Armory
Source

Browse

Search and filter by type across the catalog

1,240 results in Observability, Skills, Memory, Identity · page 38 of 52

SkillsPreview

prometheus-configuration

Complete guide to Prometheus setup, metric collection, scrape configuration, and recording rules.

UnrankedNo signals yet
Harnessclaude
prometheus-configurationskills
Details
SkillsPreview

prompt-caching

Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching, cache prompt, response cache, cag, cache augmented.

UnrankedNo signals yet
Harnessclaude
prompt-cachingskills
Details
SkillsPreview

prompt-engineer-3

Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt design.

UnrankedNo signals yet
Harnessclaude
prompt-engineerskills
Details
SkillsPreview

prompt-engineering

Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting strategies, or debug agent behavior.

UnrankedNo signals yet
Harnessclaude
prompt-engineeringskills
Details
SkillsPreview

prompt-engineering-patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability.

UnrankedNo signals yet
Harnessclaude
prompt-engineering-patternsskills
Details
SkillsPreview

prompt-library

Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use when user needs prompt templates, role-play prompts, or ready-to-use prompt examples for coding, writing, analysis, or creative tasks.

UnrankedNo signals yet
Harnessclaude
prompt-libraryskills
Details
SkillsPreview

prompt-optimizer

>- Analyze raw prompts, identify intent and gaps, match ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt. Advisory role only — never executes the task itself. TRIGGER when: user says "optimize prompt", "improve my prompt", "how to write a prompt for", "h…

UnrankedNo signals yet
Harnessclaudecodexcursorgeminiopencode
skill
Details
SkillsPreview

protocolsio-integration

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.

UnrankedNo signals yet
Harnessclaude
protocolsio-integrationskills
Details
SkillsPreview

pubchem-database

Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.

UnrankedNo signals yet
Harnessclaude
pubchem-databaseskills
Details
SkillsPreview

pubmed-database

Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.

UnrankedNo signals yet
Harnessclaudecodexcursorgeminiopencode
skill
Details
SkillsPreview

pufferlib

This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL environments (Gymnasium, PettingZoo, Atari, Procgen, etc.). Use this skill for implementing PPO training, creating PufferEnv environments, optimizing RL performance, or developing policies with CNNs/LSTMs.

UnrankedNo signals yet
Harnessclaude
pufferlibskills
Details
SkillsPreview

pydantic-ai

Build production-ready AI agents with PydanticAI — type-safe tool use, structured outputs, dependency injection, and multi-model support.

UnrankedNo signals yet
Harnessclaude
pydantic-aiskills
Details
SkillsPreview

pydeseq2

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

UnrankedNo signals yet
Harnessclaude
pydeseq2skills
Details
SkillsPreview

pydicom

Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, X-ray, ultrasound), anonymizing DICOM files, working with DICOM metadata and tags, converting DICOM images to other formats, handling compressed DICOM data, or processing medical imaging datasets. Applies to tasks involving medical image analysis, PACS systems, radiology workflows, and healthcare imaging applications.

UnrankedNo signals yet
Harnessclaude
pydicomskills
Details
SkillsPreview

pyhealth

Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare datasets (MIMIC-III/IV, eICU, OMOP), or implementing deep learning models for healthcare applications (RETAIN, SafeDrug, Transformer, GNN).

UnrankedNo signals yet
Harnessclaude
pyhealthskills
Details
SkillsPreview

pylabrobot

Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots (Hamilton STAR, Opentrons OT-2, Tecan EVO), integrating lab equipment, managing deck layouts and resources (plates, tips, containers), reading plates, or creating reproducible laboratory protocols. Applicable for both simulated protocols and physical hardware control.

UnrankedNo signals yet
Harnessclaude
pylabrobotskills
Details
SkillsPreview

pymatgen

Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.

UnrankedNo signals yet
Harnessclaude
pymatgenskills
Details
SkillsPreview

pymc-bayesian-modeling

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

UnrankedNo signals yet
Harnessclaude
pymcskills
Details
SkillsPreview

pymoo

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

UnrankedNo signals yet
Harnessclaude
pymooskills
Details
SkillsPreview

pyopenms

Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA, pepXML, protXML, mzIdentML), signal processing, feature detection, peptide identification, and quantitative analysis. Apply when working with mass spectrometry data, analyzing proteomics experiments, or processing metabolomics datasets.

UnrankedNo signals yet
Harnessclaude
pyopenmsskills
Details
SkillsPreview

pysam

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

UnrankedNo signals yet
Harnessclaude
pysamskills
Details
SkillsPreview

pytdc

Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.

UnrankedNo signals yet
Harnessclaude
pytdcskills
Details
SkillsPreview

python-patterns

Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.

UnrankedNo signals yet
Harnessclaudecodexcursorgeminiopencode
pythonpatternsstyle
Details
SkillsPreview

python-pro-2

Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices. Expert in the latest Python ecosystem including uv, ruff, pydantic, and FastAPI.

UnrankedNo signals yet
Harnessclaude
python-proskills
Details
Browse · Armory