Deep technical review of data science, MLOps, and machine learning projects. No feelings attached — pure roast mode. Surfaces bugs, modeling issues, leakage, bad practices, and improvement opportunities.

arthurcuri0

Wissenschaftliches Rechnen

Biorepository Samples

Query the NEON Biorepository for physical samples — vouchers, tissues, DNA, occurrence records — and link digital NEON records to their physical counterparts. Use whenever a question requires genetics, definitive taxonomic ID, chemistry on tissue, or loan requests.

arnabdotorg0

Wissenschaftliches Rechnen

Relation Extraction

用于主体关系抽取的关系抽取原子 skill，适用于通用行业信息抽取场景。

jewdore0

Wissenschaftliches Rechnen

Drift

Stage N1. Stochastic scanning of past conversations to gather raw memory fragments. Broad, unfocused, deliberately noisy. The only stage that touches conversation history directly.

johnhenry0

Wissenschaftliches Rechnen

Dataset And Input Factory

Generates realistic synthetic datasets, input files, traces, logs, images, CSV files, graphs, and edge-case inputs for computing labs, projects, and exams. Use when pedagogical artifacts need representative inputs or benchmark data.

alainlebret0

Wissenschaftliches Rechnen

Pymc Distributions

Expert on PyMC probability distributions including continuous (Normal, Beta, Gamma), discrete (Poisson, Binomial), multivariate (MvNormal, Dirichlet), mixture, and timeseries distributions. Use when encountering distribution errors, parameter issues, or migrating PyMC3 distribution code.

benmaier0

Wissenschaftliches Rechnen

Volatility Surface Modeling

Volatility Surface Modeling workflows for quantitative research, implementation, and production controls. use when tasks involve realized versus implied volatility dynamics and convexity exposure.

GhostOf0days0

Wissenschaftliches Rechnen

Data Scientist

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence.

Jos-few430

Wissenschaftliches Rechnen

Serialization Memory Attacker

Sub-agent 2d — Serialization and memory attack specialist. Prototype pollution, insecure deserialization, ReDoS, zip slip, path traversal, sandbox escape, and WASM memory safety.

AbrahamOO0

Wissenschaftliches Rechnen

Futures Systematic

Futures Systematic workflows for quantitative research, implementation, and production controls. use when tasks involve roll mechanics, basis dynamics, and contract-selection rules.

GhostOf0days0

Wissenschaftliches Rechnen

Esl Translate

Use when translating nucleotide sequences to amino acid sequences using Easel's translation utility from the HMMER suite.

vimalinx0

Wissenschaftliches Rechnen

Cognitive Memory

Cross-repository cognitive memory system with semantic search. Persists knowledge across sessions using TF-IDF recall, memory versioning, knowledge graph edges, and confidence decay. Memory is cognition, not storage.

jsschrstrcks10

Wissenschaftliches Rechnen

Brownian Motion Processes

Brownian Motion Processes workflows for quantitative research, implementation, and production controls. use when tasks involve diffusion paths, variance scaling, and stopping-time behavior.

GhostOf0days0

Wissenschaftliches Rechnen

Cognitive Memory

jsschrstrcks10

Wissenschaftliches Rechnen

Numpy Scientific

NumPy for scientific Python: dtypes and casting, creation, reshaping, broadcasting, indexing vs views, ufuncs and reductions, linear algebra and einsum, random Generator, I/O, structured arrays, performance and pandas boundaries. Use when writing or reviewing ndarray code. Triggers on numpy, ndarray, broadcasting, dtype, ufunc, einsum, vectorization.

WSU-Carbon-Lab0

Wissenschaftliches Rechnen

glycoengineering

Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated glycoengineering tools (NetOGlyc, GlycoShield, GlycoWorkbench). For glycoprotein engineering, therapeutic antibody optimization, and vaccine design.

strmt70

Wissenschaftliches Rechnen

Deeptools

NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.

strmt70

Wissenschaftliches Rechnen

S1 Lab Csv

Session 1 CSV lab

steliosot0

Wissenschaftliches Rechnen

Cloning Agent

Transforms the agent into a computational molecular biologist capable of designing, verifying, and exporting DNA cloning strategies using pydna.

Change-Bio0

Wissenschaftliches Rechnen Skills | Skills Pool