AI PROMPTS
THE OPEN AI PROMPTS LIBRARY
A community-curated library of prompts for every AI — across coding, writing, research, design, marketing, and dozens more categories. Discover, share, and remix what works.
AVAILABLE FOR EVERY AI
Claude, ChatGPT, Gemini, Cursor, Copilot, Perplexity, Grok — and any other model or assistant you use.
SEARCH AND LOAD WITH YOUR AGENT — MCP
Connect this library as an MCP server to Claude, Cursor, Windsurf, or any
MCP-capable client. Search with search_prompts, then load skills with list_skill_files, read_skill_file, and get_skill_download.
https://aipromptslibrary.sh/mcp OPTION A — PASTE TO YOUR AGENT Claude, Cursor, Codex, etc.
Connect to the MCP server at https://aipromptslibrary.sh/mcp (streamable-http). Use search_prompts to search the library. For prompt_type=skill results, use list_skill_files to inspect the folder, read_skill_file to load SKILL.md or references, and get_skill_download to get the ZIP URL.
OPTION B — JSON CONFIG manual setup
{
"mcpServers": {
"prompt-library": {
"type": "streamable-http",
"url": "https://aipromptslibrary.sh/mcp"
}
}
} Browse by category
PROMPTS LIBRARY
- 201LlamaGuard Content Moderation Deployment Guidedevelopersafety
- 202LaminDB Biological Data Management Assistantagentdata_management
- 203Medchem Molecular Filtering Librarydevelopermedical
- 204Matchms Mass Spectrometry Library Guideagentanalysis
- 205LLM Pruning with Wanda and SparseGPTagentmachine_learning
- 206MCP Server Development Guidedevelopercoding
- 207Mixture of Experts Training Guidedevelopercoding
- 208Miles Enterprise RL Training Guidedevelopercoding
- 209Molfeat Molecular Featurization Guidedevelopercoding
- 210OpenMM MDAnalysis Molecular Dynamics Workflowagentresearch
- 211NetworkX Python Graph Analysis Toolkitagentcoding
- 212nanoGPT Minimal GPT Training Guidedevelopercoding
- 213OpenAlex Academic Paper Searchagentresearch
- 214Academic Paper Figure Generatoragentresearch
- 215NeMo Guardrails LLM Safety Setupdevelopersafety
- 216Agent Memory Architecture Designeragentplanning
- 217Nnsight Remote Model Interpretability Guidedevelopercoding
- 218Flash Attention PyTorch Optimization Guidedevelopercoding
- 219Opentrons Protocol API Writerdevelopercoding
- 220PEFT LoRA QLoRA LLM Fine-Tuning Guidedevelopercoding
- 221NeMo Curator GPU Data Curation Guidedeveloperdata_extraction
- 222DNS Tunneling Detection with Entropy Analysissecurity analystsecurity
- 223PathML Computational Pathology Toolkitagentmedical
- 224SSL/TLS Security Assessment with Sslyzeagentsecurity
- 225SSRF Vulnerability Testing and Reporting Guideagentsecurity
- 226Supply Chain Attack Simulation Detectoragentsecurity
- 227PennyLane Quantum ML Library Guidedevelopercoding
- 228Polars-Bio Genomic Interval Operationsdeveloperdata_extraction
- 229Phoenix AI Observability Platform Guidedevelopertool_use
- 230Hardware Security Module PKCS#11 Integrationagentsecurity
- 231Kubernetes Container Escape Detection Auditorsecurity professionalsecurity
- 232Python PDF Processing Operations Guideagentoperations
- 233NotebookLM Browser Automation Skillagenttool_use
- 234Phylogenetics Analysis Pipelineagentanalysis
- 235Polars DataFrame Library Referenceagentcoding
- 236Privileged Account Discovery Implementation Guideagentsecurity
- 237MISP Threat Intelligence Sharing with PyMISPsecurity analystsecurity
- 238Network Traffic Analysis with TSharkagentsecurity
- 239PPTX File Handling Skill Guideagentoperations
- 240Qdrant Vector Similarity Search Guideagenttool_use
- 241PyTorch Lightning Training Workflows Guidedevelopercoding
- 242PufferLib High-Performance RL Assistantagentcoding
- 243PyTDC Drug Discovery Dataset Guidedevelopermedical
- 244Pydicom DICOM Medical Imaging Guideagentmedical
- 245Pinecone Vector Database Python Guidedevelopertool_use
- 246Ray Data ML Processing Guidedevelopercoding
- 247BitsAndBytes LLM Quantization Workflowsdevelopercoding
- 248Pypict Pairwise Test Generation Skillagentcoding
- 249GoPhish Python Phishing Campaign Automationagentsecurity
- 250QuTiP Quantum Dynamics Simulator Guideagentphysics
- 251RDKit Cheminformatics Python Guideagentchemistry
- 252RWKV Architecture Guide with Code Examplesdevelopercoding
- 253Pydantic Multi-Model API Generatordevelopercoding
- 254PrimeKG Knowledge Graph Query Skillagentmedical
- 255PyLabRobot Multi-Vendor Lab Automationagentoperations
- 256PyOpenMS Proteomics Analysis Assistantdeveloperanalysis
- 257Protocols.io API Integration Guideagenttool_use
- 258PyDESeq2 RNA-seq Differential Expression Guideanalystanalysis
- 259Pysam Genomic File Operations Guideagentcoding
- 260Scikit-Survival Analysis Modeling Guideagentmachine_learning
- 261PyHealth Clinical Pipeline Builderagentmedical
- 262Prompt Injection Jailbreak Detectordevelopersecurity
- 263Ray Train Distributed Training Workflowsdevelopercoding
- 264Seaborn Statistical Visualization Referenceagentanalysis
- 265Pyvene Causal Interventions Guidedeveloperanalysis
- 266Exa Scientific Web Search Toolkitagentresearch
- 267AI Agent Reasoning Trace Optimizeragentevaluation
- 268Scanpy scRNA-seq Analysis Workflowagentanalysis
- 269Segment Anything Model User Guidedeveloperother
- 270scVelo RNA Velocity Analysis Workflowagentanalysis
- 271scikit-bio Bioinformatics Analysis Skillagentanalysis
- 272Semantic Scholar Published Paper Searchagentresearch
- 273SentencePiece Tokenizer Training Guidedevelopercoding
- 274Sentence Transformers Embeddings Usage Guidedevelopercoding
- 275Google SEO API Commandsagentmarketing
- 276SGLang LLM Serving Framework Guidedevelopertool_use
- 277Rowan Molecular Modeling Python APIagentscientific_computing
- 278Slack GIF Creator Toolkitagentimage_generation
- 279Speculative Decoding for LLM Inferenceagentcoding
- 280SimPy Discrete-Event Simulation Guideagentcoding
- 281Stable Baselines3 RL Training Guideagentcoding
- 282Stable Diffusion Diffusers Image Generation Guideagentimage_generation
- 283SHAP Model Interpretability Guideagentanalysis
- 284Slime RL Post-Training Framework Guidedevelopercoding
- 285Statsmodels Python Statistical Modeling Guideagentcoding
- 286TensorRT-LLM Inference Optimization Guidedevelopercoding
- 287SymPy Symbolic Mathematics Guideagentcoding
- 288SAELens Sparse Autoencoder Training Guideagentresearch
- 289Code Change State Machine Trackeragentcoding
- 290System Performance Profiling Assistantagentanalysis
- 291TransformerLens Mechanistic Interpretability Guidedevelopercoding
- 292TileDB-VCF Genomic Variant Data Handlerdeveloperanalysis
- 293Torchforge PyTorch RL Training Guidedevelopercoding
- 294Hugging Face Transformers Library Guideagentcoding
- 295Statistical Test Selection and APA Reportinganalystanalysis
- 296Agent Tool Design Principlesagenttool_use
- 297UMAP-Learn Dimensionality Reduction Guidedeveloperanalysis
- 298Vaex Large Dataset Analysis Skilldeveloperanalysis
- 299Verl RL Training Guide for LLMsdevelopercoding
- 300Playwright Local Webapp Testing Scriptsagenttesting