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Good First Issues

These are intentionally small contribution ideas that preserve GroundGuard's boundaries: local-first, no database, and no second LLM judge in the default path.

Extractors

  1. Add deterministic range percentage extraction for spans like 10-15%.
  2. Add tests for accounting-style negative numbers such as ($3.2M) and (3.2M).
  3. Add Markdown table extraction fixtures for finance and SaaS metrics.
  4. Improve basis-point versus percentage-point examples and tests.

Integrations

  1. Add an Anthropic tool-use recipe that records returned tool facts explicitly.
  2. Add a LlamaIndex query-engine recipe that checks generated answers after retrieval.
  3. Add a PydanticAI recipe showing FactGate in an agent result validator.
  4. Add an MCP server/client recipe that sends GroundGuard reports over the minimal HTTP gateway.

Reports And CI

  1. Add a golden fixture test for groundguard-report --format github.
  2. Add a small screenshot-ready PR comment example that shows a contradicted claim.

When opening an issue, include the smallest expected API or fixture first. Good GroundGuard contributions are narrow, deterministic, and easy to test.