Model-only playbook for promoting spike/research code into a typed, tested, maintained module.
Use Grainulator to carry a substantial research or engineering task through investigation, implementation, and evidence-backed verification.
Använd när en teknikbeskrivning i docs/20-tekniker/ ska granskas eller skrivas — kontrollerar att den är ärlig, konkret och följer repots form.
Transform research ideas into compelling, fundable grant proposals (NSF, NIH, ERC).
Expert guidance for setting up and organising research grant applications following established patterns for UKRI, EU, and other funding bodies
Use grant budget justification for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Expert knowledge of research grant compliance requirements, deliverables tracking, and funder expectations.
Tracks every grant application, funding deadline, and submission requirement referenced in email — surfacing what is due, who is responsible for each section, what is still…
Use for researching German and European funding programs (DFG, ERC, VolkswagenStiftung, Gerda Henkel, Fritz Thyssen, bilateral DE-IL) for projects in theology, biblical…
Analyze grant management and sponsored research operations including proposal lifecycle tracking, pre-award routing and budget development, post-award expenditure monitoring and…
Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germ — from…
Use when writing or reviewing NIH, NSF, or foundation grant proposals. Invoke when user mentions specific aims, R01, R21, K-series, significance, innovation, approach section,…
Nonprofit and research grant proposal assembly with structured sections, budget templates, and evaluation alignment.
Draft and refine the Specific Aims page (NIH) or project overview/objectives (NSF, DoD, foundations) of a research grant.
NIH grant research skill for clinical researchers. Grill-me intake (research idea + career stage + preliminary data + environment + submission posture + known institute targets)…
Monitor federal grant opportunities across Grants.gov (Simpler.grants.gov is the modern UX), SAM.gov assistance listings (the post-CFDA replacement that preserves CFDA program…
Use when annotating metabolites in untargeted metabolomics experiments where both established biochemical pathways and experimental MS2 similarity patterns must be simultaneously…
Use when you have a collection of MS/MS spectra (stored as Spectrum2 objects in an ms2Lib class) and need to identify which spectra share identical fragmentation…
Use when you have spatial molecular data (e.g., coordinates from microscopy or sequencing assays stored in an AnnData object), you need to compute a k-nearest-neighbor graph for…
Use when generating/verifying candidates in parallel or iterating to a quality score — music elements, research, any rankable output.
Use when you have a GNPS mass spectral molecular network and wish to annotate its nodes with both chemical class assignments (from GNPS public library matches) and MS2LDA-derived…
Use when interpreting scientific graphs and charts, explaining data visualizations for research presentations, writing figure captions for publications, or analyzing trends in…
Use when you have 1D or 2D NMR spectra (1H and/or 13C) and need to predict unknown molecular structure (formula and connectivity) up to ~19 heavy atoms; or you have a set of…
Use when you have molecular structures (SMILES or SDF format) that need to be matched against MS/MS spectra, or you need to compute similarity between query spectra and a…
Use when when your input includes molecular structures (SMILES, conformers) and you need to predict a continuous property (e.g., CCS, binding affinity, solubility) that depends on…
Use when you have a trained GNN model (stored as .h5 weights) and molecular graph representations (SMILES strings and/or 3D coordinates), and you need to compute predicted CCS…
Optional knowledge-graph integration. When `graphify-out/graph.json` is present, architect/researcher/reviewer/task-builder agents can query symbol-level dependencies (IMPORTS,…
Expert assistance with GraphPad Prism scientific graphing and statistics software, specializing in Prism scripting for automation, batch processing, and data analysis workflows.
Interview preparation workbench entry point. Runs the full pipeline from resume + target company + JD to a complete prep workspace (research, experience bank, verbatim scripts,…
Design guide RNAs for CRISPR-Cas9/Cas12a experiments using CRISPRscan and local scoring algorithms. Score guides for on-target activity using Rule Set 2 and Azimuth model — from…
Delegiert Adversarial-Reviews, Multi-Agent-Research, X-Live-Search, Real-time-Web an Grok via MCP (mcp__grok-mcp__*).
Investigate a topic with Grok 4.1 via OpenRouter and generate a Markdown report with a timeline, verifiable claims, and sources (web/X).
Use Grok AI (grok.com) to search and research topics via browser automation. Triggers on "use grok to search", "ask grok", "grok research", "search with grok", or when user wants…
Use when working on biomolecular molecular dynamics with GROMACS, including system setup, equilibration, production runs, trajectory analysis, or MM/PBSA-style post-processing.
Comprehensive backlog grooming. Orchestrates issue-creator skills and agents. Creates prioritized GitHub issues across all domains.
Board Paper und Business Judgment: Erstellt Entscheidungsunterlagen für Vorstand/Geschäftsführung/Aufsichtsrat mit Informationsgrundlage, Alternativen, Risiken und KI-Ein — from…
"What do the people with different stakes say, in their own languages?" - Map a contested geopolitical claim across language-publics with different, independent stakes: the…
Bring agent-mode paper chat, citation-grounded answers, note saving, tagging, importing, and library-wide research operations into Zotero.
Provide accurate, evidence-based answers by referencing sources from documents, textbooks, or research papers. Use when user asks for factual or source-backed responses.
Provide accurate, evidence-based answers by referencing sources from documents, textbooks, or research papers. Use when user asks for factual or source-backed responses.
Epistemic honesty protocol for code research. Forces uncertainty admission, cascading verification through authoritative sources (deepwiki, submodules, web), and approach…
Perform triangulated cognitive research combining SQLite memory, GitHub 10k+ stars patterns, and ToT DAG benchmarking before critical architectural decisions.
Interactive author-invoked grounding-research skill — the author-side consumer of the tick gap analysis.
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training — from huggingface/open-r1
Official GSAP skill for GSAP plugins — registration, ScrollToPlugin, ScrollSmoother, Flip, Draggable, Inertia, Observer, SplitText, ScrambleText, SVG and physics plugins,…
Orchestrate project initialization with parallel research and roadmap creation
Orchestrate phase planning with research, planning, and verification loop
Design consultation: understands your product, researches the landscape, proposes a complete design system (aesthetic, typography, color, layout, spacing, motion), and ge — from…
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection — from…
Parse, query, and convert GTF and GFF3 annotation files. Extract gene, transcript, and exon coordinates using gffread, gtfparse, and gffutils.
Launch new products from idea to first customers. Use when launching products, finding early adopters, building launch week playbooks, diagnosing why adoption stalls, or learning…
Create account research briefs for target accounts, sales preparation, signal-triggered outreach, ABM campaigns, and pipeline intelligence.
Produces a structured, host-ready research brief on an upcoming podcast guest — covering their background, key work, public positions, conversation history, and suggested angles —…
Extract structured data from websites. Use when: collecting competitor pricing; scraping product listings; extracting contact information; gathering research data; monitoring…
Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft — from…
Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft — from…
Use the `gurume` CLI to search Japanese restaurants on Tabelog. Trigger this whenever the user wants to find, recommend, or research restaurants/eateries in Japan — by area…
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology — from…
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology — from…
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology — from…