sc-elections-mcp
22 tools
South Carolina campaign finance, election results, donor overlap, and public disclosures.
Tools & resources
Useful things, published in public.
Tools for navigating public information, guides for building better AI systems, and source code for anyone who wants to see how the machinery works.
- 4
- Public tools
- 6
- Guides
- 4
- MCP servers
Everything here began as a practical answer to a problem I kept encountering. The public versions are free to use, inspect, and adapt.
Use a tool
Start with a question, not a database.
These interfaces translate fragmented public records into something closer to a useful conversation.
Read a guide
Patterns learned through use, failure, and another pass.
Build from source
The working parts are open.
The MCP servers below expose public information as structured tools for AI clients. They are published on GitHub and npm, alongside smaller implementation patterns from client and research work.
sc-legislature-mcp
18 tools
Bills, committees, schedules, members, and direct access to thousands of hearing recordings.
tn-elections-mcp
22 tools
Tennessee state and county campaign-finance data across fourteen counties.
Patterns & field notes
Smaller lessons, written down.
AI & content
AI Image Generation
Identity-preserving portrait generation, hairstyle libraries, and repeatable scene workflows.
Gemini Vision OCR
Compression, model selection, and batch patterns for OCR and handwriting transcription.
Large Document Processing
Scout-before-reading, chunking, checkpointing, and context-budget strategies.
Data & infrastructure
Data Deduplication Patterns
Exact and fuzzy matching strategies for CSV, Airtable, and BigQuery.
Airtable Bulk Operations
Batch updates, project consolidation, formulas, and silent-failure debugging.
DNS & Email Authentication
Practical SPF, DKIM, and DMARC setup for Google Workspace and Mailchimp.
Google Drive Operations
Shared Drive decisions, workspace automation patterns, and common failure modes.