Agent skill

Integrate Model

by tryonlabs in tryonlabs/opentryon

Integrates a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs) and TryOn Studio (catalog, Connect keys, planner).

Custom licenceAuto-check passedAI & LLM Engineering

Install Integrate Model

skills CLI
$ npx skills add tryonlabs/opentryon --skill integrate-model -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install tryonlabs/opentryon integrate-model --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/tryonlabs/opentryon.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.cursor/skills/integrate-model .claude/skills/integrate-model && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
integrate-model
GitHub stars
551
Token cost
~1.1k tokens
SKILL.md length
410 words
Files
4
Skills in repo
3
Repo updated
First seen
Licence
Custom licence

At a glance

Integrates a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs) and TryOn Studio (catalog, Connect keys, planner).

  • Works in 4 steps: Decision + architecture:… → File-by-file checklist:… → This skill’s checklist.md and studio.md → …
  • Adding a new model
  • SKILL.md covers Decision tree (do this before…, Path A vs Path B (short), Integration order and Verify, plus 1 more section
  • Calls conda and npm; needs PROVIDER_API_KEY

What it does

Integrate Model is an agent skill from tryonlabs/opentryon. Integrates a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs) and TryOn Studio (catalog, Connect keys, planner). Use when adding a new model, integrating an API, wiring a local Diffusers/Transformers/Ollama model, updating MCP after a registry change, reflecting a new model in Studio UI, or when the user asks what to integrate next / Nemotron / NVIDIA NIM / the integrate-next list.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `checklist.md`, `integrate-next.md` and `studio.md`).

It sits in AI & LLM Engineering, covering LLM inference and serving and Diffusion and image models. It works with Model Context Protocol, NVIDIA AI Platform and Ollama. The repository describes itself as: Open-source APIs, SDKs, and models for building virtual try-on and fashion AI applications. Generate models, edit garments, create photoshoots, and build personalized fashion…

When your agent uses it

  • Adding a new model
  • Integrating an API
  • Wiring a local Diffusers/Transformers/Ollama model
  • Updating MCP after a registry change

Example prompts

  • “Use the integrate-model skill to integrate a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs)…”
  • “/integrate-model”

Requirements

  • Python 3
  • A credential in PROVIDER_API_KEY

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Decision + architecture: docs/docs/advanced/model-integration-guidelines.md
  2. File-by-file checklist: docs/docs/advanced/new-model-checklist.md
  3. This skill’s checklist.md and studio.md
  4. If the user has not named a model, pick from the living queue: integrate-next.md → docs/docs/community/integrate-next.md

What it can do on your machine

Read from SKILL.md and the folder at commit 3cf8bd2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • conda
    • npm

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • PROVIDER_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Integrate Model loads about 1.1k tokens when it runs. Until then it costs about 113 tokens; SKILL.md has 410 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~113
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 410 words (~1,131 tokens).

“OpenTryOn is the canonical registry. Studio is an MCP client only. Do not invent a second adapter stack in Studio, tryon-server, or other repos.”

— opening of SKILL.md by tryonlabs, Custom licence
name
integrate-model

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files in .cursor/skills/integrate-model of tryonlabs/opentryon.

  • SKILL.md
  • checklist.md
  • integrate-next.md
  • studio.md

Open the folder on GitHubat commit 3cf8bd2

Compare with similar skills

Integrate Model next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Integrate Model compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Integrate Model this skilltryonlabs/opentryon551—~1.1kAutomated safety check: PassCustom licence
Local LLM Freeartokun/comfyui-mcp793—~897Automated safety check: NotesMIT
Perfupraullenchai/Rapid-MLX3.9k—~1.6kAutomated safety check: NotesCustom licence
Agent Frameworkjihadkhawaja/Egroo178—~1.9kAutomated safety check: PassApache-2.0
Mesh APImr-tbot/mesh-api179—~1.8kAutomated safety check: PassGPL-3.0
Ollama MCP Tool for NanoClawnanocoai/nanoclaw31k1 repos~3kAutomated safety check: NotesMIT

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Questions about Integrate Model

What does Integrate Model do?

Integrates a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs) and TryOn Studio (catalog, Connect keys, planner). Integrate Model is an agent skill from tryonlabs/opentryon. Integrates a hosted API or local/open-weight model end-to-end across OpenTryOn (adapter, CLI registry, MCP, docs) and TryOn Studio (catalog, Connect keys, planner).

When should I use Integrate Model?

Integrate Model fits situations like: adding a new model; integrating an API; wiring a local Diffusers/Transformers/Ollama model; updating MCP after a registry change.

How do I install Integrate Model in Claude Code?

Run `npx skills add tryonlabs/opentryon --skill integrate-model -a claude-code`. Or copy the skill folder (.cursor/skills/integrate-model in tryonlabs/opentryon) into .claude/skills/integrate-model in your project. Claude Code loads it when a task matches its description.

How do I install Integrate Model in Codex?

Run `npx skills add tryonlabs/opentryon --skill integrate-model -a codex`. Or copy the skill folder (.cursor/skills/integrate-model in tryonlabs/opentryon) into .agents/skills/integrate-model in your project. Codex loads it when a task matches its description.

Can I use Integrate Model in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add tryonlabs/opentryon --skill integrate-model -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/integrate-model, .gemini/skills/integrate-model, .github/skills/integrate-model and .opencode/skills/integrate-model in your project.

What does Integrate Model need to run?

Going by SKILL.md and its folder, Integrate Model needs the command-line tools its instructions call (conda and npm) and credentials named PROVIDER_API_KEY. Our summary lists: Python 3; A credential in PROVIDER_API_KEY.

Does Integrate Model access the network?

SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Integrate Model safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Integrate Model use?

Integrate Model has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Integrate Model use?

About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Integrate Model?

Skills that share tags, products or a category with Integrate Model: Local LLM Free (artokun/comfyui-mcp, 793 stars), Perfup (raullenchai/Rapid-MLX, 3.9k stars), Agent Framework (jihadkhawaja/Egroo, 178 stars) and Mesh API (mr-tbot/mesh-api, 179 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Integrate Model?

tryonlabs (a GitHub organization) maintains it in tryonlabs/opentryon, which has 551 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 6, 2026.

Source: tryonlabs/opentryon on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.