The library

cd-calculator · Rapid structural/environmental analysis in computational design workflows.

d3-viz · Custom data narratives where charting libraries lack flexibility.

data-driven-design · Defending design intent with ASHRAE/LEED compliance and thermal modeling.

find-kitchen33-datasets · When you need systematic discovery and verification of specialized datasets across multiple sources.

alberta-retention-tournament-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.

driver-menu-build · Building curated driver catalogs from event sources with blind naming.

wf-analyze · Go/no-go decisions on architecture changes when you want scored evidence from multiple dimensions plus adversarial challenge built in.

research · Synthesizing evidence on academic/technical topics when you need multi-modality (text+code+data) sweep plus two-stage extraction-enrichment pipeline.

{PROJECT_NAME}-autoresearch · Use when workflow operations need {PROJECT_NAME} autoresearch.

paper-review-literature · Use when workflow operations need paper review literature.

review-paper · Use when workflow operations need review paper.

deep-research · Use when workflow operations need deep research.

step3-specificity-methodology · Auditing bispecific therapeutic window via parallel research, synthesis, and adversarial critique.

ingest-mcluhan-understanding-media · Ingesting large multi-chapter books with deduplication and cross-chunk synthesis via chunked planners.

deep-research · Running multi-source research with web fetching, fact verification, and cited synthesis.

research · Fan-out web research, dedup sources, synthesize with citations, and fact-check claims.

verify-findings · Verify code audit findings using 3 independent skeptic lenses.

research-pipeline · Execute research through fan-out collection, dedup, and analysis phases.

claim_verifier · Verify document claims are grounded in cited sources.

cp-lit-scan · Systematically surveying a research frontier across multiple sub-topics to identify novel research gaps.

research-digest · Aggregating research signals from 7 heterogeneous sources with real-time relevance ranking and dedup.

mhpp-10-ablation · Ablation studies where solver agents invoke external tools themselves (agentic-tool pattern, not pre-generation).

contracts-finder-backfill · Large-scale procurement time-series ingestion where idempotency and resumability are critical.

ds-implement · Complex data structure implementations requiring correctness verification.

amf-landscape-2026-06 · Up-to-date AI model ecosystem analysis with concurrent data collection.

tradingflow · Analyzing multi-leg trading workflows with execution validation

hiraia-expand-wave · Building fact banks when you need medium-grained concept beats expanded into distinct trilingual (Tagalog/English/Bisaya) child-grade facts.

polymarket-reverse-engineer · Designing independent, first-principles trading strategies from observed edge patterns, falsifiable through rigorous gauntlet testing, without relying on wallet-copying.

hunt-and-abstract-tranche · Executing the hunt-and-abstract-tranche workflow.

loop-until-dry · Executing the loop-until-dry workflow.

multi-modal-sweep · Executing the multi-modal-sweep workflow.

gimle-ab-sweep · Running A/B experiments with parallel variant evaluation and statistical reporting.

verify-classify · Fact-check a claim when credibility and source tracing matter.

allergen-multispecies · Merge allergen data across species when conflict resolution and taxonomy consistency are needed.

allergen-classify-misses · Multi-pass allergen data cleanup when rules are complex and precision matters over speed

allergen-completeness · Final completeness pass over rejected rows when regex false-negatives are a known risk

mishkan-deep-research · In-depth multi-angle research reports where contradictory sources must be reconciled by skeptic review.

tournament-sort · Ranking hundreds of items by a nuanced criterion without exhausting a single agent's context window.

turbopuffer · Add semantic search to agent systems needing fast, scalable vector DB without managing infrastructure.

mcp-server · When you need mcp-server capabilities in your MCP stack

tavily-mcp · Multi-mode web research (search, extract, map, crawl) for autonomous agents

sic-codes · Classifying UK businesses by Standard Industrial Classification codes

crypto-mcp · When you need crypto-mcp capabilities in your MCP stack

clickhouse · Letting AI agents run analytical queries on ClickHouse without SQL editor.

mlb-mcp · Sports analytics agents analyzing player performance and game outcomes.

statscan-mcp · Canadian economic and demographic research using official government data.

mssql-mcp · Enterprise agents working with SQL Server data pipelines where direct database access is safer than APIs.

exa-mcp-server · Web research and content extraction requiring flexible crawling depth and live indexing.

seahboonkeong-chat-opendosm · Malaysian-specific data analytics and government statistics integration for regional AI apps.

mcp-server · E-commerce recommendation and shopping agents comparing products across Asian and US markets.