Problem:
- get_valuation_comparables failed with 61,565 tokens (exceeded 25K MCP limit)
- Large MULTIPOLYGON shape data consumed ~40-50% of response tokens
- Not useful for LLM analysis, only bloating responses
Solution:
1. Added strip_bloat_fields() helper to remove:
- shape: Large coordinate data
- sourceorder: Internal ordering field
- source_polygon_id: Internal reference field
2. Applied to 5 MCP tools returning deal data:
- get_deals_by_radius
- get_street_deals
- find_recent_deals_for_address
- get_neighborhood_deals
- get_valuation_comparables
3. Reduced get_valuation_comparables default max_comparables: 200 → 50
Results:
- Token usage reduced by ~87% (61K → ~7-8K tokens)
- All tools now work within MCP token limits
- Cleaner, more efficient responses
- No loss of useful data for LLM analysis
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Refactor repetitive try-except blocks using _safe_calculate_metric helper
function to reduce code duplication and improve maintainability.
Changes:
- Add _safe_calculate_metric helper to centralize error handling
- Remove misleading default values (0/"unknown") in summary fields
- Use None defaults instead to clearly indicate unavailable data
- Add final newline to file per convention
This prevents LLMs from misinterpreting 0 as "zero investment potential"
when it actually means "data unavailable".
Addresses PR #2 review comments on lines 733, 749, and 759.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Nitzan Pomerantz