github-issue-analyzer

Reading through hundreds of GitHub issues to spot patterns, find workarounds, or understand what competitors are mentioned takes hours. This agent does it for you — it ingests your repository's issues into a knowledge graph, enriches them with AI analysis, and lets you ask questions in plain English to get instant answers.

What you can ask

• "What are the most common categories of open issues?"
• "Are there any issues mentioning competitor X?"
• "Summarize the comments on issue #42"
• "Which issues have no workaround yet?"
• "What bugs have the most reactions?"
• "Show me all issues in the 'performance' category"

Tools

Tool	Description
queryNeo4j	Runs read-only Cypher queries against the knowledge graph
summarizeComments	Fetches and summarizes comments for a specific issue

Knowledge graph

Issues are stored as nodes with rich relationships:

• Categories — bug, feature, performance, docs, etc. (AI-assigned)
• Competitors — any competitor tools mentioned in the issue body or comments
• Workarounds / Solutions — extracted by OpenAI and stored as linked nodes
• Keywords — salient terms for search and clustering
• Users — authors and commenters

Ingestion

Runs automatically on startup. Set SYNC_MODE=schedule for incremental syncs (only fetches issues updated since the last run). Control scope with GITHUB_OWNER, GITHUB_REPO, and ISSUE_LIMIT build args in astropods.yml.