflow design

5. Implemented Features

Command	Status	Main Value
`workflow +triage`	Done	Issue classification, priority, missing information, and actions
`workflow +health`	Done	Repository health score, risk level, and recommendations
`workflow +pr-summary`	Done	PR risk, review focus, test suggestions, and merge checklist
`workflow +repo-report`	Done	Aggregated repository workflow report for maintainers and Agents
`workflow +release-notes`	Planned	Release note generation from PR titles and commits
`workflow +stale`	Planned	Stale issue and PR analysis

workflow +triage

issue type detection
priority scoring
confidence scoring
missing information detection
risk flags
recommended action
suggested comment
reasoning and matched rules

workflow +health

health score
risk level
metrics
scoring notes
recommendations
unknown metric tolerance

workflow +pr-summary

change type detection
risk level analysis
review focus generation
test suggestion generation
merge checklist generation
read-only fetch of PR metadata, changed files, and commits

workflow +repo-report

one-command repository workflow report
health, issue triage, and PR summary aggregation
report score and overall risk level
partial report behavior when optional remote sections fail
markdown output for competition and maintainer reports
JSON output for Agent consumption

6. Innovation Points

Agent-native structured output
rule-based intelligence without external LLM dependency
explainable workflow decisions
safety-first local analysis
bilingual command output
extensible workflow command design
competition-friendly incremental PR path

7. Testing and Verification

Unit tests cover triage, health scoring, messages, rendering, and command helpers.
Fetch-layer tests cover issue normalization, repository health probing, and PR metadata/file/commit normalization with httptest.
Boundary tests cover empty responses, label and author normalization, error-in-body handling, alternative activity timestamps, release response shapes, and CI unavailability.
PR summary tests cover docs-only, workflow code, internal client, security-sensitive, mixed-file, zh-CN, render, command, and fetch-failure cases.
Repo report tests cover aggregation, scoring, JSON/table/markdown rendering, command wiring, local JSON input, partial fetch behavior, and include flags.
Local command examples were executed successfully.
Full repository testing passed in the current environment.
Automated tests use httptest and do not depend on real remote API availability.

8. Demonstration Plan

Official repository

Use Gitlink/gitlink-cli as the reference repository:

workflow +triage with English table output
workflow +triage with security JSON output
workflow +triage with Chinese markdown output
workflow +health with table output
workflow +health with risky JSON output
workflow +pr-summary with markdown output
workflow +repo-report with markdown output for the full competition story
Explain how agents consume stable JSON

Self-built test repository

Use a small demo repository to show:

bug triage
security triage
docs triage
healthy repo score
risky repo score
full repo report from shortcuts/workflow/testdata/repo_report.json

9. Roadmap

Phase 1: local workflow prototype, completed
Phase 2: API fetch and normalization, completed
Phase 3: pr-summary, completed
Phase 4: repo-report, completed
Phase 5: release-notes, stale

10. PR Plan

PR 1: workflow rule engine and local commands
PR 2: documentation and tests
PR 3: API fetch layer
PR 4: pr-summary
PR 5: repo-report
PR 6: release-notes / stale

11. Evaluation Mapping

Criterion	Evidence
功能完整性 20%	Four implemented commands cover Issue triage, health scoring, PR summary, and repo report
创新性 20%	Agent-native JSON, explainable rules, local-first safety model, repository workflow report
实用价值 20%	Reduces maintainer triage/review overhead and creates copy-ready markdown reports
文档与演示 20%	README, design doc, test report, competition write-up, demo script, defense Q&A
成果落地 20%	Prepared for GitLink official PR, CI verification, and maintainer review iteration

12. Landing Plan

Push the implementation branch to the public repository.
Create a GitLink official PR against Gitlink/gitlink-cli.
Record CI result and PR URL in docs/final-submission-checklist.md.
Respond to maintainer review over the expected 1-2 week review cycle.
Keep release-notes and stale as follow-up work instead of expanding this PR further.

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