understand-anything
claudeAI-powered codebase understanding — analyze, visualize, and explain any project
9 skills · 10 agents · hooks
Research, discover, compare, and evaluate AI models on OpenRouter — backed by the Model-Scout MCP server for live catalog data with caching. Subsumes the standalone open-router-model-research plugin and the Model-Scout-MCP server. Skills cover lookup, capability filtering (tools, vision, audio), recommendation, head-to-head comparison, deep evaluation, workload cost projection, and finding cheaper alternatives.
Not in a marketplace yet, so it loads for one session with --plugin-dir.
Plugin ai-model-research in danielrosehill/Claude-AI-Model-Research-Plugin. Commands read from the repo's manifest — 1 month ago.
This plugin runs code on your machine — it starts local MCP servers. The exact commands are listed below; read them before installing.
or-compare-modelsUse when the user wants to compare two or more OpenRouter models head-to-head. Triggers on phrases like "compare <model-a> and <model-b> on OpenRouter", "head-to-head OR comparison", "which is better — <model-a> or <model-b>", "side-by-side OpenRouter models", "diff these OR models".
or-cost-projectionUse when the user wants to estimate the cost of running a workload on a specific OpenRouter model (or shortlist) — produces a cost table with monthly/annual extrapolation.
or-evaluate-modelUse when the user wants a deep evaluation of a single OpenRouter model that goes beyond the OR catalog — model card, paper, benchmarks, license, known limitations. Triggers on phrases like "evaluate <model> for <task>", "deep dive on <OR model>", "research <model> beyond OpenRouter", "is <model> goo
or-find-alternativeUse when the user wants to find a cheaper or otherwise-similar alternative to a specific OpenRouter model — returns 3–5 ranked alternatives with trade-offs explicit.
or-find-audio-modelsUse when the user wants to find OpenRouter models that accept audio input. Triggers on phrases like "OpenRouter audio models", "models that accept audio on OR", "speech input models on OpenRouter", "OpenRouter models for transcription", "audio-capable LLMs on OpenRouter".
or-find-tool-modelsUse when the user wants to find OpenRouter models that support tool use / function calling. Triggers on phrases like "OpenRouter models with tool use", "which OR models support function calling", "find tool-calling models on OpenRouter", "MCP-compatible models on OpenRouter", "models for agentic wor
or-find-vision-modelsUse when the user wants to find vision-capable / multimodal image-input models on OpenRouter. Triggers on phrases like "OpenRouter vision models", "image-capable models on OR", "models that accept images on OpenRouter", "multimodal models on OpenRouter", "OCR-capable OR models", "find a vision model
or-lookup-modelsUse when the user wants to look up models in the OpenRouter catalog — fetch the full model list, look up a specific model by ID, or get raw catalog data for downstream filtering. Triggers on phrases like "look up an OpenRouter model", "get the OpenRouter catalog", "what does OpenRouter list for <mod
or-quick-lookupUse when the user mentions an OpenRouter model ID mid-conversation and needs a quick capability/pricing snapshot — not a full evaluation.
or-recommend-modelUse when the user wants a recommendation for which OpenRouter model to use for a task — interactive, asks clarifying questions about budget, context, modalities, then proposes a ranked shortlist. Triggers on phrases like "recommend an OpenRouter model", "which OR model should I use for <task>", "hel
or-research-modelsUse when the user wants open-ended exploration of OpenRouter models around a theme rather than a specific recommendation, comparison, or evaluation. Triggers on phrases like "explore OpenRouter models for <topic>", "what's available on OR for <area>", "show me what's new on OpenRouter", "survey of <
model-scoutruns: npx -y model-scout-mcp
AI-powered codebase understanding — analyze, visualize, and explain any project
9 skills · 10 agents · hooks
Open-source AI job search that runs locally in your AI coding CLI: scan job portals, evaluate listings into a structured A-H report with a 1-5 score, tailor your CV, track applications
5 skills · hooks
Rewrite AI-sounding text so it reads like the writer without changing what it says.
1 skill
AI memory system — mine projects and conversations into a searchable palace. 47 MCP tools, auto-save hooks, guided setup.
3 skills · 6 commands · 1 MCP server · hooks
Perform AI code review on Git diffs — supports workspace changes, branch ranges, and single commits with concurrent per-file analysis, codebase search, and deep context-aware review.
2 commands
Eval-gated LLM fine-tuning lifecycle (LoRA/QLoRA, DPO, GRPO/RLVR, vision SFT, quantized export). Use when fine-tuning an open-weights model end-to-end: building the eval harness first, selecting method and model, preparing data, training with Unsloth or TRL, gating checkpoints, and exporting GGUF/FP8.
10 skills · 2 commands · 3 agents
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