AI / ML
MeiGen-AI-Design-MCP
Stdio MCP server for AI image + video generation across 9 leading models (GPT Image 2, Nanobanana 2, Seedream 5.0, Midjourney V8.1, Flux 2 Klein, Seedance 2.0, Happyhorse 1.0, Veo …
AI / ML
NEXO Brain
Cognitive memory system for AI agents — Atkinson-Shiffrin memory model, semantic RAG, trust scoring, and metacognitive error prevention. Gives your agent per...
AI / ML
Sage Router
Local-first AI model routing for serious agents. One endpoint. Any provider. The router figures out the rest.
AI / ML
metacognition
Self-evolving behavioral geometry and metacognitive lens for AI agents. Tracks perceptions, overrides, protections, self-observations, decisions, and curiosities that evolve from e…
AI / ML
hermes-curator-evolver
Evidence-driven companion to v0.12's built-in Curator. Observes tool/skill/session events into local SQLite, backfills existing `~/.hermes/sessions/*.json` history, generates repor…
AI / ML
gemini-auth-nano-banana
Build and optimize Gemini or Nano Banana image prompts for any coding agent platform, then optionally execute them through a logged-in Gemini web session instead of an API key. Use…
AI / ML
runanywhere-ai
Integrate RunAnywhere on-device AI (LLMs, STT, TTS, voice agents, VLM) into applications. Use when implementing offline AI features, local LLM inference, on-device speech processin…
AI / ML
agents-best-practices
Use this skill when designing, generating an MVP blueprint for, auditing, refactoring, or explaining an agentic harness for any domain. Covers provider-neutral agent architecture f…
AI / ML
mistral-mcp
MCP server (stdio + Streamable HTTP) wrapping the full Mistral AI surface — chat, embeddings, vision, OCR, Voxtral audio (transcribe/speak), Codestral FIM, agents, moderation, clas…
AI / ML
sharpe-ratio-non-iid-corrections
Generalized Sharpe ratio inference under non-Normal serially correlated returns. Implements López de Prado, Lipton & Zoonekynd (2026): PSR, MinTRL, DSR, pFDR, oFDR, SFDR with ρ-cor…
AI / ML
model-deployment
Generates a Jupyter notebook that deploys fine-tuned models from SageMaker Serverless Model Customization to SageMaker endpoints or Bedrock. Use when the user says "deploy my model…
AI / ML
inso-ki-anfechtungsansprueche-schuldnerakten
AI-supported screening of debtor records for potential insolvency avoidance claims under §§ 129-147 InsO. Reviews payment data, bank statements, OPOS, contracts, collateral, shareh…
AI / ML
forge-multi-agent
When to spawn subagents versus work inline with patterns including fan-out, sequential, orchestrator/worker, judge/critic, retry-with-fallback, and pipeline. Covers context budget …
AI / ML
opencv-bioimage-analysis
Computer vision for bio-image preprocessing, feature detection, and real-time microscopy. Performs color conversion, morphology, contour and blob detection, template matching, and …
AI / ML
atlas-voz
Contains the complete closed specification for the Atlas Voice voice module: tone, timbre, rhythm, micro-breaths, special phrases, silence mode, conversation closure, recognition t…
AI / ML
forge-mcp-tool-design
Designing individual MCP tools that agents use correctly on first try with naming, model-focused descriptions, JSON Schema discipline, recoverable error returns, schema examples, i…
AI / ML
forge-evals
Design evaluations for LLM features including golden datasets, rubric scoring, LLM-as-judge calibration, CI regression detection, online A/B tests, cost and latency budgets, and ad…
AI / ML
deepgram-podcast-chapter-generator
Submits podcast MP3 URLs to Deepgram Nova-2 with paragraph and summarize features, then clusters returned timestamps into logical chapters using a sliding-window topic boundary alg…
AI / ML
ce-optimize
Run metric-driven iterative optimization loops. Define a goal, add measurement scaffolding, execute parallel experiments across approaches, score results against gates or quality j…
AI / ML
image-compose
Generate or edit images on the filmmaking canvas via the local generate_image.js CLI. Follows canvas-aware conventions for subtype stamping, reference wiring, and provenance edges.…
AI / ML
Scientific Agent Skills
Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases cover…
AI / ML
experiment-tracker
Manages ML experiment tracking with MLflow, Weights & Biases, or built-in tracking systems. Activates on requests to track experiments, log runs, compare results, or manage hyperpa…
AI / ML
bio-atac-seq-deep-learning-atac
Apply sequence-based deep learning models such as chromBPNet, BPNet, scBasset, or EnFormer to ATAC-seq. Use to correct Tn5 bias with neural networks, predict per-base accessibility…
AI / ML
add-codex
Use Codex (CLI + AppServer) as the full agent provider — planning, tool orchestration, native compaction, MCP tools, session resume — in place of the Claude Agent SDK. ChatGPT subs…
AI / ML
output-dev-upgrade-prompt-models
Bulk-upgrade the model field across .prompt files to the latest version of each prompt's existing family. Use when prompt models have drifted (eg sonnet-4 → sonnet-4-6), after a lo…
AI / ML
experiment-lab
Run reproducible CS/AI experiments, model evaluation, regression/classification/clustering analyses, bioinformatics workflows, QC, differential expression, single-cell starter anal…
AI / ML
gemini-api
Google Gemini API integration for building AI-powered applications. Use when working with Google's Gemini API, Python and TypeScript SDKs, multimodal inputs, thinking features, str…
AI / ML
bedrock-automated-reasoning
Amazon Bedrock Automated Reasoning performs mathematical verification of AI outputs against formal policy rules, reaching up to 99% accuracy. Ideal for validating healthcare protoc…
AI / ML
forge-mcp-server
Designing an MCP server that agents use effectively with transport choice, capability scoping, structured error responses, tool count limits, telemetry, auth, and versioning. Inclu…
AI / ML
neurokit2
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Supports heart rate variability analysis, event…
AI / ML
neuroskill-bci
Connect to a running NeuroSkill instance to incorporate real-time cognitive and emotional state (focus, relaxation, mood, cognitive load, drowsiness, heart rate, HRV, sleep staging…
AI / ML
physicsnemo-discover
Official NVIDIA-authored guidance for navigating PhysicsNeMo—select the right model, datapipe, or example for SciML/AI4Science tasks including surrogates, forecasting, downscaling,…
AI / ML
forge-mcp-resource
Exposing resources via MCP with URI scheme design, listing strategies, mimeType discipline, ranged reads, mutable resources via subscribe, and multi-tenant scoping. Includes refere…
AI / ML
geniml
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATA…
AI / ML
ai-multimodal
Process and generate multimedia with Google Gemini API. Analyze audio (timestamps, summaries, speech, music up to 9.5h), images (captioning, detection, OCR, Q&A, segmentation), vid…
AI / ML
ai-multimodal
Process and generate multimedia with Google Gemini API. Analyze audio (timestamps, summaries, speech, music up to 9.5h), images (captioning, detection, OCR, Q&A, segmentation), vid…
AI / ML
Install
aivectormemory 是一款基于 Model Context Protocol (MCP) 开发的OpenClaw、OpenCode、ClaudeCodeAI记忆管理工具。它专门为 Claude、OpenCode、Cursor 和 主流IDE 编程工具设计，通过向量数据库技术解决 AI 在不同对话会话中「健忘」的问题。aivectormemory: …
AI / ML
reasoning-tools-kb
A library of 100+ transferable reasoning primitives from 34 domains covering decision-making under uncertainty, persuasion, creative generation, complex systems, and more. Each too…
AI / ML
ultimate-ai-media-generator-skill
Generate and monitor CyberBara Public API v1 image and video tasks end-to-end. Use when work involves CyberBara `/api/v1` endpoints for listing models, uploading reference images, …
AI / ML
ai-sdk-agents
Expert guidance for building AI agents with ToolLoopAgent (AI SDK v6+). Use when creating agents, configuring stopWhen/prepareStep, callOptionsSchema/prepareCall, dynamic tool sele…
AI / ML
output-dev-model-selection
Pick the right LLM model for an Output SDK prompt file. Use when writing a new .prompt file, reviewing a model choice, or upgrading a stale model. Walks through priority (reasoning…
AI / ML
genkit
Build production-ready AI workflows using Firebase Genkit. Use when creating flows, tool-calling agents, RAG pipelines, multi-agent systems, or deploying AI to Firebase/Cloud Run. …
AI / ML
rt-vlm
Integrates with the RTVI VLM microservice on VSS 3.1 for generating dense captions and alerts from stored video or live RTSP streams. Supports file uploads, stream management, Open…
AI / ML
pytorch-lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, T…
AI / ML
cutile-autotuning
Adds, modifies, optimizes, or debugs CuTile autotuning code. Triggered by exhaustive_search, replace_hints, hints_fn, cuda.tile.tune, autotune filenames, or performance issues. Cov…
AI / ML
seedance-debugger
Diagnose and fix 12 common Seedance 2.0 issues including character ID drift, duplicate subjects, subtitles, logos, style shifts, motion jumps, quality loss, incorrect effects, pron…
AI / ML
ltx-video
Set up, configure, and run LTX-2/LTX-2.3 (Lightricks) for AI video and audio generation. Covers local or ComfyUI installs, text/image/audio/keyframe generation, 22B model inference…
AI / ML
setting-up-experiment-tracking
Automates setup of ML experiment tracking using MLflow or Weights & Biases. Triggers on requests to initialize tracking, configure logging servers, or integrate experiment tools. P…
AI / ML
workflow-optimizer
Analyzes workflow patterns via the Agent Monitor intelligence API—covering orchestration DAGs, tool transitions, subagent effectiveness, model delegation, error propagation, concur…
AI / ML
algo-rec-session
Implement session-based recommendation from short-term user behavior sequences without long-term profiles. Use this skill when the user needs to recommend in anonymous sessions, pr…
AI / ML
anima-aios
AI agent cognitive growth system with five-layer memory architecture, knowledge palace organization, pyramid thinking, Ebbinghaus decay, persistent memory management, visual intima…
AI / ML
voxcpm
Generates narration and voice-over audio for Reels and videos with VoxCPM2 (2B-parameter TTS supporting 30 languages at 48 kHz). Clones voices, creates new voices from description,…
AI / ML
agents-view
Observes parallel agent sessions in real time: running, blocked, or completed states, token costs per session, and plugin runtime activity. Useful for debugging multi-agent workflo…
AI / ML
algo-rec-content
Implement content-based recommendation by matching item features to user preference profiles. Use this skill when the user needs to recommend items based on attributes, solve the c…
AI / ML
evaluating-cosmos-policy
Evaluates NVIDIA Cosmos Policy on LIBERO and RoboCasa simulation environments. Use when setting up cosmos-policy for robot manipulation evaluation, running headless GPU evaluations…
AI / ML
wan-2-7
Generates text-to-video using Wan 2.7 motion model on RunComfy. Covers multi-reference conditioning, audio-driven lip-sync, smoother transitions, and prompt expansion plus duration…
AI / ML
algo-rec-hybrid
Design hybrid recommendation systems combining multiple strategies for improved accuracy. Use this skill when the user needs to overcome single-method limitations, combine collabor…
AI / ML
ai-incident-response
Handle AI model failures, quality regressions, bias incidents, and safety issues with a structured response runbook. Use when an AI feature produces harmful outputs, model quality …
AI / ML
cpp-robotics-learner
Manages all learning materials from the cpp_code_dictionary repository. Generates reference code, examples, error notes, and Phase PRDs following a 28-week curriculum from C++ fund…
AI / ML
algo-rec-mf
Implement matrix factorization to decompose user-item interaction matrices into latent factor representations. Use this skill when the user needs scalable collaborative filtering, …
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