Skill Directory

AI Skill Directory

Browse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.

personjakexiaoNo key required

post-run-debrief

Converts run telemetry and user notes into structured reflections with confidence scores. Use after runs to capture qualitative feedback and generate next-step guidance with safety checks for pain or …

download12deployed_codestar123
personjakexiaoNo key required

prior-art-hunter

Autonomous prior art search and analysis agent. Searches multiple databases, analyzes references, creates claim charts, and assesses patentability impact.

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personjakexiaoNo key required

production-validator

AI video pipeline validator for Veo 3 feasibility, 8-second scene chunking, and shot continuity. USE WHEN: Validating screenplays for AI video generation, chunking scenes into 8-second segments, gener…

download12deployed_codestar123
personjakexiaoNo key required

quantization

Model quantization for efficient inference and training. Covers precision types (FP32, FP16, BF16, INT8, INT4), BitsAndBytes configuration, memory estimation, and performance tradeoffs.

download12deployed_codestar123
personjakexiaoNo key required

read-inspect-eval

Read and analyze Inspect AI evaluation log files using the Python API. Extract samples, messages, events, and metrics from .eval files.

download12deployed_codestar0
personjakexiaoNo key required

recursive-refiner

Self-improvement engine. Implements generate-critique-iterate loops for enhanced reasoning. Use when working through complex problems, synthesizing across domains, or when initial output needs refinem…

download12deployed_codestar0
personjakexiaoNo key required

exploratory-data-analysis

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, conten…

download12deployed_codestar123
personjakexiaoNo key required

pytdc

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

download12deployed_codestar123
personjakexiaoNo key required

pre-write-checklist

Automatically activated before chapter writing, enforcing a 9-item must-read document checklist - to prevent AI focus degradation in long novels by ensuring all context is loaded before each writing s…

download12deployed_codestar123
personjakexiaoNo key required

process-meetings

Process synced Granola meetings to update person pages, extract tasks, and organize meeting notes

download12deployed_codestar123
personjakexiaoNo key required

prompt-engineering-patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing production p…

download12deployed_codestar123
personjakexiaoNo key required

quick-research

This skill should be used when users need comprehensive research on a topic requiring exploration of multiple sources, synthesis of findings, and a well-structured report with citations. Use for compl…

download12deployed_codestar123
personjakexiaoNo key required

"ReasoningBank with AgentDB"

Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building se…

download12deployed_codestar0
personjakexiaoNo key required

refresh

Silently refresh AI context by reading project configuration and guidelines. Use when starting a new conversation, after context loss, or before major tasks.

download12deployed_codestar118
personjakexiaoNo key required

esm

Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representat…

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personjakexiaoNo key required

scanpy

Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA…

download12deployed_codestar123
personjakexiaoNo key required

product-expert-design

Design user-facing agent experts for adaptive UX and personalization. Use when building product features that learn from user behavior, creating per-user expertise files, or implementing AI-driven per…

download12deployed_codestar123
personjakexiaoNo key required

pytdc

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

download12deployed_codestar123
personjakexiaoNo key required

recipe-creator

Create custom recipes based on available ingredients, dietary restrictions, and preferences

download12deployed_codestar0
personjakexiaoNo key required

scienceworld-room-scanner

This skill performs a 'look around' action to scan and describe the current room's contents, including visible objects, containers, and doors. It should be triggered upon entering a new room or when t…

download12deployed_codestar123
personjakexiaoNo key required

histolab

Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation,…

download12deployed_codestar123
personjakexiaoNo key required

scvi-tools

Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI,…

download12deployed_codestar123