The library

ara-research-manager · Manage multi-version research artifact evolution with checkpoints, exploration branching, and job resumption tracking.

ara-rigor-reviewer · Verify ARA claims are grounded in actual source evidence, detect hallucinations, and flag unsourced assertions before publication.

mfe-emergence · Analyzing chaos, bifurcations, fractals, and emergent behavior in nonlinear dynamical systems with quantified complexity metrics.

mfe-waves · Analyzing complex functions and signals using Fourier theory, residue calculus, and analytic continuation.

572-usage-guide_b6c0a8e7 · Fetches AI-predicted protein structures with B-factor confidence scores for structural analysis.

sigreg · When sigreg guidance needs expert judgment beyond generic alternatives.

perplexity-2 · Getting AI-synthesized answers grounded in current web sources with citations, faster than manual research.

optimize-model-compute · Balancing predictable SLA-critical workloads (reserved) with cost-flexible ad-hoc queries (on-demand).

detection-coverage-analysis · Quickly finding detection gaps in ransomware/APT/persistence tactics without token waste.

agent-analytics · Running lightweight A/B tests on headlines and CTAs without backend infrastructure changes when you want agents to own experiment decisions

PDF Processing Pro · Batch processing structured PDFs (forms, reports) in production when you need robust error handling and type validation

amplitude-automation · Programmatically sending custom events to Amplitude and managing user cohorts when you need machine-readable user property operations

coinpaprika-api · Getting current and historical crypto prices without authentication.

datadog-automation · Query production metrics and logs with alert creation across multi-service infrastructure.

dexpaprika-api · Query cross-chain DeFi liquidity and token prices across 34+ blockchains in one request.

google-analytics-automation · Export GA4 data for custom analysis, funnel analysis, and pivot reports without logging into Google Analytics UI.

googlesheets-automation · Batch-append data from APIs or CSVs to shared sheets, or query sheets as a lightweight database.

mixpanel-automation · Real-time analytics dashboards and behavior segmentation for multi-channel product validation.

morning-ai · AI researchers and founders who need daily curated AI news across 80+ entities without managing multiple newsletters.

posthog-automation · Automating multi-step SaaS workflows via unified MCP toolkit with consistent error handling.

segment-automation · Automating multi-step SaaS workflows via unified MCP toolkit with consistent error handling.

last30days — Rolling Topic Research Skill · When answering 'what happened with X this month' beats a single web search by merging high-signal sources with dated context

update-cite-count · When maintaining rankings of research papers that should remain sorted by current citation count without manual data entry

walmart-review-checker · When validating Walmart product review integrity or detecting review manipulation.

ngs-epigenomics-peaks · Dispatching ATAC-seq, ChIP-seq, CUT&RUN, and CUT&Tag analysis to assay-specific QC, alignment, peak-calling, and differential workflows.

hard-predict-future · Future-oriented questions requiring quantitative rigor

soft-predict-future · Prediction questions that need scenario planning

document-processing-xlsx · Spreadsheet automation and data extraction

web_search_enricher · Filling postal code → municipality gaps in data records when deterministic database lookups fail and confidence is low.

alphaear-sentiment · Scoring sentiment on bulk financial news when local FinBERT speed outweighs LLM latency.

seo-data · Querying real SEO metrics (GSC/GA4/Bing) directly against user's own verified properties.

bbc-skill · Quantifying audience sentiment when qualitative comment analysis beats binary metrics.

clinical-nlp-extractor · Extracting structured medical data from unstructured clinical notes at scale.

os-improvement-report · Tracking and visualizing agent loop improvement trends over cycles

vector-db-audit · When you need O(1) keyword lookup across RLM summaries without semantic search overhead.

vector-db-cleanup · When RLM Phase 1 keyword search is insufficient and semantic nearest-neighbor matching is needed.

vector-db-ingest · When RLM Phase 1/2 results are insufficient and you need precise regex or exact-match lookup.

quant-analyst · When backtesting trading strategies with proper risk metrics and out-of-sample validation.

kegg-analysis · When performing multi-step bioinformatics analysis (enrichment, drug targets, cross-species comparison).

sheets-cli · When you need programmatic control of Google Sheets without leaving the terminal.

Chart Visualization · When you need to communicate data insights through visual formats.

hf-download · Fetching HuggingFace models with automatic exponential backoff on rate limits.

hf-init · One-time setup of HuggingFace datasets with standard ADR 081 structure.

hf-upload · Persisting agent learnings and semantic caches to HuggingFace with tags.

bio-experimental-design-batch-design · Biologists designing multi-batch sequencing to make batch effects correctable

jupyter-to-marimo · Converting Jupyter notebooks to marimo interactive Python scripts.

scientific-thinking · Using scientific thinking when use when interpreting research findings, evaluating scientific evidence, analyzing mechanisms, comparing competing hypotheses, designing experiments, or constructing scientific arguments..

bigquery-cost-optimization · Switching between on-demand and slots pricing with cost-per-query benchmarking.

bigquery-optimization · Query performance tuning when existing queries exceed slot budget or memory limits.

bigquery-query-generation · Auto-generating idiomatic BigQuery SQL from natural language requirements.