MLOps / AI 工程

Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing.

Semantic search, similar content discovery, and structured research using Exa API. Use when you need semantic/embeddings-based search, finding similar content, or searching by category (company, people, research papers, etc.).

GEO-first SEO analysis tool. Optimizes websites for AI-powered search engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) while maintaining traditional SEO foundations. Performs full GEO audits, citability scoring, AI crawler analysis, llms.txt generation, brand mention scanning, pla…

The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 25 indexes.

Searching internet for technical documentation using llms.txt standard, GitHub repositories via Repomix, and parallel exploration. Use when user needs: (1) Latest documentation for libraries/frameworks, (2) Documentation in llms.txt format, (3) GitHub repository analysis, (4) Documentation without …

Fully autonomous QA testing agent for Modular RAG MCP Server. Reads test cases from QA_TEST_PLAN.md, executes ALL test types automatically without human intervention — CLI commands, Dashboard UI via Streamlit AppTest headless rendering, MCP protocol via subprocess JSON-RPC, provider switches, and d…

Run a Recursive Language Model-style loop for long-context tasks. Uses a persistent local Python REPL and an rlm-subcall subagent as the sub-LLM (llm_query).

AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features.

Guide for building Graph Neural Networks with PyTorch Geometric (PyG). Use this skill whenever the user asks about graph neural networks, GNNs, node classification, link prediction, graph classification, message passing networks, heterogeneous graphs, neighbor sampling, or any task involving torch_…

RNA velocity analysis for spatial transcriptomics data using scVelo with spatial embedding. Input: --input <.h5ad with spliced/unspliced> --output <dir>. Output: velocity.h5ad, velocity_embedding_plot.png, velocity_confidence.csv.

Build Weaviate AI apps from official cookbook blueprints for RAG, agentic RAG, data exploration, multimodal PDF search, async clients, and frontends.

Fit and analyze state-space models (HMM, SLDS, LDS) on neural time-series data using the ssm package. Handles missing data via masks, multiple initializations, model comparison, and latent state extraction.

GitHub repository vectorizer and context synthesizer for RAG pipelines.

Real-time LLM/VLM benchmarks, pricing, and recommendations. 336+ models, 5 sources.

LLM cost optimization. Audit your calls, prove savings, route to the cheapest quality model. BYOK.

Knowledge Base von designare.at – Michael Kanda, Web & KI aus Wien. Semantische Suche über RAG.

Fresh data AI models lack: live LLM pricing, MCP registry, service status, and AI news.

Nigerian & Commonwealth legal reasoning, RAG search, contract analysis, and citation verification.

Vector embeddings, CloudFormation generation, and OAuth validation tools.

Cost-optimized LLM model routing recommendations for autonomous AI agents

Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

Weekly LLM spend + unit-economics report — cost by stage (Haiku classifier vs Sonnet reply), by product (Solo 1:1 vs Family group), and per household, plotted against the price. Surfaces margin creep before it becomes a loss. Use to report spend, check the margin, or size the cost impact of a featu…

Detects RAG pipelines that ingest external documents into LLM context without sanitization or trust gating. Use when building RAG pipelines, ingesting external documents into vector stores, or retrieving content from external sources to include in LLM context. Also invoke when writing code that fet…

Inference with Caffe2. running models.

一键为 Claude Code 接入任意兼容 Anthropic Messages API 的大模型服务（DeepSeek、Kimi、OpenRouter、自建中转等），同时支持换皮为自定义品牌。自动探测已安装的 Claude Code 或从用户提供的 zip 包提取 cli.js，patch 后生成启动脚本和可分发包。当用户说"白标"、"换皮"、"接 DeepSeek/Kimi/OpenRouter"、"rebrand"、"/whitelabel"、"打包分发" 时触发。

Two-surface LLM primitive. Raw chat completion against self-hosted open-source models (you pick the model), and objective verbs (classify / extract / summarize / draft) that hide the model behind a task. Pricing in cents per 1M tokens; charged from your MyAPI balance.

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.

下载 Bilibili 视频字幕，将其进行分块以供 LLM（大语言模型）处理，并生成高质量的总结。当用户提供 Bilibili BV 号或 URL，并希望获取视频内容的总结、核心要点或详细的分解时使用。

Generate and edit images with OpenAI GPT-Image-2 via inference.sh CLI. Models: GPT-Image-2. Capabilities: text-to-image, image editing, inpainting, mask-based editing, multi-image reference, batch generation. Use for: product mockups, marketing visuals, image editing, concept art, inpainting, photo…