---
title: "Data & Analytics - Air Market"
description: "510 listings in Data & Analytics on Air Market, with what each one does and who publishes it."
canonical: "https://airmarket.ai/category/data"
---

[Air Market](/) / [Categories](/categories) / Data & Analytics

Category

# Data & Analytics

510 published listings in Data & Analytics on Air Market.

**Published listings, with what each one does**

| Listing | Kind | Publisher | What it does |
| --- | --- | --- | --- |
| [Azure Data Explorer (Kusto) Query & Analytics](/app/azure-kusto) | Skill | Microsoft | You have piles of logs or device readings sitting in Azure Data Explorer, and the question you want answered means writing a query language… |
| [Supabase Postgres Best Practices](/app/supabase-postgres-best-practices) | Skill | Supabase | Database choices are easy to make quickly and painful to change later - a column type, a policy, a missing index. This is a set of Postgres… |
| [PostgreSQL Table Design](/app/postgresql-table-design) | Skill | Seth Hobson | You are laying out tables in Postgres, and the choices you make now are the ones you will live with. This covers picking data types, adding… |
| [SQL Optimization Patterns](/app/sql-optimization-patterns) | Skill | Seth Hobson | A page in your app is slow, and it turns out the database is the reason. This helps you look at what the database is actually doing with yo… |
| [Database Migration](/app/database-migration) | Skill | Seth Hobson | Changing a live database is the kind of task where one wrong step takes the product offline. This handles migrations across different ORMs… |
| [Data Storytelling](/app/data-storytelling) | Skill | Seth Hobson | You have the numbers and the analysis, but the people you are showing them to need a story, not a table. This helps you build the narrative… |
| [KPI Dashboard Design](/app/kpi-dashboard-design) | Skill | Seth Hobson | You need one screen that tells people how things are going, and either you don't know what to put on it or nobody trusts what's there. This… |
| [PostgreSQL Development Assistant](/app/postgresql-optimization) | Skill | GitHub | PostgreSQL has features other databases do not, and it is easy to write plain SQL and never touch them. This helps you use the ones that fi… |
| [SQL Code Review](/app/sql-code-review) | Skill | GitHub | You have SQL going into review and want to know if it opens a hole or repeats a known bad habit. This reads it for security problems, acces… |
| [BigQuery Basics](/app/bigquery-basics) | Skill | Google | You have data in BigQuery, or want to put some there, and need to query it or tidy up what holds it. This runs SQL, manages datasets, table… |
| [RAG Implementation](/app/rag-implementation) | Skill | Seth Hobson | You want an AI assistant to answer using your own material rather than whatever it happens to know. This builds the retrieval part: storing… |
| [LLM Evaluation](/app/llm-evaluation) | Skill | Seth Hobson | You built something on a language model and the only test so far is that it looks fine when you try it. This helps you measure it properly… |
| [PostgreSQL Code Review Assistant](/app/postgresql-code-review) | Skill | GitHub | Code that works on one database can still be wrong on PostgreSQL in ways a general review will not catch. This reviews your database code a… |
| [Embedding Strategies](/app/embedding-strategies) | Skill | Seth Hobson | You are building search or retrieval over your own documents and the results are not the ones people expect. Two things usually decide that… |
| [Data Quality Frameworks](/app/data-quality-frameworks) | Skill | Seth Hobson | Bad numbers make it downstream and someone notices in a dashboard days later. This sets up checks on your data using Great Expectations, db… |
| [ML Pipeline Workflow](/app/ml-pipeline-workflow) | Skill | Seth Hobson | Training a model by hand in a notebook is one thing; doing it repeatably and getting it live is another. This builds the whole path - data… |
| [dbt Transformation Patterns](/app/dbt-transformation-patterns) | Skill | Seth Hobson | You are building transformations that turn raw tables into ones analysts can use, and it is getting hard to keep straight. This covers how… |
| [Apache Airflow DAG Patterns](/app/airflow-dag-patterns) | Skill | Seth Hobson | You need scheduled jobs that run in order, wait on each other, and do not fall over. This covers building those pipelines in Apache Airflow… |
| [Hybrid Search Implementation](/app/hybrid-search-implementation) | Skill | Seth Hobson | Search by meaning misses exact terms; search by keyword misses anything phrased differently. When neither alone is finding enough, this com… |
| [Apache Spark Optimization](/app/spark-optimization) | Skill | Seth Hobson | You have a data processing job that takes far longer than it should, or one that started struggling as the data grew. This helps you work o… |
| [Similarity Search Patterns](/app/similarity-search-patterns) | Skill | Seth Hobson | Ordinary search only finds the words you typed, which misses anything phrased differently. This covers building search that matches on simi… |
| [Vector Index Tuning](/app/vector-index-tuning) | Skill | Seth Hobson | Vector search can be quick but return the wrong neighbours, or accurate but too slow and too hungry for memory. This helps you tune the ind… |
| [Power BI Semantic Modeling](/app/powerbi-modeling) | Skill | GitHub | You are building or fixing a Power BI semantic model and want advice that fits your data rather than a textbook answer. This connects to th… |
| [Power BI Report Visualization Designer](/app/power-bi-report-design-consultation) | Skill | GitHub | You have the data working in Power BI but the report itself is hard to read, or you are not sure which chart to use. This helps with chart… |
| [Power BI DAX Formula Optimizer](/app/power-bi-dax-optimization) | Skill | GitHub | You have DAX formulas in Power BI that are slow, hard to follow, or both, and you are not sure what to change. This walks through your calc… |
| [Snowflake Semantic Views](/app/snowflake-semanticview) | Skill | GitHub | You are defining a semantic view in Snowflake and want to know whether the definition actually holds up before you rely on it. This helps y… |
| [Power BI Data Model Design Review](/app/power-bi-model-design-review) | Skill | GitHub | You have built a Power BI data model and want someone to look over the structure before you build more on top of it. This reviews the archi… |
| [Power BI Performance Troubleshooting Guide](/app/power-bi-performance-troubleshooting) | Skill | GitHub | Something in Power BI is slow and you do not know whether it is the model, the report, or the query behind it. This walks through the probl… |
| [BigQuery Pipeline Audit](/app/bigquery-pipeline-audit) | Skill | GitHub | You have a Python pipeline that queries BigQuery and you are not sure it is ready to run for real, or ready to run twice. This audits it fo… |
| [When to Use This Skill](/app/fabric-lakehouse) | Skill | GitHub | You are designing or building on a Fabric Lakehouse and are not sure how the pieces fit. This gives you descriptions of the data components… |
| [Copilot Usage Metrics](/app/copilot-usage-metrics) | Skill | GitHub | You need to know how much Copilot is being used across your organization or enterprise. This fetches those usage figures and shows them to… |
| [Cosmos DB Data Modeling](/app/cosmosdb-datamodeling) | Skill | GitHub | You are about to store data in Azure Cosmos DB and are not sure how to shape it. This walks you through the questions about what your app n… |
| [Shuffle JSON Data](/app/shuffle-json-data) | Skill | GitHub | You have a file of repeated records and you want them in a random order, but you would rather not corrupt the file doing it. This checks th… |
| [Dashboard Builder](/app/build-dashboard) | Skill | Anthropic | You have data and you need something people can actually look at and click through. This builds an interactive dashboard as a single file t… |
| [OpenAI transcriptions API](/app/openai-whisper-api) | Skill | openclaw | You have an audio recording and you want the words written down. This sends the audio to OpenAI's transcription service and gets text back.… |
| [Agent Platform Tuning Management](/app/agent-platform-tuning-management) | Skill | Google | Tuning jobs run in the background and it is easy to lose sight of them. This lets you list them, look one up, and cancel one that is still… |
| [Data Cleaning and Variable Screening](/app/datanalysis-credit-risk) | Skill | GitHub | You have raw lending data and a model to build, but the data is not ready. This works through it: loading and formatting, cutting odd time… |
| [Agent Platform Model Registry Management](/app/agent-platform-model-registry) | Skill | Google | Trained models pile up, and so do their versions. This handles the registry side: putting a model in, seeing what is already there, reading… |
| [Getting Started with Google Analytics Data API](/app/google-analytics-data-api-basics) | Skill | Google | You need a number out of your analytics that the standard reports do not give you in the shape you want. This queries the data directly and… |
| [Getting Started with Google Analytics Admin API](/app/google-analytics-admin-api-basics) | Skill | Google | You need to change analytics settings, and doing it by hand in the interface does not scale past a couple of properties. This handles the s… |
| [Bigtable Basics](/app/bigtable-basics) | Skill | Google | Bigtable rewards a good layout and punishes a bad one. This helps you design row keys and column families, provision the instances and tabl… |
| [BigFrames (BigQuery DataFrame) basics](/app/bigquery-bigframes) | Skill | Google | You think in dataframes, but the data lives in BigQuery. This writes Python using BigQuery DataFrames, which follows the pandas and scikit-… |
| [BigQuery Asset Impact Analysis](/app/datalineage-bigquery-asset-impact-analysis) | Skill | Google | You are about to change, delete, or pause updates to a BigQuery table, and you are not sure what else is quietly relying on it. This traces… |
| [Data Explorer](/app/explore-data) | Skill | Anthropic | You've been handed a table or a file and you don't know what's in it yet. This walks through it with you: what the columns hold, how much i… |
| [Pytorch-Fsdp Skill](/app/pytorch-fsdp) | Skill | Nous Research | Some models are too big to train on a single machine's memory. This helps you use fully sharded data-parallel training in PyTorch, which sp… |
| [Pinecone Memory And Retrieval](/app/pinecone-research) | Skill | Nous Research | Agents usually forget everything once a conversation ends, and they only know what is in front of them. This gives an agent long-term memor… |
| [PDF & Document Extraction](/app/ocr-and-documents) | Skill | Nous Research | You have a PDF or a scanned page and need the words in it as text you can work with. This extracts the text, using the pymupdf and marker-p… |
| [llama.cpp + GGUF](/app/llama-cpp) | Skill | Nous Research | You want to run an AI model on your own computer instead of calling an online service. This uses llama.cpp to run models saved in the GGUF… |
| [FAISS - Efficient Similarity Search](/app/faiss) | Skill | Nous Research | When you have a very large set of items stored as vectors and need to find the ones most alike, this does that search. It is described as f… |
| [CLIP - Contrastive Language-Image Pre-Training](/app/clip) | Skill | Nous Research | Maybe you have a pile of images and want them sorted into groups, but you have no labelled examples to teach a tool with. Or you want to fi… |
| [Chroma - Open-Source Embedding Database](/app/chroma) | Skill | Nous Research | Sometimes the words you remember aren't the words in the document, so a normal search misses what you want. This is a database that lets yo… |
| [PyTorch Lightning - High-Level Training Framework](/app/pytorch-lightning) | Skill | Nous Research | Training code in PyTorch often turns into a long, messy loop, and making it run on more hardware adds more mess. This uses PyTorch Lightnin… |
| [LLaVA - Large Language and Vision Assistant](/app/llava) | Skill | Nous Research | You have a picture and want to know what is in it, or you need words to go with it. This lets you ask questions about an image, get a capti… |
| [Axolotl Skill](/app/axolotl) | Skill | Nous Research | You want to adapt an existing language model by training it further on your own terms. This skill helps with that using Axolotl, where the… |
| [Airtable - Bases, Tables & Records](/app/airtable) | Skill | Nous Research | You keep data in Airtable and want it read or changed without doing each edit by hand. This lets Claude add, look up, change and remove rec… |
| [Segment Anything Model](/app/segment-anything-model) | Skill | Nous Research | You have an image and need to separate one object or area from the rest of it. This marks that part out for you. You show it what you mean… |
| [Maps Skill](/app/maps) | Skill | Nous Research | You need to know where something is, what is around it, or how to get there. This looks up addresses, points of interest, routes and time z… |
| [Data science workflow with AI agents solution](/app/google-cloud-solution-agentic-ai-data-science-workflow) | Skill | Google | You want agents doing your data analysis or machine learning work on Google Cloud, and you need to know which pieces go together. This desi… |
| [Borderless open data lakehouse agentic AI system](/app/google-cloud-solution-agentic-ai-borderless-data-lakehouse) | Skill | Google | Your data sits in different places - one cloud, another cloud, maybe still in your own building - and you want AI agents to use all of it.… |
| [Data Lineage Summary](/app/datalineage-summary) | Skill | Google | Something looks wrong in your data and you need to know where it came from and what it feeds. Lineage graphs answer that but are hard to re… |
| [Recsys Pipeline Architect](/app/recsys-pipeline-architect) | Skill | Seth Hobson | You need something that picks the best handful of items for a person right now - a feed, a search ranking, a notification queue - and it ke… |
| [Visualization Builder](/app/create-viz) | Skill | Anthropic | You have numbers and you need a picture of them. This builds charts in Python, including choosing which kind of chart suits a trend or a co… |
| [Spanner Basics](/app/spanner-basics) | Skill | Google | You are working with Spanner and need to get a database standing up, laid out sensibly, and answering questions. This helps with provisioni… |
| [Managed Airflow Migrations](/app/managed-airflow-migrations) | Skill | Google | Your scheduled data pipelines are on an older Airflow and you need them on a newer one. This walks through checking what your environment r… |
| [GCP Managed Airflow DAG Authoring Guide](/app/managed-airflow-dag-authoring) | Skill | Google | You are writing or extending a scheduled data pipeline in Google's managed Airflow service and want it to be correct before it runs there.… |
| [Metrics](/app/metrics) | Skill | google-gemini | You look after a code project and want to know if it is getting healthier or quietly going wrong. This reads the numbers kept about your re… |
| [Validate Analysis](/app/validate-data) | Skill | Anthropic | You have an analysis and a meeting coming up, and you would rather find the mistake yourself. This goes back over the method, the calculati… |
| [Dataset Curation](/app/dataset-curation) | Skill | Seth Hobson | You have data you want to train a model on, but it is not in the shape the training run expects. This helps you convert it, format it as co… |
| [Eval Harness First](/app/eval-harness-first) | Skill | Seth Hobson | You are about to fine-tune a model and will need some way to tell whether the result is actually better. This helps you build that check fi… |
| [LoRA & QLoRA Recipes](/app/lora-qlora-recipes) | Skill | Seth Hobson | Fine-tuning a model means filling in a config full of settings whose right values are not obvious. This helps you choose them, and helps yo… |
| [Fine-Tuning Method Selection](/app/finetuning-method-selection) | Skill | Seth Hobson | You are about to teach a model to behave differently and there are several ways to do it, plus the chance you do not need to at all. This w… |
| [Preference Optimization](/app/preference-optimization) | Skill | Seth Hobson | You have a fine-tuned model and a pile of feedback about which answers people preferred. This helps you use that feedback to adjust the mod… |
| [Quantized Export](/app/quantized-export) | Skill | Seth Hobson | You have fine-tuned a model, it passed the bar to move forward, and now it has to leave in a form something else can load. This helps you c… |
| [Checkpoint Promotion](/app/checkpoint-promotion) | Skill | Seth Hobson | A training run finishes and you have a new model checkpoint, and now someone has to say whether it goes live. This puts a gate in front of… |
| [GRPO & RLVR Training](/app/grpo-rlvr-training) | Skill | Seth Hobson | Some tasks have answers a program can check: maths, code, tool calls, structured output. When that is true you can train on the checking it… |
| [Trace To Training Data](/app/trace-to-training-data) | Skill | Seth Hobson | You have logs and evaluation runs piling up, some good and some bad, and no way to feed them back into a model. This turns those traces int… |
| [Vision-Language SFT](/app/vision-sft) | Skill | Seth Hobson | An off-the-shelf model that reads images does poorly on your particular pictures and task. This covers fine-tuning vision-language models w… |
| [Spark Memory & Thermal Ops](/app/spark-memory-thermal-ops) | Skill | Seth Hobson | You kick off a machine learning training run that will take hours, and somewhere in the middle it runs out of memory or the hardware gets h… |
| [Spark Training Gotchas](/app/spark-training-gotchas) | Skill | Seth Hobson | Training runs on this hardware tend to fail in the same handful of ways, and each one costs you hours. This walks you through checking for… |
| [Spark Environment Setup](/app/spark-environment-setup) | Skill | Seth Hobson | Setting up ML on this particular NVIDIA hardware tends to stall on install errors that don't look like anything you've hit before. This wal… |
| [Sentiment Analysis](/app/sentiment-analysis) | Skill | Pawel Huryn | You have more reviews and survey answers than anyone can read, and a sense that something is in there. This works through the feedback to f… |
| [Uni-Mol Tools - Molecular Property Prediction CLI](/app/cli-anything-unimol-tools) | Skill | ✨Data Intelligence Lab@HKU✨ | If you work with molecules and want a computer to predict their properties, you need to train a model and then run it on new molecules. Thi… |
| [QGIS CLI](/app/cli-anything-qgis) | Skill | ✨Data Intelligence Lab@HKU✨ | If you do mapping work in QGIS and would rather type commands than click through the app, this gives you a command line way in. You can loo… |
| [CLI-Anything OpenRefine](/app/cli-anything-openrefine) | Skill | ✨Data Intelligence Lab@HKU✨ | When you have a messy spreadsheet or data file, OpenRefine is a tool for cleaning it up. This lets an agent use OpenRefine for you: bring t… |
| [Metrics Dashboard](/app/metrics-dashboard) | Skill | Pawel Huryn | Dashboards get built before anyone agrees what should be on them, and end up full of charts nobody reads. This defines the metrics that mat… |
| [Video Understanding](/app/video-understand) | Skill | Calesthio | You have a video and need to know what is in it without sitting through it. This turns the spoken audio into text and pulls still frames ou… |
| [D3.js Visualisation](/app/d3-viz) | Skill | Calesthio | You need a chart or diagram that the usual charting libraries will not produce, and you want to control the individual shapes, the way they… |
| [Cohort Analysis & Retention Explorer](/app/cohort-analysis) | Skill | Pawel Huryn | Your engagement numbers move but you cannot tell who is behind the movement. This groups users by cohort and shows retention curves, how fe… |
| [A/B Test Analysis](/app/ab-test-analysis) | Skill | Pawel Huryn | Your experiment has numbers in it and you need to know whether they mean anything yet. This checks the statistics - significance, whether y… |
| [North Star Metric](/app/north-star-metric) | Skill | Pawel Huryn | Teams pull in different directions when nobody has agreed which number matters most. This helps you pick that number, plus the handful of m… |
| [SQL Query Writer](/app/write-query) | Skill | Anthropic | You know what data you want but writing the SQL is the slow part, or the query you have runs badly. This writes it for the database you act… |
| [Metrics Review](/app/metrics-review) | Skill | Anthropic | You have product numbers in front of you and a meeting where someone will ask what they mean. This reviews the metrics, reads the trends, a… |
| [Exporting RDS/Aurora to S3](/app/exporting-rds-to-s3) | Skill | Amazon Web Services | You want to analyze data that currently lives in a database, or keep a copy outside it. This takes an RDS or Aurora snapshot and exports it… |
| [Dataviz](/app/dataviz) | Skill | Hunter Bown | You have data and need to show it, but are unsure which chart or layout fits. This chooses a suitable chart, dashboard, or visual explanati… |
| [Creating Amazon Aurora DB Cluster with Instances](/app/creating-amazon-aurora-db-cluster-with-instances) | Skill | Amazon Web Services | You need a new database cluster and the setup steps have to happen in a particular order to work. This creates the cluster, provisions its… |
| [AWS Database](/app/aws-database) | Skill | Amazon Web Services | You are building something that has to store and fetch data, and AWS offers a long list of databases that all sound plausible. This helps y… |
| [Amazon Aurora PostgreSQL](/app/amazon-aurora-postgresql) | Skill | Amazon Web Services | Setting up or changing an Aurora cluster on the PostgreSQL side means choices about size, storage and upgrades. This does that work and adv… |
| [GeoPandas](/app/geopandas) | Skill | K-Dense | Code that works with geographic shapes has its own habits and its own ways of going wrong. This offers guidance plus local audit tools for… |
| [Statsmodels](/app/statsmodels) | Skill | K-Dense | You already know which model you want to fit and you need the detail that comes with it: coefficients, standard errors, residuals, diagnost… |
| [Stable Baselines3](/app/stable-baselines3) | Skill | K-Dense | You want to train a reinforcement learning agent and would rather use well-documented implementations than write the algorithms yourself. T… |
| [PrimeKG Knowledge Graph Skill](/app/primekg) | Skill | K-Dense | You want to know how biological things connect - which gene relates to which disease, which drug touches which phenotype. PrimeKG is a know… |
| [Molfeat - Molecular Featurization Hub](/app/molfeat) | Skill | K-Dense | Machine learning models need numbers, and a molecule written as a string is not numbers. This turns molecular structures into feature vecto… |
| [BioServices](/app/bioservices) | Skill | K-Dense | Each biology database has its own way of being asked questions, which gets tiresome when your analysis needs several of them. This gives yo… |
| [Zarr Python](/app/zarr-python) | Skill | K-Dense | Large multi-dimensional scientific arrays are awkward to keep and awkward to read back, especially from cloud storage. This stores them in… |
| [UMAP-Learn](/app/umap-learn) | Skill | K-Dense | When each of your data points has far too many measurements to plot, you need a way to squash it down to something viewable without losing… |
| [TorchDrug](/app/torchdrug) | Skill | K-Dense | If your code uses TorchDrug and you are either building a workflow or trying to work out why one is broken, this is the help for that. It c… |
| [PyTorch Geometric (PyG)](/app/torch-geometric) | Skill | K-Dense | When your data is a network - things connected to other things - and you want a model that learns from those connections, this covers it. I… |
| [SHAP](/app/shap) | Skill | K-Dense | Your model gave an answer and someone wants to know why. This helps you compute feature attributions with SHAP, choose the setup that fits… |
| [Seaborn Statistical Visualization](/app/seaborn) | Skill | K-Dense | You have a pandas dataframe and you want to see what is in it without spending an hour on plot styling. This makes statistical charts with… |
| [scVI Tools](/app/scvi-tools) | Skill | K-Dense | Your single-cell data comes from several batches, or spans more than one modality, and the standard pipeline is not enough. These are deep… |
| [scVelo - RNA Velocity Analysis](/app/scvelo) | Skill | K-Dense | You have clustered your single-cell data and now want to know which direction cells are moving between states. This uses the balance of new… |
| [Scikit Survival](/app/scikit-survival) | Skill | K-Dense | You are modelling how long until something happens, and some of your subjects never had the event during the study. That censoring breaks o… |
| [Scikit Bio](/app/scikit-bio) | Skill | K-Dense | You have sequence data from a microbiome study and need the usual analyses done. This toolkit covers alignments and trees, the diversity me… |
| [NeuroKit2](/app/neurokit2) | Skill | K-Dense | You are working with body signals recorded over time and the analysis has to hold up when someone repeats it. This helps you build or check… |
| [Vaex](/app/vaex) | Skill | K-Dense | Sometimes the file is simply bigger than the memory on your machine, and the usual DataFrame tools stop working. This lets you filter, aggr… |
| [Transformers](/app/transformers) | Skill | K-Dense | There are a lot of ready-made models available, and getting one loaded and running on your own task is the fiddly part. This covers pulling… |
| [TileDB-VCF](/app/tiledbvcf) | Skill | K-Dense | If you are collecting genetic variant files across a large group of people, the pile gets hard to store and slow to search. This sets up th… |
| [Statistical Analysis](/app/statistical-analysis) | Skill | K-Dense | You have experimental or survey data and want to compare groups or test an idea, but you are not sure which test applies or whether your da… |
| [QuTiP 5](/app/qutip) | Skill | K-Dense | You are working out how a quantum system behaves over time, and the hard part is not the code but knowing whether the setup is right. This… |
| [PyTDC (Therapeutics Data Commons)](/app/pytdc) | Skill | K-Dense | You are working on a therapeutics machine-learning problem and need data plus a fair way to measure against it. This reaches Therapeutics D… |
| [Pymoo - Multi-Objective Optimization in Python](/app/pymoo) | Skill | K-Dense | Your design has to be good at more than one thing at once, and improving one makes another worse. This is a framework for exactly that: it… |
| [Exploratory Data Analysis](/app/exploratory-data-analysis) | Skill | K-Dense | Before analysis, you need to know what is actually in a file: what is missing, what looks wrong, what would quietly break a model. This pro… |
| [DeepChem](/app/deepchem) | Skill | K-Dense | When you want to predict something about a molecule, half the work is deciding how to represent it. This gives you many featurizers and rea… |
| [Rowan](/app/rowan) | Skill | K-Dense | You need chemistry calculations on molecules or proteins, but standing up and maintaining local GPU machines is not the job you want. This… |
| [OMERO Integration](/app/omero-integration) | Skill | K-Dense | Your microscopy images live on an OMERO server and you need to know what is there or move things around without breaking anything. This ins… |
| [Molecular Dynamics](/app/molecular-dynamics) | Skill | K-Dense | You want to watch how a molecule actually moves, and that means setting up a simulation and then making sense of what comes out. This cover… |
| [Hugging Science](/app/hugging-science) | Skill | K-Dense | You are doing machine learning in a scientific field and someone has probably already published a dataset, model or demo close to your prob… |
| [FlowIO](/app/flowio) | Skill | K-Dense | Cytometry files arrive as a format you cannot just open and read. This lets you look at the metadata and channels, get the events into arra… |
| [ETE Toolkit 4](/app/etetoolkit) | Skill | K-Dense | Once you have a tree, there is a lot left to do: reshape it, annotate it, compare it with another one, and draw it well enough to publish.… |
| [DHDNA Profiler - Cognitive Pattern Extraction](/app/dhdna-profiler) | Skill | K-Dense | You have something someone wrote or said, and you want to understand the mind behind it rather than just the content. This looks at the tex… |
| [deepTools](/app/deeptools) | Skill | K-Dense | After sequencing reads are aligned, you still need to see whether the data looks right and what the signal does across your regions. This h… |
| [Datamol Cheminformatics Skill](/app/datamol) | Skill | K-Dense | Working with chemical structures in Python usually means a lot of setup before you get to the actual question. This gives you the common st… |
| [Database Lookup](/app/database-lookup) | Skill | K-Dense | Sometimes an answer has to come from a real source, not from what a model happens to remember. This helps you query public databases direct… |
| [Brain Imaging Data Structure (BIDS)](/app/bids) | Skill | K-Dense | Neuroscience datasets get shared, reanalysed and fed into tools that expect a particular folder layout. This organises your data that way,… |
| [Aeon Time Series Machine Learning](/app/aeon) | Skill | K-Dense | Your data is measurements taken over time, and ordinary machine learning tools treat the order as if it did not matter. This brings in meth… |
| [Scanpy: Single-Cell Analysis](/app/scanpy) | Skill | K-Dense | You have single-cell RNA-seq data and want to explore it along the well-trodden route: clean it, cluster it, see what differs. This covers… |
| [PyMC Bayesian Modeling](/app/pymc) | Skill | K-Dense | You have a question where the honest answer is a range rather than a single number, and your data has structure - groups within groups. PyM… |
| [PyDESeq2](/app/pydeseq2) | Skill | K-Dense | You have bulk RNA-seq counts from two or more conditions and want to know which genes differ. This runs that comparison with PyDESeq2: you… |
| [Phylogenetics](/app/phylogenetics) | Skill | K-Dense | You have a set of biological sequences and you want to know how they are related to each other. This walks through lining them up, building… |
| [GPU Optimization for Python with NVIDIA](/app/optimize-for-gpu) | Skill | K-Dense | Your Python analysis takes too long and the machine has an NVIDIA card sitting idle. This moves the heavy parts onto the GPU and then check… |
| [NetworkX](/app/networkx) | Skill | K-Dense | You have data that is really a web of connections - people, cells, roads, citations - and a table is the wrong shape for it. This builds th… |
| [Matchms](/app/matchms) | Skill | K-Dense | You have tandem mass spectra and need them cleaned up and compared before they tell you anything. This handles reading the files, tidying t… |
| [Imaging Data Commons](/app/imaging-data-commons) | Skill | K-Dense | You need real medical scans for a study or to train a model, and hunting through a public archive is slow. This helps you find what is in t… |
| [Ginkgo Cloud Lab](/app/ginkgo-cloud-lab) | Skill | K-Dense | You want an experiment actually performed, but you do not have the bench or the robots. This lets you submit and manage protocols on Ginkgo… |
| [Dask](/app/dask) | Skill | K-Dense | Your pandas or NumPy code works until the dataset gets too big to fit in memory, and then it stops. This lets that same style of code run a… |
| [CZ CELLxGENE Census](/app/cellxgene-census) | Skill | K-Dense | You need published single-cell data - a particular tissue, organism, disease or cell type - and finding and downloading it is a chore. This… |
| [Query AWS S3 System Tables](/app/querying-aws-s3) | Skill | Amazon Web Services | You need to know what is in a bucket or what happened to it - who wrote to a prefix, what got deleted, how storage breaks down - and walkin… |
| [Amazon OpenSearch Service - the unified skill](/app/amazon-opensearch-service) | Skill | Amazon Web Services | When your search or your logs live in a cluster, there is a lot to get right: moving in, sizing it, querying it. This covers that whole spa… |
| [Query AWS CloudWatch System Tables](/app/querying-aws-cloudwatch) | Skill | Amazon Web Services | You have a pile of logs and a question about them - what traffic went where, what happened during an incident - and clicking through a log… |
| [DeepEval](/app/deepeval) | Skill | Confident AI | Changing an agent's prompt or tools is guesswork unless you can measure it. This sets up evaluation with DeepEval: building test cases, run… |
| [Amazon Aurora MySQL](/app/amazon-aurora-mysql) | Skill | Amazon Web Services | If your database runs on Aurora's MySQL-compatible engine, decisions like sizing, storage choice and upgrades are easy to get wrong. This h… |
| [Spreadsheet Agent Authoring Playbook](/app/spreadsheet-agent) | Skill | Mastra | You spend time opening a sheet to update rows, read cells, or add up totals. This is a guide for building an assistant that does that part… |
| [RDS OSS Advisor (MySQL, MariaDB, PostgreSQL)](/app/rds-oss) | Skill | Amazon Web Services | You run a MySQL, MariaDB or Postgres database on RDS and keep hitting decisions with real consequences: what to provision, when and how to… |
| [Amazon DocumentDB Toolkit](/app/amazon-documentdb) | Skill | Amazon Web Services | If your data is JSON documents and you want it managed on AWS, this handles the AWS MongoDB-compatible database from setup to running it. I… |
| [Clean Data](/app/clean-data-xls) | Skill | Anthropic | Someone sent you a sheet where the dates are in three formats, the numbers will not add up because they are text, and half the names are ca… |
| [SpacetimeDB over MCP](/app/mcp) | Skill | Clockwork Labs | Your database is already running and you want to see what is in it, or change something, but you would rather not go through the command li… |
| [Managed Service for Apache Flink](/app/developing-applications-on-managed-service-for-apache-flink) | Skill | Amazon Web Services | You are building on Amazon's managed Flink service, and generic Flink advice keeps steering you wrong because the service works differently… |
| [Instrument Data to Allotrope Converter](/app/instrument-data-to-allotrope) | Skill | Anthropic | Your instruments produce files in their own formats and the systems downstream want something standard. This converts those files - PDF, CS… |
| [Game Balance Check](/app/balance-check) | Skill | Donchitos | You have changed numbers in your game and you are not sure what that broke. This reads through the balance data, formulas and settings and… |
| [Amazon Keyspaces](/app/amazon-keyspaces) | Skill | Amazon Web Services | Answers about the managed Cassandra service on AWS are easy to get wrong, and a wrong answer about feature support costs you a rewrite. Thi… |
| [Designing Data-Intensive Applications Framework](/app/ddia-systems) | Skill | wondelai | You have to pick a database, or your queries are slowing down as data grows, or two copies of the same record disagree. This covers how sto… |
| [Query AWS SageMaker Catalog System Tables](/app/querying-aws-sagemaker-catalog) | Skill | Amazon Web Services | You have a catalog of data assets and governance questions about it: how many there are, which are undocumented, who owns what, how it has… |
| [Timescaledb Skill](/app/timescaledb) | Skill | 2025Emma | You are piling up readings, events or other data stamped with a time, and plain tables start to struggle. TimescaleDB is a PostgreSQL exten… |
| [Postgresql Skill](/app/postgresql) | Skill | 2025Emma | You are working with a Postgres database and you are unsure of the query, the table design, or why something drags. This is the PostgreSQL… |
| [Migrating to MSK Express](/app/migrate-to-msk) | Skill | Amazon Web Services | You run Kafka yourself and are considering moving it onto Amazon's managed service. This first takes inventory of what you have, then check… |
| [DMS Schema Conversion](/app/dms-schema-conversion) | Skill | Amazon Web Services | You are moving a database to a different engine and the schema has to come with it. This handles the whole run: setting up the migration pr… |
| [Graph Query Language (GQL) Query Generation Guidelines](/app/bigquery-graph) | Skill | Google | Your data is a network of things linked to other things, and you want to know how they connect. This helps you query a property graph to fi… |
| [Amazon RDS for SQL Server](/app/rds-sqlserver) | Skill | Amazon Web Services | You have a SQL Server database running on Amazon RDS and something will not connect to it - your tool, your app, your laptop. This walks th… |
| [Google Cloud Agentic Analytics](/app/google-cloud-solution-agentic-analytics-spark-knowledge-cata) | Skill | Google | Your data lives in several systems at once - Google Cloud, another provider, your own servers, tools like Snowflake or Salesforce - and you… |
| [SQL Query Expert](/app/sql-analyst) | Skill | RightNow | You need an answer out of a database, or the query you wrote is too slow, or the tables are not laid out well. This covers writing and opti… |
| [Vector Database Expert](/app/vector-db) | Skill | RightNow | Sometimes you want search that finds things that mean the same, not things spelled the same. That is what vector databases do, by storing t… |
| [SQLite Expert](/app/sqlite-expert) | Skill | RightNow | SQLite is the small database that lives inside an app rather than on a server. If yours feels slow, or you are not sure how to set it up so… |
| [Redis Data Store Expertise](/app/redis-expert) | Skill | RightNow | You are using Redis for caching or storage and are not certain you are doing it the standard way. This covers the data structures, the comm… |
| [MongoDB Operations Expert](/app/mongodb) | Skill | RightNow | In MongoDB, a slow query, a missing index and an awkward schema are usually the same problem in three places. This gives Claude expertise i… |
| [Machine Learning Engineer](/app/ml-engineer) | Skill | RightNow | Getting a model working is one problem; knowing it works and keeping it running is another. This gives Claude machine learning engineering… |
| [Elasticsearch Expert](/app/elasticsearch) | Skill | RightNow | Search indexes are unforgiving: the wrong query or mapping gives you results that look fine and are not. This brings Elasticsearch expertis… |
| [Data Pipeline Expert](/app/data-pipeline) | Skill | RightNow | Data has to get from where it lands to where it is used, and every step is a place it can go wrong. This brings pipeline expertise: ETL, Ap… |
| [Data Analysis Expert](/app/data-analyst) | Skill | RightNow | You have a table of data and a question, and you are not sure which method answers it. This brings data analysis expertise: statistics, vis… |
| [Evaluation Methods for Agent Systems](/app/evaluation) | Skill | Muratcan Koylan | When you change an agent, it is hard to tell whether you improved it or broke something else. This is about building the tests that tell yo… |
| [Book SFT Pipeline](/app/book-sft-pipeline) | Skill | Muratcan Koylan | If you want a model to write in a particular author's voice, you need that author's writing turned into training material first. This walks… |
| [Advanced Evaluation](/app/advanced-evaluation) | Skill | Muratcan Koylan | When a language model writes something, deciding whether it is good is the hard part. This helps you set up automatic grading: scoring answ… |
| [Data Analyzer](/app/data-analyzer) | Skill | camel-ai.org | You have a dataset and no clear read on what it is telling you. This goes through it and pulls out what stands out - patterns, statistics,… |
| [Oracle-to-PostgreSQL Database Migration](/app/reviewing-oracle-to-postgres-migration) | Skill | GitHub | You are moving a database from Oracle to PostgreSQL, and the two do not behave identically in ways that are easy to miss - empty strings, s… |
| [Migrating Stored Procedures from Oracle to PostgreSQL](/app/migrating-oracle-to-postgres-stored-procedures) | Skill | GitHub | You are moving a database from Oracle to PostgreSQL and the stored procedures have to come too. This translates PL/SQL into PL/pgSQL, keepi… |
| [Amazon Timestream for InfluxDB](/app/timestream-influxdb) | Skill | Amazon Web Services | You are storing time-based data on AWS and running InfluxDB there, and the choices and errors pile up fast. This gives you guidance on whic… |
| [Creating an Oracle-to-PostgreSQL Master Migration Plan](/app/creating-oracle-to-postgres-master-migration-plan) | Skill | GitHub | You are facing a move from Oracle to PostgreSQL across a whole .NET solution and you do not yet know how many projects are involved. This g… |
| [Creating Bug Reports for Oracle-to-PostgreSQL Migration](/app/creating-oracle-to-postgres-migration-bug-report) | Skill | GitHub | Something works one way on Oracle and another way on PostgreSQL, and right now that is just a note to yourself. This turns it into a struct… |
| [Analyze Experiment Results](/app/analyze-results) | Skill | Yang Ruofeng | Your experiment finished and now you have output you have to interpret. This computes the statistics, builds comparison tables, and tells y… |
| [Training Check](/app/training-check) | Skill | Yang Ruofeng | A training run can break quietly and keep burning GPU hours doing nothing useful. This checks the metrics as it goes and flags the early si… |
| [Image Classification](/app/cv-classification) | Skill | AIMING Lab | You are training a model to put images into categories, perhaps against one of the well-known benchmark datasets. There are established way… |
| [RL Policy Optimization](/app/rl-policy-optimization) | Skill | AIMING Lab | You are training an agent by reinforcement learning, where small choices in the algorithm or the reward quietly decide whether it works. Th… |
| [PyTorch Training Loops](/app/pytorch-training) | Skill | AIMING Lab | You are writing code to train a machine learning model, and the loop that does the training is easy to get subtly wrong. This gives Claude… |
| [NLP Pretraining](/app/nlp-pretraining) | Skill | AIMING Lab | Training a language model from scratch, or adapting one that exists, follows established practice. This holds that practice, for writing th… |
| [NLP Alignment](/app/nlp-alignment) | Skill | AIMING Lab | Getting a language model to behave the way you intend is its own body of practice, with several established approaches. This holds those pr… |
| [Mixed Precision](/app/mixed-precision) | Skill | AIMING Lab | Training a model uses a lot of graphics card memory and time. Doing some of the arithmetic at lower precision reduces both. This covers how… |
| [MFA Pipeline Orchestrator](/app/mfa-pipeline-orchestrator) | Skill | AIMING Lab | Metabolic flux analysis normally means stringing together several stages by hand, from loading a model to drawing the final figures. This r… |
| [Distributed Training](/app/distributed-training) | Skill | AIMING Lab | When one graphics card is not enough to train your model, you split the work across several. Doing that has established patterns, and this… |
| [Statistical Reporting](/app/statistical-reporting) | Skill | AIMING Lab | You have results and now have to choose the right test, confirm it is a fair one to use, and write it all up properly. This covers test sel… |
| [Statistical Method Design](/app/statistical-method-design) | Skill | AIMING Lab | You have written down a research problem formally and now need methods to attack it, plus the baselines and variants that make the comparis… |
| [Scientific Visualization](/app/scientific-visualization) | Skill | AIMING Lab | You have results and now you need figures a journal will accept, which is a different job from plotting to look at something yourself. This… |
| [Qiskit Quantum Machine Learning](/app/quantum-qiskit) | Skill | AIMING Lab | You are writing Python that uses Qiskit for quantum machine learning, and you want patterns that match the current version rather than olde… |
| [GSMM Validator](/app/gsmm-validator) | Skill | AIMING Lab | A metabolic model can look fine and still be wrong in ways that quietly spoil every result built on it. This checks it over and hands back… |
| [Experimental Design](/app/experimental-design) | Skill | AIMING Lab | Before you run machine learning experiments, how you set them up decides whether the numbers you get can be trusted or repeated. This is ac… |
| [Object Detection](/app/cv-detection) | Skill | AIMING Lab | If you are teaching a computer to find objects in pictures and draw boxes around them, there are conventions people follow. This is a set o… |
| [Biopython Bioinformatics](/app/biology-biopython) | Skill | AIMING Lab | You have biological sequence data - DNA, RNA, or protein - and need to read the files, change the sequences, look for matches, or work out… |
| [GSMM Builder](/app/gsmm-builder) | Skill | AIMING Lab | Metabolic modelling needs a model of the organism first. This either fetches an existing one or builds a small one for you, sets the condit… |
| [--- Single gene essentiality ---](/app/flux-analyzer) | Skill | AIMING Lab | Once a metabolic simulation has produced flux numbers, the numbers themselves are not the finding. This reads them and pulls out the biolog… |
| [Run FBA](/app/fba-simulator) | Skill | AIMING Lab | If you have a model of an organism's metabolism and want to know how material flows through it under given conditions, this runs those calc… |
| [Vision Analysis](/app/vision-analysis) | Skill | MiniMax | You have an image - a screenshot, a chart, a photo, a design mockup - and you need to know what is in it or get the text and numbers out. T… |
| [Migrating to Amazon Redshift](/app/migrating-to-amazon-redshift) | Skill | Amazon Web Services | You have a Teradata data warehouse and you are moving it to Redshift. This walks the whole thing: seeing what is there, converting the sche… |
| [verl RL Training](/app/verl-rl-training) | Skill | Orchestra Research | You have a base model and want to shape its behaviour with reinforcement learning rather than more plain training. This is guidance for ver… |
| [torchforge RL Training](/app/torchforge-rl-training) | Skill | Orchestra Research | You want to experiment with reinforcement learning for agents, but the infrastructure keeps getting tangled up with the algorithm. This is… |
| [slime RL Training](/app/slime-rl-training) | Skill | Orchestra Research | You have a trained model and want to improve it further with reinforcement learning. This guides you through doing that with slime, a frame… |
| [SimPO - Simple Preference Optimization](/app/simpo-training) | Skill | Orchestra Research | Teaching a model which answers people prefer usually means keeping a second reference model alongside it. This method drops that requiremen… |
| [RWKV - Receptance Weighted Key Value](/app/rwkv-architecture) | Skill | Orchestra Research | Transformers get slower and hungrier as the text gets longer, because of the cache they carry. RWKV is a hybrid design that trains in paral… |
| [PyTorch FSDP2](/app/pytorch-fsdp2) | Skill | Orchestra Research | Your model is too big for a single graphics card. This adds sharding to your PyTorch training script, splitting the model across devices, a… |
| [OpenRLHF - High-Performance RLHF Training](/app/openrlhf-training) | Skill | Orchestra Research | Doing RLHF on a large model means coordinating training and generation across a lot of GPUs, which is where most of the difficulty lives. O… |
| [Llama-Factory Skill](/app/llama-factory) | Skill | Orchestra Research | You want to fine-tune a language model but would rather not write the training code. LLaMA-Factory gives you a web interface for it, works… |
| [LitGPT - Clean LLM Implementations](/app/implementing-llms-litgpt) | Skill | Orchestra Research | Sometimes you want to see how a language model is actually put together, without layers of abstraction in the way. This covers implementing… |
| [GGUF - Quantization Format for llama.cpp](/app/gguf-quantization) | Skill | Orchestra Research | You want to run a model but do not have a big GPU, or want it working on your own machine. This covers converting models to the GGUF format… |
| [Experiment Tracking With SwanLab](/app/experiment-tracking-swanlab) | Skill | Orchestra Research | When you train models, it is easy to lose track of which run did what. This helps you record your runs with SwanLab and view them on a dash… |
| [Cosmos Policy Evaluation](/app/evaluating-cosmos-policy) | Skill | Orchestra Research | You have a robot manipulation policy and need to know how it performs before it touches hardware. This sets it up and runs it in simulation… |
| [DSPy](/app/dspy) | Skill | Orchestra Research | You are writing and rewriting prompts by hand and the system is getting hard to keep straight. This lets you describe what each part should… |
| [TorchTitan - PyTorch Native Distributed LLM Pretraining](/app/distributed-llm-pretraining-torchtitan) | Skill | Orchestra Research | You are pretraining a language model and it will not fit on one machine. This uses torchtitan to spread the training across GPUs in several… |
| [Deepspeed Skill](/app/deepspeed) | Skill | Orchestra Research | You are training a model across multiple GPUs or machines and the configuration options are unfamiliar. This gives you guidance on the choi… |
| [Constitutional AI - Harmlessness from AI Feedback](/app/constitutional-ai) | Skill | Orchestra Research | You need a model to stop producing harmful answers, and paying people to label examples is not an option. This is a training approach where… |
| [AudioCraft: Audio Generation](/app/audiocraft-audio-generation) | Skill | Orchestra Research | You need a piece of music or a sound effect and you do not have one. This generates audio from a text description of what you want, either… |
| [Weights And Biases](/app/weights-and-biases) | Skill | Orchestra Research | After enough training runs you cannot remember which settings produced which result. This uses W&B to log experiments automatically, watch… |
| [Megatron-Core - Large-Scale LLM Training](/app/training-llms-megatron) | Skill | Orchestra Research | You are training a model large enough that it will not fit on one GPU, and the question becomes how to spread it out. This covers training… |
| [TensorBoard](/app/tensorboard) | Skill | Orchestra Research | Training a model produces numbers you cannot read as a wall of text. This uses TensorBoard to show them: metric curves, histograms for debu… |
| [SentencePiece - Language-Independent Tokenization](/app/sentencepiece) | Skill | Orchestra Research | Most tokenizers assume text is already split into words, which breaks down for languages that do not put spaces between them. This one read… |
| [Sentence Transformers - State-of-the-Art Embeddings](/app/sentence-transformers) | Skill | Orchestra Research | You want a computer to tell which pieces of text mean roughly the same thing. This turns text - and images - into numbers that can be compa… |
| [Ray Train - Distributed Training Orchestration](/app/ray-train) | Skill | Orchestra Research | Your training job has outgrown one machine. This spreads it across a cluster, from a laptop up to very many nodes, and keeps working with P… |
| [bitsandbytes - LLM Quantization](/app/quantizing-models-bitsandbytes) | Skill | Orchestra Research | The model you want will not fit in your GPU memory. This shrinks it to 8-bit or 4-bit so it does fit, with little cost to accuracy, and wor… |
| [Qdrant - Vector Similarity Search Engine](/app/qdrant-vector-search) | Skill | Orchestra Research | Your app needs to find the items closest in meaning to a query, fast, and over a lot of them. This is a search engine built for that: neare… |
| [MLflow](/app/mlflow) | Skill | Orchestra Research | When you train models repeatedly, it gets hard to remember what settings produced which result, or which version is the live one. MLflow ke… |
| [Miles RL Training](/app/miles-rl-training) | Skill | Orchestra Research | Teaching a very large model through reinforcement learning is fiddly once the model is big and split across experts. This is guidance for d… |
| [Long Context](/app/long-context) | Skill | Orchestra Research | Your documents are longer than the model was built to read, and it stops short. This covers techniques for stretching a transformer's conte… |
| [Knowledge Distillation: Compressing LLMs](/app/knowledge-distillation) | Skill | Orchestra Research | A big model works well but costs too much to run. Knowledge distillation trains a smaller student model to imitate the larger teacher, so y… |
| [GPTQ (Generative Pre-trained Transformer Quantization)](/app/gptq) | Skill | Orchestra Research | You have a model too large for your GPU and no bigger one to hand. This covers four-bit quantization applied after training, which shrinks… |
| [TRL - Transformer Reinforcement Learning](/app/fine-tuning-with-trl) | Skill | Orchestra Research | You have a language model that answers, but not the way you want it to. This covers training it from human feedback using TRL: instruction… |
| [OpenPI Fine-Tuning and Serving](/app/fine-tuning-serving-openpi) | Skill | Orchestra Research | You want to use Physical Intelligence's pi0 robot policy models on your own data or run them for inference. This covers fine-tuning and ser… |
| [BigCode Evaluation Harness - Code Model Benchmarking](/app/evaluating-code-models) | Skill | Orchestra Research | You need to know how good a model actually is at writing code, and opinions are not enough. This runs it against established coding benchma… |
| [BLIP-2: Vision-Language Pre-training](/app/blip-2-vision-language) | Skill | Orchestra Research | You have images and you want a model to describe them, answer questions about them, or match them to text. This connects an existing image… |
| [AWQ (Activation-aware Weight Quantization)](/app/awq-quantization) | Skill | Orchestra Research | You have a large language model and not enough GPU memory to run it comfortably. This compresses the model's weights down to four bits so i… |
| [TensorRT-LLM](/app/tensorrt-llm) | Skill | Orchestra Research | You have a model that works and now it has to serve real traffic on NVIDIA hardware. This covers optimizing inference with TensorRT: quanti… |
| [Speculative Decoding](/app/speculative-decoding) | Skill | Orchestra Research | Your model works but each reply takes too long, and you cannot throw more hardware at it. This covers ways of generating tokens in parallel… |
| [Flash Attention - Fast Memory-Efficient Attention](/app/optimizing-attention-flash) | Skill | Orchestra Research | Transformers get slow and memory-hungry as inputs get longer, and attention is usually the culprit. Flash Attention computes it differently… |
| [NeMo Evaluator SDK - Enterprise LLM Benchmarking](/app/nemo-evaluator-sdk) | Skill | Orchestra Research | Judging a model means running it against a lot of different tests, and stitching those harnesses together yourself is tedious. This runs a… |
| [NeMo Curator - GPU-Accelerated Data Curation](/app/nemo-curator) | Skill | Orchestra Research | Raw scraped data is full of repeats, junk and things that should not be in there. NeMo Curator cleans it up: it finds near-duplicates, filt… |
| [MoE Training](/app/moe-training) | Skill | Orchestra Research | You want a bigger model than your compute allows, because dense models cost more the larger they get. Mixture of Experts activates only par… |
| [Model Pruning: Compressing LLMs](/app/model-pruning) | Skill | Orchestra Research | A model is bigger and slower than you can live with, but retraining it is not on the table. Pruning strips out parts of it in one pass, lea… |
| [Model Merging](/app/model-merging) | Skill | Orchestra Research | You have several fine-tuned models, each good at a different thing, and you want one model that does all of it. Merging combines them direc… |
| [Mamba - Selective State Space Models](/app/mamba-architecture) | Skill | Orchestra Research | Long inputs get expensive fast with the usual transformer setup, and memory grows as you generate. This covers a different kind of sequence… |
| [HuggingFace Tokenizers - Fast Tokenization for NLP](/app/huggingface-tokenizers) | Skill | Orchestra Research | Before a model reads text, the text has to be split into tokens, and on large corpora that step can be slow. This covers fast tokenizers bu… |
| [OpenVLA-OFT](/app/fine-tuning-openvla-oft) | Skill | Orchestra Research | You are working on robot policies with OpenVLA-OFT and need to train, evaluate or deploy one. This walks you through fine-tuning those poli… |
| [Spark Engineer](/app/spark-engineer) | Skill | Jeffallan | You have a data job running across a cluster and it is slow, expensive, or falling over. This helps you write the job, find where the time… |
| [Pandas Pro](/app/pandas-pro) | Skill | Jeffallan | You have data in a table and it is not in the shape you need: gaps, mismatched columns, the wrong time granularity. This handles that resha… |
| [Database Optimizer](/app/database-optimizer) | Skill | Jeffallan | A query that used to be fine is now slow and the database is not telling you why. This digs into it: reads the plan, rewrites the query, wo… |
| [SQL Pro](/app/sql-pro) | Skill | Jeffallan | A query is taking too long and the plan output means nothing to you. This works out where the time goes, rewrites the query, and suggests t… |
| [ML Pipeline Expert](/app/ml-pipeline) | Skill | Jeffallan | Machine learning work spreads out fast: runs to keep track of, data that keeps changing, models that need refreshing. This sets up the plum… |
| [Fine-Tuning Expert](/app/fine-tuning-expert) | Skill | Jeffallan | You have a general-purpose language model and a specific job it does not do well enough. Rather than train something from scratch, this hel… |
| [AWS AI/ML Model Customization](/app/aws-ai-ml) | Skill | Amazon Web Services | Going from "we want a model" to "a model is serving traffic" involves choosing one, preparing data, training, checking quality and deployin… |
| [SFT Training Wizard](/app/train-sft) | Skill | OpenPipe | You have a dataset and want to fine-tune a model with the ART framework, but you are not sure how the training script should look. This is… |
| [ART RL Workflow](/app/train-rl) | Skill | OpenPipe | You want to train a model by reinforcement learning with the ART framework and would rather not piece the script together from scratch. Thi… |
| [Semantica Query](/app/query) | Skill | Semantica | You need something out of your Semantica knowledge graph and the way you would ask depends on what you already know. This lets you query it… |
| [Semantica Provenance](/app/provenance) | Skill | Semantica | Someone questions a fact in your graph and you cannot say where it came from. This follows data back through the graph to its source, keeps… |
| [Semantica Extract](/app/extract) | Skill | Semantica | You have a document or a passage and you want to know who and what is in it and how they connect. This runs Semantica's extraction over the… |
| [Semantica Explain](/app/explain) | Skill | Semantica | You have a result from Semantica and no idea how it got there, which makes it hard to defend or act on. This walks back through the reasoni… |
| [Semantica Change Tracking](/app/change) | Skill | Semantica | Your knowledge graph keeps changing as data arrives and you want to know what is different. This tracks the changes, shows diffs and update… |
| [Semantica Ingest](/app/ingest) | Skill | Semantica | Your data sits in files, databases, APIs and streams, and none of it is joined up. This brings those sources into Semantica knowledge graph… |
| [Semantica Decisions](/app/decision) | Skill | Semantica | Decisions get made and then nobody can find them again, or remember what was decided in a similar case. This records them, lets you search… |
| [Semantica Causal Analysis](/app/causal) | Skill | Semantica | You have a knowledge graph and you want to know not just what is connected but what actually led to what. This traces chains of cause and e… |
| [PDF Processing](/app/pdf-processing) | Skill | Nix community projects | You have a PDF and you need what is inside it as text you can work with, including the tables. This pulls both out. Reach for it when the c… |
| [Data Processing Skill](/app/data-processing) | Skill | Nix community projects | You have a data file that is not in the shape the next step needs. This processes and transforms structured data files for you. Reach for i… |
| [Data Analysis](/app/data-analysis) | Skill | Nix community projects | You have data laid out in rows and columns and need to know what it says. This analyses it and gives you back a summary of the results. Rea… |
| [ML Training Recipe](/app/ml-training-recipe) | Skill | getcompanion-ai | You want to train or fine-tune a model and the guidance is spread across papers, docs and code. This pulls together practical recipes: the… |
| [XLSX Author](/app/xlsx-author) | Skill | Anthropic | Sometimes you need an actual spreadsheet file, but you are working somewhere with no Excel open to type into. This writes the .xlsx file di… |
| [Amazon Redshift Guide](/app/redshift-guide) | Skill | Amazon Web Services | Amazon Redshift looks like PostgreSQL and is not, so habits from Postgres quietly produce SQL it rejects. This corrects those assumptions a… |
| [GLM-OCR Table Recognition Skill / GLM-OCR 表格识别技能](/app/glmocr-table) | Skill | Z.ai | A table you need is sitting in an image or a PDF and copying it by hand is miserable. This reads the table out and gives it back as Markdow… |
| [GLM-OCR Handwriting Recognition Skill / GLM-OCR 手写体识别技能](/app/glmocr-handwriting) | Skill | Z.ai | You have a photo of handwritten notes, a letter, or a filled-in form, and you want the words as text. This reads handwriting out of images… |
| [GLM-OCR Formula Recognition Skill / GLM-OCR 公式识别技能](/app/glmocr-formula) | Skill | Z.ai | Retyping a complicated equation from a paper or a photo is slow and easy to get wrong. This reads mathematical formulas out of images and P… |
| [GLM-OCR Text Extraction Skill](/app/glmocr) | Skill | Z.ai | Sometimes the text you need is stuck inside a picture or a PDF and you cannot copy it. Point this at the file and it reads the text back ou… |
| [Vision Model Training on Hugging Face Jobs](/app/huggingface-vision-trainer) | Skill | Hugging Face | You have your own images and want a model that recognises what is in them - boxes around objects, a label per image, or a cut-out shape. Th… |
| [PostHog Plugin](/app/posthog) | Skill | stagewise | You want to know something from your product analytics - what happened, who did it, or whether an experiment moved - and you do not want to… |
| [Hugging Face Local Models](/app/huggingface-local-models) | Skill | Hugging Face | You want a model running on your own computer rather than in someone's cloud. This helps pick one that suits your machine, find the right f… |
| [Trackio - Experiment Tracking for ML Training](/app/huggingface-trackio) | Skill | Hugging Face | A training run is going and you cannot tell whether it is going well. This records the numbers as they come in, shows them on a dashboard y… |
| [Hugging Face Community Evals](/app/huggingface-community-evals) | Skill | Hugging Face | You want to know how a model actually performs, and you want to test it on your own machine. This runs evaluations for Hugging Face Hub mod… |
| [Find Source](/app/find-source) | Skill | dltHub | You want to pull data from a REST API and need the right source set up for it. This finds that source and configures it. Use it when you ar… |
| [HuggingFace Best Model Finder](/app/huggingface-best) | Skill | Hugging Face | There are far too many AI models and no obvious way to pick one. Describe the task, or your laptop, and this comes back with recommendation… |
| [Lean Analytics](/app/lean-analytics) | Skill | wondelai | Your dashboard is full of numbers and none of them tell you whether things are going well. This helps you choose the few metrics that matte… |
| [tsv - skill0](/app/tsv) | Skill | x-cmd | You have a tab-separated file and you need to see it, narrow it down, or turn it into something else. This handles those moves on TSV data.… |
| [Score](/app/score) | Skill | x-cmd | You are choosing between several options and the argument keeps going in circles. This gives you a way to score them: work out what matters… |
| [Ontology Database (ondb)](/app/ontology-database) | Skill | x-cmd | You are keeping track of things and the connections between them, and a plain list is not enough. This stores entities and the directed lin… |
| [csv - skill0](/app/csv) | Skill | x-cmd | You have a spreadsheet-style file and you need to see it, cut it down, or turn it into something else. This handles the everyday moves on t… |
| [Query Writing Skill](/app/query-writing) | Skill | LangChain | You need something out of a database and either you do not write SQL or the query is more tangled than you want to work out. Describe what… |
| [Arize Evaluator Skill](/app/arize-evaluator) | Skill | GitHub | Judging whether an AI's answers are good is hard to do by hand at any volume. This sets up evaluators that use a model as the judge, runs t… |
| [Arize Dataset Skill](/app/arize-dataset) | Skill | GitHub | Evaluating an AI system means having a set of examples to run against, and keeping track of them. This creates datasets on Arize, adds exam… |
| [Arize Annotation Skill](/app/arize-annotation) | Skill | GitHub | You want people to review what your AI produced and mark it up in a consistent way. This lets you define the label schemes reviewers use, s… |
| [Arize Experiment Skill](/app/arize-experiment) | Skill | GitHub | You have two versions of something and an opinion about which is better. This runs experiments on Arize and compares the results, so the an… |
| [Train a sentence-transformers Model](/app/train-sentence-transformers) | Skill | Hugging Face | Off-the-shelf search or similarity models often miss what matters in your particular data. This trains or fine-tunes one on your examples,… |
| [Phoenix Evals](/app/phoenix-evals) | Skill | GitHub | You have built something on top of an AI model and you need a way to judge whether its output is right. This helps you build the checks tha… |
| [Visualization Selection Guide](/app/visualization-selection) | Skill | AIMING Lab | You have data to show and a lot of chart types to pick from, and the wrong pick buries the point. This puts the choice first: work out whic… |
| [SQL Best Practices](/app/sql-best-practices) | Skill | AIMING Lab | SQL is easy to write and easy to get subtly wrong, and the data is usually real. This applies working practice to queries as you write them… |
| [Data Validation First](/app/data-validation-first) | Skill | AIMING Lab | An analysis built on data nobody looked at closely can be confidently wrong. This puts inspecting and validating the data first, before con… |
| [Scikit-learn](/app/scikit-learn) | Skill | zLanqing | You are building a machine learning model in Python and keep stopping to check how something is meant to be done. This is reference materia… |
| [PostgreSQL Performance Investigation](/app/postgres-performance) | Skill | HolmesGPT | A query against your PostgreSQL database is slow, and you need to know why before you can fix it. This is a guide to investigating slow que… |
| [OpenVINO Object Detection](/app/yolo-detection-2026-openvino) | Skill | SharpAI Dev Team | If the hardware you have is Intel, or a Neural Compute Stick, this sets up detection that uses it. It runs in Docker, so the setup stays co… |
| [SAM2 Interactive Segmentation](/app/segmentation-sam2) | Skill | SharpAI Dev Team | Tracing the outline of an object by hand is tedious work. This lets you click on it instead and get the shape back. It uses Segment Anythin… |
| [Model Training](/app/model-training) | Skill | SharpAI Dev Team | If an off-the-shelf detector does not spot the things you care about, you need to train it on your own pictures. This runs that whole stret… |
| [Depth Estimation (Privacy)](/app/depth-estimation) | Skill | SharpAI Dev Team | A camera that sees who you are is a privacy problem. This turns the picture into a depth map instead: how far things are from the lens, rat… |
| [Dataset Annotation](/app/dataset-annotation) | Skill | SharpAI Dev Team | Labelling a dataset by hand is slow. This helps with the labelling itself, with AI doing some of the work, whether you are drawing boxes or… |
| [Annotation Data Management](/app/annotation-data) | Skill | SharpAI Dev Team | If you have a pile of images or video frames with labels on them, this helps you keep that collection in order. It handles the labels in th… |
| [Statistical Power & Sample Size](/app/statistical-power) | Skill | XinTaoFei | Someone has asked how many subjects, samples or replicates your study needs, and a number on its own will not survive review. This runs tha… |
| [Hamilton Scaling & Performance](/app/hamilton-scale) | Skill | The Apache Software Foundation | Your Hamilton dataflow works but the volume has grown and it is straining. This covers the patterns for spreading the work out: async I/O,… |
| [GLM-V Caption Skill](/app/glmv-caption) | Skill | Z.ai | You have images, videos or files and need words for what is in them: a description, a caption, a summary. This produces that text for you.… |
| [GLMV-Grounding Skill](/app/glmv-grounding) | Skill | Z.ai | You need to know where something sits in an image, not just that it is there. Describe the thing in words and this returns its position, an… |
| [Hugging Face ZeroGPU](/app/huggingface-zerogpu) | Skill | Hugging Face | You are running a demo on ZeroGPU and hitting errors that make no sense anywhere else. This knows the constraints that cause them - how sta… |
| [MUD Store Event Indexing with Nethereum](/app/mud-indexing) | Skill | Nethereum | On-chain table data is awkward to query directly, so people copy it into a normal database. This helps you build that indexer for MUD World… |
| [Blockchain Data Indexing](/app/blockchain-indexing) | Skill | Nethereum | Asking a node about past activity is slow and awkward, and it forgets nothing helpfully. This copies blocks, transactions, logs and token a… |
| [Before You Start](/app/data-designer) | Skill | NVIDIA-NeMo | Sometimes you need data to work with and none exists yet, or the real data cannot be used. This helps you make a dataset instead of hunting… |
| [A/B Test Design](/app/a-b-test-design) | Skill | MC Dean | You want to test a change on real users and need the experiment set up properly first. This works through the hypothesis, the variants, the… |
| [App Analytics](/app/app-analytics) | Skill | Erencan Arica | You have numbers about your app and no clear read on what they mean, or no numbers at all yet. This helps you set up tracking, interpret wh… |
| [PEFT (Parameter-Efficient Fine-Tuning)](/app/peft-fine-tuning) | Skill | OpenRaiser | You want to fine-tune a big model and you do not have the memory for a full run. These methods train only a small fraction of the parameter… |
| [Academic Plotting for ML Papers](/app/academic-plotting) | Skill | OpenRaiser | Paper figures take a long time and they have to look right for publication. Hand this a section of your paper and it works out the componen… |
| [Ray Data - Scalable ML Data Processing](/app/ray-data) | Skill | OpenRaiser | Data prep for ML stops fitting on one machine sooner than you expect. This processes and streams data across CPUs and GPUs, from a laptop u… |
| [ML Training Recipes](/app/ml-training-recipes) | Skill | OpenRaiser | Training runs fail in familiar ways - loss spikes, memory errors, a schedule that was never going to work. These are tried PyTorch recipes… |
| [HuggingFace Accelerate - Unified Distributed Training](/app/huggingface-accelerate) | Skill | OpenRaiser | Your training script works on one GPU and scaling it up usually means rewriting it. This adds distributed support to an existing PyTorch sc… |
| [LLM Evaluation Harness](/app/evaluating-llms-harness) | Skill | OpenRaiser | You have a model and no defensible answer to "is it any good?". This runs it against a large set of academic benchmarks so you get comparab… |
| [Excel Analysis](/app/excel-analysis) | Skill | Eric Zhang | You have a spreadsheet and a question about what's inside it. This reads the file, works through the numbers, and can pivot or chart them s… |
| [Database Schema Auditor Agent](/app/axiom-audit-database-schema) | Skill | Charles Wiltgen | You are about to change a database schema, and the real worry is what happens to the data already sitting there. This reviews the schema an… |
| [Entity Framework Core Patterns](/app/efcore-patterns) | Skill | Aaron Stannard | Entity Framework Core is easy to start with and easy to misuse, and the mistakes usually show up later as slow queries or messy migrations.… |
| [Database Performance Patterns](/app/database-performance) | Skill | Aaron Stannard | Slow screens are often slow because the code asks the database far more often, or for far more data, than it needs. This covers the access… |
| [Hla Typing](/app/hla-typing) | Skill | ClawBio | You have sequencing data in VCF form and you need to know which HLA alleles are there. This works out the typing from that data. Reach for… |
| [🦖 Ancestry Decomposition PCA](/app/claw-ancestry-pca) | Skill | ClawBio | If you want to understand a genome's ancestry, it helps to place it next to a broad set of human genomes from around the world. This does t… |
| [💊 PharmGx Reporter](/app/pharmgx-reporter) | Skill | ClawBio | You have the raw data file from a home DNA test and want to know what it suggests about how you respond to medicines. This reads that file… |
| [🦖 Skill Name](/app/ncbi-datasets) | Skill | ClawBio | You need reference data from NCBI - a genome, some genes, virus sequences, taxonomy - and you would rather just ask for it than work out th… |
| [Marker Dominance Mapper](/app/marker-dominance-mapper) | Skill | ClawBio | You have spot counts sitting in CSV files and you want to know which marker dominates in each region. This does that mapping from your loca… |
| [🧬 Genome Comparator](/app/genome-compare) | Skill | ClawBio | You have your own genome data and are curious how it compares to someone else's, and where your ancestry sits. This compares your genome to… |
| [CRISPR Screen Triage](/app/crispr-screen-triage) | Skill | ClawBio | After a CRISPR screen you are left with a big table of guide counts and no obvious place to start. This ranks the hits for you, reading the… |
| [Shotgun Metagenomics Profiler](/app/claw-metagenomics) | Skill | ClawBio | A mixed sample of microbes tells you little until you break it down. This works through shotgun sequencing data to say which organisms are… |
| [Struct Predictor](/app/struct-predictor) | Skill | ClawBio | You want to know what shape a protein takes, on its own or bound with other chains, and how much of that answer is reliable. You describe t… |
| [🧬 scRNA Embedding](/app/scrna-embedding) | Skill | ClawBio | You have single-cell data, possibly from more than one run, and the runs do not line up with each other. This builds a compact representati… |
| [🦖 Repro Enforcer](/app/repro-enforcer) | Skill | ClawBio | Your analysis works on your machine and now somebody else has to run it. This exports it as a bundle carrying the environment it needs, a c… |
| [🧪 Recombinator](/app/recombinator) | Skill | ClawBio | You want to see what genomes could come out of a given pair of parents. This produces offspring genomes by simulating how chromosomes recom… |
| [Rare High Impact Variants](/app/rare-high-impact-variants) | Skill | ClawBio | You have a VCF and want to know how many rare, likely damaging variants it carries. This counts the loss-of-function variants and tells you… |
| [🩸 Rare-Disease Blood RNA-seq Outlier Detection](/app/rare-disease-rnaseq) | Skill | ClawBio | You are trying to reach a diagnosis in a rare disease case and have blood RNA-seq data. This compares the case against a panel of controls,… |
| [🥚 Proteomics Differential Expression](/app/proteomics-de) | Skill | ClawBio | You have protein intensity data from a quantitative experiment and need to know which proteins really differ between your groups. This take… |
| [NutriGx](/app/nutrigx) | Skill | ClawBio | You have a raw data file from a consumer DNA test and wonder what it says about food and diet. This reads that file, looks at the variants… |
| [nf-core Sarek Wrapper](/app/nfcore-sarek-wrapper) | Skill | ClawBio | You have sequencing data and you need variants called and annotated, whether that is a germline sample or a tumor. This runs that whole str… |
| [📊 MultiQC](/app/multiqc-reporter) | Skill | ClawBio | A sequencing run leaves QC output from every tool in the chain, and reading them one at a time is tedious. This gathers those outputs into… |
| [Methylation Clock](/app/methylation-clock) | Skill | ClawBio | You have DNA methylation array data and you want the epigenetic age that comes out of it. This computes that, taking either a public access… |
| [just-prs MCP bridge](/app/just-prs-mcp) | Skill | ClawBio | You have a genome file and you want a polygenic risk score from it. This computes one from that file, running against a scoring engine and… |
| [🧬 GWAS Catalog Region Fetch](/app/gwas-catalog-region-fetch) | Skill | ClawBio | You need the GWAS numbers for every variant in a stretch of a chromosome, from one particular study. Give it the study accession plus the c… |
| [fastreeR](/app/fastreer) | Skill | ClawBio | You have variant or sequence files and want to see how the samples relate to each other. This computes distance matrices and builds phyloge… |
| [🦖 Equity Scorer](/app/equity-scorer) | Skill | ClawBio | You want to know how representative the samples in a genomic dataset actually are. This reads VCF or ancestry data and computes diversity a… |
| [📸 Drug Photo](/app/drug-photo) | Skill | ClawBio | You are holding a medication and want to know what it means for you specifically, given your genetics. Take a photo of it and this identifi… |
| [📈 Differential Visualizer](/app/diff-visualizer) | Skill | ClawBio | The analysis is finished and now you need pictures and a write-up of it. This takes bulk RNA-seq differential expression output, or single-… |
| [Differential Expression Summary Reporter](/app/de-summary) | Skill | ClawBio | You have already run the differential expression analysis and now face a long table of genes. This turns it into a summary: which genes ran… |
| [📊 Data Extractor](/app/data-extractor) | Skill | ClawBio | Sometimes the only version of a result you can get is a picture of a chart in a paper. This reads the image and gives you the numbers behin… |
| [🧬 ClinPGx](/app/clinpgx) | Skill | ClawBio | How a drug works can depend on a person's genes, and the guidance on that is spread across different sources. This queries one API for gene… |
| [Clinical Variant Prioritizer](/app/clinical-variant-prioritizer) | Skill | ClawBio | A genotype file holds far more variants than anyone can review. This checks them against established lists of disease-related genes and the… |
| [Methylation Cycle](/app/claw-methylation-cycle) | Skill | ClawBio | Your genotype data holds clues about how one particular chemical pathway in the body is likely to run. This reads SNP genotypes and works o… |
| [🔬 Cell Segmentation](/app/cell-detection) | Skill | ClawBio | You have fluorescence microscopy images and need to know where each cell is and how big it is. This finds the cells, measures each one, dra… |
| [🧬 BUSCO Assessor](/app/busco-assessor) | Skill | ClawBio | After assembling a genome you need to know whether it is whole or missing pieces. This measures completeness for genomes, transcriptomes an… |
| [📊 BioQC (FastQC & MultiQC MCP)](/app/bioqc-mcp) | Skill | ClawBio | Before trusting sequencing data you need to know whether it is any good. This runs the standard quality checks, gathers them together, and… |
| [🧬 Bioconductor Bridge](/app/bioconductor-bridge) | Skill | ClawBio | Bioconductor holds a lot of packages, and picking one and getting started with it can take a while. This helps you find a package, suggests… |
| [🗃️ BigQuery Public](/app/bigquery-public) | Skill | ClawBio | There are large public datasets you can query with SQL, but it is easy to run something expensive by accident and hard to retrace what you… |
| [Archaic Introgression Detector](/app/archaic-introgression) | Skill | ClawBio | Modern human DNA carries pieces inherited from Neanderthals and Denisovans. If you have modern human genome data and want to know which par… |
| [🧬 Ancestry-Aware Disease Risk Profiler](/app/ancestry-risk-profiler) | Skill | ClawBio | You have a consumer DNA file and you know most published risk numbers were worked out on European samples. This works out the broad ancestr… |
| [🦀 xena-tcga-gene-query](/app/xena-tcga-gene-query) | Skill | ClawBio | You have a gene in mind and want to know how it behaves in real tumours. This queries TCGA data to compare tumour against normal tissue, re… |
| [Informe Clinico WES en Espanol](/app/wes-clinical-report-es) | Skill | ClawBio | Exome sequencing results need to reach a clinician or patient who reads Spanish. This assembles them into a finished PDF report in Spanish,… |
| [WES Clinical Report (English)](/app/wes-clinical-report-en) | Skill | ClawBio | Exome sequencing produces findings that a clinician still has to explain to somebody. This assembles those results into a finished PDF repo… |
| [🧬 Variant Annotation](/app/variant-annotation) | Skill | ClawBio | A VCF file is a long list of variants with no indication which ones matter. This adds what is known about each one, including clinical sign… |
| [🕸 TuringDB Graph](/app/turingdb-graph) | Skill | ClawBio | Biomedical knowledge is full of connections between things, and holding it as a graph makes those connections askable. This lets you build… |
| [🦖 Seq Wrangler](/app/seq-wrangler) | Skill | ClawBio | Raw sequencing reads need checking, aligning, and cleaning up before anything else, and that means running several separate programs in the… |
| [Sample QC Triage](/app/sample-qc-triage) | Skill | ClawBio | Before you analyse a batch of samples, some of them are quietly wrong: mixed up, contaminated, or run on a day that behaved differently. Th… |
| [🧬 RNA-seq Differential Expression](/app/rnaseq-de) | Skill | ClawBio | You have a count matrix from bulk RNA-seq and need to know which genes differ between your conditions. This runs the quality checks, shows… |
| [🐻 polars-bio](/app/polars-bio) | Skill | ClawBio | You are comparing sets of genomic regions - what overlaps what, what is nearest, what to merge or subtract. This does those operations on P… |
| [Organ Aging Studio](/app/organ-aging-studio) | Skill | ClawBio | You have proteomic measurements and want to see what an aging clock says about them, not just the final number. This lets you filter by org… |
| [nf-core scRNA-seq Wrapper](/app/nfcore-scrnaseq-wrapper) | Skill | ClawBio | You have raw single-cell sequencing files and need them turned into something you can analyse. This runs the preprocessing for you, checks… |
| [🧬 Mendelian Randomisation](/app/mendelian-randomisation) | Skill | ClawBio | You want to know whether one trait plausibly causes another, and you have summary statistics from two studies rather than individual data.… |
| [📊 GWAS Pipeline](/app/gwas-pipeline) | Skill | ClawBio | Running a genome-wide association study means chaining several tools together and keeping the outputs straight. This runs the whole path fo… |
| [Galaxy Bridge](/app/galaxy-bridge) | Skill | ClawBio | Galaxy has an enormous number of tools and finding the right one is its own task. This searches them, recommends candidates using several s… |
| [Flow Bio Bridge](/app/flow-bio) | Skill | ClawBio | Your data and pipelines live in Flow and you would rather not switch to its interface for every small thing. This connects to the Flow API… |
| [🧬 eQTL Catalogue Region Fetch](/app/eqtl-catalogue-region-fetch) | Skill | ClawBio | You need the eQTL numbers for every variant in a window around a gene, from one particular dataset. Give it the dataset, chromosome, start… |
| [💊 Drug Repurposing Screen](/app/drug-repurposing-screen) | Skill | ClawBio | You ran a pooled viability screen and want to know which existing drugs deserve follow-up. This takes the screen through quality checks, hi… |
| [🦖 CNV ACMG Classifier](/app/cnv-acmg-classifier) | Skill | ClawBio | You have a copy-number change - a stretch of DNA deleted or duplicated - and you need to say how likely it is to matter. This applies the C… |
| [🧬 analyze-fasta](/app/analyze-fasta) | Skill | ClawBio | You have a single FASTA file, nucleotide or protein, and you want the standard numbers off it without writing the script yourself. This com… |
| [🧪 Affinity Proteomics Pipeline](/app/affinity-proteomics) | Skill | ClawBio | You have protein measurements back from Olink or SomaLogic and the two platforms want handling differently. This runs one pipeline that kno… |
| [🧪 UKB-PPP Region Fetch](/app/ukb-ppp-region-fetch) | Skill | ClawBio | You are looking at one region of the genome and one blood protein, and you need the per-variant numbers there rather than a whole-genome fi… |
| [🦖 scRNA Orchestrator](/app/scrna-orchestrator) | Skill | ClawBio | You have single-cell RNA data as raw counts and want the usual journey: clean it, group the cells, and see what distinguishes each group. T… |
| [🎯 LocusCompare Regional Diagnostic](/app/locuscompare-region-render) | Skill | ClawBio | Two studies both show a signal in the same region and you want to know whether they are really pointing at the same variant. This draws a s… |
| [🧬 LD 1000G Region Compute](/app/ld-1000g-region-compute) | Skill | ClawBio | You are looking at one region around a variant and you need to know how strongly nearby variants travel with it. This works out those pairw… |
| [DnaSP](/app/dnasp) | Skill | ClawBio | You have aligned DNA sequences and need the standard population genetics numbers from them. This is a full reimplementation of DnaSP 6, cov… |
| [Prodigy Binding Affinity Prediction for Protein Complex](/app/binding-affinity-prediction-prodigy) | Skill | PharMolix | You have the structure of a protein complex and want to know how strongly the parts bind. This predicts a binding affinity score from that… |
| [High-fitness AAV Mutant Proposal](/app/mutation-design-aav) | Skill | PharMolix | You are engineering the AAV capsid and need candidate mutants to try. This proposes variants of the VP1 capsid protein, refining them over… |
| [IUPAC Name Identification (BioT5)](/app/iupac-name-identification-biot5) | Skill | PharMolix | You have a molecule written as a structure string and need its formal chemical name. This works out the IUPAC nomenclature for it. Reach fo… |
| [Protein Function Prediction](/app/protein-function-prediction) | Skill | PharMolix | You have an amino acid sequence and nothing else, and you want to know what the protein does. This predicts its function and properties fro… |
| [STRING Protein-Protein Interaction Query](/app/ppi-string-query) | Skill | PharMolix | You have a protein and want to know what it interacts with, and how sure anyone is about it. This pulls those interaction partners and thei… |
| [High-Fluorescence GFP Mutant Proposal](/app/mutation-design-gfp) | Skill | PharMolix | You are trying to improve Green Fluorescent Protein and need variants worth testing. This proposes mutants aimed at high fluorescence while… |
| [Functional Protein Design](/app/functional-protein-design) | Skill | PharMolix | You want a protein that does a particular job, and no existing sequence fits. This generates new protein sequences, and you can point the g… |
| [ChEMBL Query](/app/chembl-query) | Skill | PharMolix | You have a target, a molecule, or a disease, and need the bioactivity data that connects them. This queries the ChEMBL database three ways:… |
| [tFold Antibody-related Structure Prediction](/app/antibody-structure-prediction-tfold) | Skill | PharMolix | You have antibody sequences and want to know what shape they take. This predicts antibody and nanobody structures from sequence, and antige… |
| [Spatial Transcriptomics Data I/O](/app/spatial-transcriptomics-spatial-data-io) | Skill | PharMolix | Your spatial transcriptomics data came off one platform and your analysis expects another shape. This loads runs from Visium, Xenium, MERFI… |
| [scvi-tools Single-Cell Multi-Omics Analysis](/app/single-cell-multi-omics-analysis-scvi) | Skill | PharMolix | Your single-cell data came from several runs or several kinds of measurement, and it does not line up. This is a probabilistic deep learnin… |
| [LangCell](/app/single-cell-foundation-model-langcell) | Skill | PharMolix | You have single-cell data and need to say what each cell is, but labelled examples are scarce or missing. This works with LangCell, which p… |
| [Geneformer](/app/single-cell-foundation-model-geneformer) | Skill | PharMolix | You are working with Geneformer and the steps around it have their own names and order. This covers those steps: getting input ready, produ… |
| [Protein Mutation Analysis](/app/protein-mutation-analysis) | Skill | PharMolix | Someone hands you a genetic variant and asks what it means for the protein. This gathers the protein data, explains the effect of the mutat… |
| [Protein-Ligand Binding Analysis with PLIP](/app/protein-ligand-binding-analysis-plip) | Skill | PharMolix | You have a structure file of a protein with something bound to it, and you want to know what is actually holding them together. This profil… |
| [KEGG Query](/app/kegg-query) | Skill | PharMolix | You need reference facts about a drug, a pathway, or a disease and do not want to go browsing a database by hand. This queries KEGG and bri… |
| [Drug Lead Analysis](/app/drug-lead-analysis) | Skill | PharMolix | You have one or more candidate molecules and need to know which are worth pursuing. This scores them for drug-likeness, predicts how the bo… |
| [Drug-Drug Interaction Analysis](/app/drug-drug-interaction-analysis) | Skill | PharMolix | Someone is on several drugs at once and you need to know whether they clash. This checks a small set of medications against a known interac… |
| [BoltzGen All-Atom Design](/app/protein-structure-design-boltzgen) | Skill | PharMolix | You are designing a protein where the details of the fit matter, not just the overall fold. This does all-atom design, so side chains are a… |
| [Drug Candidate Discovery](/app/drug-candidate-discovery) | Skill | PharMolix | You know the disease or the protein you want to hit, but not what molecule to try. This generates candidate compounds for that target and t… |
| [Biomedical Literature Search](/app/biomedical-literature-search) | Skill | PharMolix | You need to know what has been published on a topic and where. This searches PubMed and bioRxiv for research papers, returning titles, abst… |
| [cuOpt User Rules](/app/cuopt-user-rules) | Skill | NVIDIA Corporation | You are about to use cuOpt for routing or an optimization problem and there are conventions worth knowing first. This holds the base rules… |
| [cuOpt Routing - Python API](/app/cuopt-routing-api-python) | Skill | NVIDIA Corporation | You are working out routes for vehicles - which stops, in which order, with pickups and deliveries - and you are writing it in Python. This… |
| [Numerical Optimization Formulation](/app/cuopt-numerical-optimization-formulation) | Skill | NVIDIA Corporation | Somebody has described a problem in prose and you have to turn it into the parameters, decisions, constraints and objective an optimizer ex… |
| [cuOpt Numerical Optimization API](/app/cuopt-numerical-optimization-api) | Skill | NVIDIA Corporation | You have an optimization problem written down and now you need to run it through cuOpt from your own code or the command line. This covers… |
| [Multi-Objective Exploration](/app/cuopt-multi-objective-exploration) | Skill | NVIDIA Corporation | Your problem has two or more goals that fight each other, so there is no single best answer, only a range of tradeoffs. This traces that ra… |
| [MongoDB MCP Server Setup](/app/mongodb-mcp-setup) | Skill | mongodb | You have installed the MongoDB MCP server but it is not configured, so nothing connects yet. This walks you through the key options, includ… |
| [Hugging Face Memory Estimator](/app/hf-mem) | Skill | Hugging Face | Before pulling a model down, it helps to know how much memory loading its weights will take. This estimates that for Safetensors or GGUF we… |
| [Gradio LoRA Space Builder](/app/huggingface-lora-space-builder) | Skill | Hugging Face | You trained or downloaded a LoRA and now people keep asking to see it work. This builds a small web demo for it and publishes it, picking a… |
| [Serving Image Selection](/app/hf-cloud-serving-image-selection) | Skill | Hugging Face | Deploying a model to SageMaker means naming a container image, and the wrong one - or a stale one, or one from another region - breaks the… |
| [SageMaker Deployment Planner](/app/hf-cloud-sagemaker-deployment-planner) | Skill | Hugging Face | You have a model and you want it running on AWS, but there are a lot of choices in between. This is where that work starts: it asks you wha… |
| [Data Autocleaning Skill](/app/data-autocleaning) | Skill | Gemini CLI Extensions | You have data sitting in BigQuery or Cloud Storage and it is not in the shape your pipeline needs. This handles the quality and transformat… |
| [BigQuery Data Transfer Service (DTS)](/app/bigquery-data-transfer-service) | Skill | Gemini CLI Extensions | You are about to add data to a pipeline and you are not sure something is already loading it. This finds and inspects the BigQuery Data Tra… |
| [Discovering GCP Data Assets](/app/discovering-gcp-data-assets) | Skill | Gemini CLI Extensions | You know roughly what data you want, say "sales data", but not which table or resource it lives in. This finds and inspects data assets acr… |
| [DBHub Database Query Guide](/app/dbhub) | Skill | Bytebase | You want an answer out of a database, but guessing at table names gets you nothing but errors. This connects through DBHub and looks at wha… |
| [CocoIndex](/app/cocoindex) | Skill | CocoIndex | You have data that keeps changing and a pipeline that turns it into something useful. This builds that pipeline in plain Python so that whe… |
| [Data Visualization Skill](/app/data-visualization) | Skill | LangChain | You have finished some analysis and now you need it to look like something people can read. This makes charts fit for publication, includin… |
| [cuML Machine Learning Skill](/app/cuml-machine-learning) | Skill | LangChain | You have data in rows and columns and you want a model built from it. This does the machine learning on the graphics card with NVIDIA cuML… |
| [GPU Document Processing Skill](/app/gpu-document-processing) | Skill | LangChain | You have a large PDF, or a whole folder of documents, and going through them one by one is not realistic. This handles them in bulk with GP… |
| [cuDF Analytics Skill](/app/cudf-analytics) | Skill | LangChain | You have a large table or CSV and the usual tools crawl on it. This runs the analysis on the graphics card instead, using NVIDIA cuDF. Good… |
| [Convert Excel to Markdown](/app/convert-excel-to-md) | Skill | GitHub | You have a spreadsheet and a question about it, and clicking through tabs is not the answer. This turns .xlsx workbooks into plain markdown… |
| [Qdrant Performance Optimization](/app/qdrant-performance-optimization) | Skill | GitHub | Your Qdrant setup works but is not as quick or as efficient as you want. This covers a range of ways to improve that: how things are indexe… |
| [Qdrant Search Quality](/app/qdrant-search-quality) | Skill | GitHub | Your search returns things, but they are the wrong things - or the ones you expected are missing. This helps diagnose why Qdrant relevance… |
| [Qdrant Clients SDK](/app/qdrant-clients-sdk) | Skill | GitHub | You are running Qdrant somewhere and now your code needs to talk to it. This covers the client libraries Qdrant offers for different progra… |
| [What to Do When Changing Embedding Models](/app/qdrant-model-migration) | Skill | GitHub | You want to move to a different embedding model, but your search has to keep working while you do it. This walks through migrating your vec… |
| [Query Builder](/app/query-builder) | Skill | Clidey | You know what you want out of the database but not how to write it as SQL. Ask in ordinary words - "show me users who signed up last week",… |
| [Amazon Reviews Automation Extraction Skill](/app/amazon-reviews-api-skill) | Skill | BrowserAct | You want to know what buyers think of a product and reading reviews one screen at a time is slow. Give it the product code and it collects… |
| [Amazon Product Search Skill](/app/amazon-product-api-skill) | Skill | BrowserAct | You need a list of Amazon products with their details, and clicking through search results is not it. This searches and returns structured… |
| [Document Extraction (ADE)](/app/document-extraction) | Skill | Andrew Ng | You have a folder of PDFs, scans, spreadsheets or slide decks and you need what is inside them as usable text or fields. This reads them an… |
| [Schema Designer](/app/schema-designer) | Skill | Clidey | You are starting something new and need to decide what tables you need and how they connect. This helps you work that out, create the table… |
| [Electric - Schema and Shapes](/app/electric-schema-shapes) | Skill | Electric | You are about to create the tables for a new feature, and what you sync to the client is decided by how those tables are shaped. This cover… |
| [SSMA Console](/app/ssma-console) | Skill | GitHub | You need to get a database off Oracle and onto SQL Server, and the console tooling is not something you use every day. This walks through t… |
| [Amazon ASIN Lookup Skill](/app/amazon-asin-lookup-api-skill) | Skill | BrowserAct | You have an Amazon product code and need to know what that product actually is. This takes the code and returns the details behind it: titl… |
| [Figure Style](/app/figure-style) | Skill | Companion | You have a single plot or panel and it looks like something from a notebook rather than a paper. This applies plotting and figure-quality r… |
| [TRL Training on Hugging Face Jobs](/app/hugging-face-model-trainer) | Skill | Akshay Pachaar | You want to fine-tune a language model but there is no GPU under your desk. This runs the training on Hugging Face Jobs instead, and walks… |
| [SolubleMPNN](/app/solublempnn) | Skill | Companion | A designed protein is no use if it will not dissolve or express. This designs and screens sequences with solubility-aware constraints, and… |
| [Google Maps Reviews Automation Skill](/app/google-maps-reviews-api-skill) | Skill | BrowserAct | A star rating tells you very little; the reviews underneath tell you a lot. This collects reviews from Google Maps for a business, a venue,… |
| [Extracting tables](/app/extracting-tables) | Skill | Xberg.io | There is a table inside a PDF, spreadsheet, or picture and you need the data, not the picture. This covers finding tables on the page and g… |
| [Hugging Face API Tool Builder](/app/hugging-face-tool-builder) | Skill | Akshay Pachaar | You keep doing the same fiddly thing with the Hugging Face API - fetching something, then fetching something else, then combining them. Thi… |
| [Hugging Face Evaluation](/app/hugging-face-evaluation) | Skill | Akshay Pachaar | Someone lands on your model card and wants to know how it performs, and the numbers are scattered or missing. This gets evaluation results… |
| [Hugging Face Datasets](/app/hugging-face-datasets) | Skill | Akshay Pachaar | You have data you want to keep on Hugging Face, and it is not a one-time upload - rows keep coming and you keep wanting to slice it. This s… |
| [Chunking](/app/chunking) | Skill | Xberg.io | You have extracted text that is too long to hand to a model or load into a search index. This covers splitting it into pieces: how big each… |
| [PostgreSQL Indexing](/app/postgresql-indexing) | Skill | Prowler | A query is slow, or you are not sure the index you added is doing anything. This walks you through designing indexes, reading query plans,… |
| [Picking a format](/app/picking-a-format) | Skill | Xberg.io | You are extracting a document and there are several formats to choose from, with no obvious reason to prefer one. This matches who is going… |
| [Batch extraction](/app/batch-extraction) | Skill | Xberg.io | You have a lot of files to pull text out of and running them one at a time is not practical. This covers doing the whole set in one go with… |
| [Extracting keywords, language, and embeddings](/app/extracting-keywords) | Skill | Xberg.io | You want to know what a document is about without reading all of it, or you need it indexed for search. This covers pulling keywords out, a… |
| [Hugging Face CLI](/app/hugging-face-cli) | Skill | Akshay Pachaar | You keep models and datasets on Hugging Face, and getting them up or down means remembering command after command. This handles those trips… |
| [Running Workloads on Hugging Face Jobs](/app/hugging-face-jobs) | Skill | Akshay Pachaar | You have something to run that your machine cannot handle, or you just do not want to set it up locally. This puts the work on Hugging Face… |
| [Amazon Best Selling Products Finder API Skill](/app/amazon-best-selling-products-finder-api-skill) | Skill | BrowserAct | You want to know which products are doing well in a corner of Amazon and only have search words to go on. This finds best-selling products… |
| [Extracting with OCR](/app/extracting-with-ocr) | Skill | Xberg.io | The PDF you have is a scan, or the page is a photo, so there is no text inside it to copy. This covers reading the text off the image, choo… |
| [Metabase Skill](/app/metabase) | Skill | Civitai | You need a number in front of people and do not want to rebuild it by hand each time. This creates and manages saved questions from SQL, as… |
| [E-commerce - Product Listing](/app/ecommerce-listing) | Skill | BrowserAct | You are looking at a shop's category or search results and want the products as a list you can work with, not a page to scroll. Give this a… |
| [RDKit Cheminformatics Toolkit](/app/rdkit) | Skill | dp-archive | This is a chemistry toolkit for working with molecules in code: reading them in, measuring their properties, comparing them, searching them… |
| [Facebook Groups - Scrape Posts](/app/facebook-groups-scrape-posts) | Skill | BrowserAct | A Facebook group holds a conversation you want to read or keep, and scrolling it is not practical. Give this a group URL, a sort order and… |
| [E-commerce - Product Reviews](/app/ecommerce-reviews) | Skill | BrowserAct | A product has more reviews than you can sit and read, and you want the actual words rather than the star average. This pulls the reviews of… |
| [Amazon - Search & Category Listing](/app/amazon-search-listing) | Skill | BrowserAct | You have an Amazon search or category page and want the products on it as data. This returns a card per item - title, link, image, price, s… |
| [E-commerce - Seller Info](/app/ecommerce-seller-info) | Skill | BrowserAct | Before you buy from a marketplace seller, or before you size up a competitor, you want to know who they are. This reads a seller or merchan… |
| [Etsy - Keyword Search](/app/etsy-keyword-search) | Skill | BrowserAct | You want to know what comes up on Etsy for a search term and how those listings are priced, without clicking through page after page. Give… |
| [Amazon - Product Detail](/app/amazon-product-detail) | Skill | BrowserAct | You have Amazon product page links and need what is on them as data. This reads a product page and returns the detail: title and brand, pri… |
| [Etsy - Product Detail](/app/etsy-product-detail) | Skill | BrowserAct | Maybe you are looking at an Etsy item and want all of its details written down in one place, not spread across the page. Give this the item… |
| [Trustpilot - Company Info](/app/trustpilot-company-info) | Skill | BrowserAct | Before you deal with a company - a supplier, an agency, an outreach target - you want to know what its customers say. Give this a company's… |
| [eBay - Sold Listings Search](/app/ebay-sold-listings-search) | Skill | BrowserAct | Asking prices tell you what a seller hopes for; you want to know what someone actually paid. Give this a keyword and it returns completed s… |
| [eBay - Search & Category Listing Extraction](/app/ebay-search-listing) | Skill | BrowserAct | You have run a search or opened a category on eBay and there are more results than you want to read by hand. Give this the URL and it hands… |
| [eBay - Item Detail Extraction](/app/ebay-item-detail) | Skill | BrowserAct | You have an eBay listing open, or a whole list of them, and you need what is on the page as data instead of text you squint at. This reads… |
| [Walmart - Product Reviews](/app/walmart-product-reviews) | Skill | BrowserAct | You want to know what buyers said about a product, and there are far more reviews than anyone will scroll through. Give it a Walmart item I… |
| [Walmart - Keyword Search Listing](/app/walmart-keyword-search) | Skill | BrowserAct | You need the products behind a Walmart search, but copying them off the page one by one is not realistic. Give this a keyword and a page nu… |
| [Walmart - Category Listing](/app/walmart-category-listing) | Skill | BrowserAct | You are looking at a Walmart category page and want the products off it as a list, not a page you keep clicking through. Paste in the categ… |
| [Etsy - Shop Catalog](/app/etsy-shop-catalog) | Skill | BrowserAct | You want to see the whole of one Etsy shop's stock, not click through their storefront page by page. Give this a shop URL and it returns th… |
| [Walmart - Product Detail](/app/walmart-product-detail) | Skill | BrowserAct | You have a Walmart product link and need more than what fits on the screen: specs, variants, shipping, returns, images. Hand it the URL and… |
| [Etsy - Category Listing](/app/etsy-category-listing) | Skill | BrowserAct | You are browsing an Etsy category and want the listings as a list rather than an endless scroll. Give this a category URL and it returns th… |
| [Amazon - Best Sellers Listing](/app/amazon-bestseller-listing) | Skill | BrowserAct | You want to know what is selling in a category and the chart only exists as a web page. This reads a Best Sellers category page and returns… |
| [Semantica Ontology](/app/ontology) | Skill | Semantica | Your graph is filling up but nothing agrees on what a term means or how two things relate. This is where you work on the schemas, the conce… |
| [Semantica Deduplicate](/app/deduplicate) | Skill | Semantica | The same person, place or thing has been entered twice under slightly different names, and your data now disagrees with itself. This looks… |
| [CSV Workbench](/app/csv-workbench) | Skill | OpenAI | Somebody sent you a data file and you want to know what's in it without opening a spreadsheet and building formulas. This reads CSV files a… |
| [LAMMPS + DeePMD-kit](/app/lammps-deepmd) | Skill | DeepModeling | You want to run a molecular dynamics simulation in LAMMPS using a machine-learning potential from DeePMD-kit. This helps you write the inpu… |
| [DeePMD-kit Python Inference](/app/deepmd-python-inference) | Skill | DeepModeling | You have a trained DeePMD model and structures you want predictions for, from Python rather than a command line. This covers loading the mo… |
| [DeePMD-kit Training](/app/deepmd-train) | Skill | DeepModeling | You want to train a DeePMD-kit potential and the options are more than you need to know up front. This starts you at the choice that matter… |
| [Scaling with a Sliding Time Window](/app/qdrant-sliding-time-window) | Skill | GitHub | Your data keeps arriving and only the recent part is worth searching, but the old part is still sitting there. This covers sliding time win… |
| [YAML Development in Apache Beam](/app/yaml-development) | Skill | The Apache Software Foundation | Beam has a YAML flavour where you describe a pipeline in configuration rather than writing SDK code. This covers getting set up for it, tes… |
| [DeePMD-kit Fine-tuning: DPA3](/app/deepmd-finetune-dpa3) | Skill | DeepModeling | You have a DPA3 model that was trained on something general, and a dataset of your own that it should do well on. This walks you through th… |
| [SQL Generation Expert](/app/sql-generator) | Skill | CCF Open Source | You know what you want out of the database but writing the SQL is the slow part. Describe the question in ordinary words and get a query st… |
| [How to Diagnose Bad Search Quality](/app/qdrant-search-quality-diagnosis) | Skill | GitHub | Search used to be fine and now it isn't, or it never was and you can't say why. This walks through diagnosing Qdrant search quality problem… |
| [Scaling for Query Volume](/app/qdrant-scaling-query-volume) | Skill | GitHub | Sometimes a search matches so much that getting the results back is the hard part. This is guidance for Qdrant when result sets are large -… |
| [Scaling for Query Latency](/app/qdrant-minimize-latency) | Skill | GitHub | Searches in Qdrant are taking longer than you want, or most are fine but the slowest ones are bad. This guides you through reducing that la… |
| [Qdrant Indexing Performance](/app/qdrant-indexing-performance-optimization) | Skill | GitHub | You loaded data into Qdrant and it is taking far longer than it should, or the data went in but search results are poor. This helps you fin… |

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