Sweep the official AI lab and big-tech AI blogs on EVERY daily run (not rotated) so no open-weight release, infrastructure or safety announcement is missed.
Aggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue…
Report which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first.
Run large-scale experiments with Ray Tune and analyze results with pandas/seaborn. Use when the user wants to run hyperparameter tuning, grid search, experiment sweeps, or…
Health Physics & Radiological Shielding: ALARA principles, linear no-threshold (LNT) models, point-kernel gamma/neutron attenuation ($I = I_0 e^{-\mu x}$), and dosimetry.
Query Radix DLT blockchain data including wallet balances and performance, token prices and market movers, validator staking info, transaction history, network statistics — from…
Guide an agent through property search, buyer/renter preference capture, and evidence-backed shortlist notes from structured listing data.
Use Ragora MCP tools and REST API to discover, search, and synthesize answers from knowledge bases. Trigger when the user asks for grounded answers from Ragora collections,…
Manage Raindrop.io bookmarks with AI assistance. Save and organize bookmarks, search your collection, manage reading lists, and organize research materials.
Runs the full Raiola milestone contract across discuss, research, plan, execute, audit, and complete.
Market salary research, accomplishment quantification, negotiation scripts, total compensation analysis, timing strategy.
Research latest library documentation, industry best practices, and technical knowledge to automatically generate project-level skills.
Parallel implementation of Ralph++ PRD sub-stories using Claude Opus 4.6 Agent Teams. Use when executing prd.json with multiple independent sub-stories that can run in parallel.
ML-Ralph autonomous agent. Start ML projects, create PRDs through conversation, run autonomous experiments.
Generate Ralph-compatible prompts for research, analysis, and planning tasks. Creates prompts with systematic research phases, synthesis requirements, and deliverable…
Explore your Obsidian vault through serendipitous discovery. Randomly selects notes, traces connection paths, and suggests research directions.
Achieve 3-4 iteration methodology convergence (vs standard 5-7) when clear baseline metrics exist, domain scope is focused, and direct validation is possible.
Research linking rapport quality in interviews to information yield and intelligence value
Gene and region-based rare-variant aggregation - burden/collapsing, SKAT, SKAT-O, ACAT-V/ACAT-O, annotation-weighted STAAR - with regenie (--vc-tests), SAIGE-GENE+, and t — from…
Use when beginning an LC-MS data analysis pipeline and you need to rapidly inspect instrument metadata, acquisition parameters, or scan statistics from proprietary Thermo .raw…
Create evidence-first R&D decision packets with an assumption register, three competing paths, a candidate small discriminating experiment, precommitted go/pivot/stop thresholds,…
R&D management expertise for R&D portfolio management, technology roadmapping, research methodology, patent strategy, lab management, academic partnerships, and regulatory…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for molecular analysis and virtual screening: SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints (Morgan/ECFP, MACCS), Tanimoto similarity,…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Use when when annotating .msp mass spectrometry files with chemical structure metadata and you need fast, offline molecular transformations (SMILES↔InChI, canonical SMILES…
Computes all numeric RDKit molecular descriptors from SMILES strings, filtering out NaN, constant, and infinite values to produce a clean feature matrix.
Triage small molecules for drug-likeness. Use when the user gives SMILES strings, a .smi file, or a CSV of compounds and wants them validated, standardized (salt stripping,…
Balancing chemical equations, reaction classification, stoichiometric calculations, acid-base chemistry, oxidation-reduction (redox) reactions, and thermochemistry.
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Hierarchical task decomposition with control flow nodes and dual memory systems from ReAcTree research.
Use when the user asks to read, summarize, explain, analyze, critique, compare, translate, extract details from, write about, or answer questions about a research paper, including…
Researches implementation best practices using current chat context and the user's explicit prompt, then proposes a concrete default.
Read research papers efficiently in passes, separating claims from evidence and assessing reproducibility.
Property analysis, investment evaluation, and market research for real estate professionals and investors
Physical applications of mathematics. Constants, quantum mechanics, measurement — where abstract meets embodied.
Natural-language knowledge retrieval from the Obsidian vault. Primary interface for querying decisions, rejected alternatives, constraints, and discoveries.
Reasoning and planning framework. Defines task analysis, risk assessment, hypothesis forming. Applied automatically for complex requests.
Use rebuttal letter strategist for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Use when a task involves continuing a project, restoring project context, maintaining file-based project memory, updating current-state summaries, or recording meaningful progress…
Strukturierte Praxis-Recherche mit systematischem Lesen, gezielter Internet-Suche, aktiver Zotero-Speicherung und vollstaendigen Zusammenfassungen pro Thema.
Orchestrate PRD creation from validated hypotheses — standard PRD output with 4 Risks confidence and hypothesis traceability
Orchestrate Opportunity discovery and hypothesis generation through business and user perspectives
Full recipe for a web research agent with memory, semantic search, hallucination verification, and source-cited synthesis.
Orchestrate hypothesis validation through type-appropriate methods — prototypes, code analysis, market research, and expert review
Builds a research dossier on a cold-outreach target before drafting. Pulls LinkedIn, podcasts, blog posts, news, portfolio (if VC), and any specific personal details that would…
Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation,…
Routes caveman / context-compression intent to right manual skill — sole auto gateway; others manual.
Record a baking result into the knowledge base — write/update research/findings/.md from the template, update the source open question's status, refresh research/index.md,…
Log an experiment run (training and/or eval) using this repo's manifest + notes + generated-index convention so results from different mechanisms and collaborators stay…
Work inside one artist's folder — read and update their context, brand, songs, and releases. Use for "organize [artist]'s files", "update [artist]'s brand/context", "what's in…
Configures AWS Application Recovery Controller (ARC) for operational resilience: routing controls with safety rules for cross-Region failover, and zonal shift / zonal autoshift…
Audit a rehabilitation recovery tracking system -- evaluate standardized outcome instruments (FIM, Barthel Index, SF-36, DASH, LEFS, PROMIS), functional assessment scoring…
Use when designing or auditing ACM RecSys experiments centered on offline-versus-online evaluation — temporal splits, equal-budget baseline tuning, full-ranking versus sampled…