Agent skill

Model Researcher

by IgorWarzocha in IgorWarzocha/Opencode-Workflows

Add new/custom AI models to opencode.json. An agent skill from IgorWarzocha/Opencode-Workflows.

No licenceAuto-check passedAI & LLM Engineering

Install Model Researcher

skills CLI
$ npx skills add IgorWarzocha/Opencode-Workflows --skill model-researcher -a claude-code

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

GitHub CLI
$ gh skill install IgorWarzocha/Opencode-Workflows model-researcher --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/IgorWarzocha/Opencode-Workflows.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cowork/.opencode/skill/model-researcher .claude/skills/model-researcher && 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
model-researcher
GitHub stars
122
Token cost
~2.2k tokens
SKILL.md length
627 words
Files
2 (incl. references)
Skills in repo
35
Repo updated
First seen
Licence
None found

At a glance

Add new/custom AI models to opencode.json. An agent skill from IgorWarzocha/Opencode-Workflows.

  • Works in 5 steps: Clarify What the User Wants → Research the Model → Confirm Findings with User → …
  • Tasks that involve OpenAPI specifications
  • SKILL.md covers EXTREMELY STRICT: Banned…, Verify Before Configure, Step 1: Clarify What the User… and Step 2: Research the Model, plus 4 more sections
  • Reaches api.deepseek.com and api.z.ai

What it does

Model Researcher is an agent skill from IgorWarzocha/Opencode-Workflows. Add new/custom AI models to opencode.json. Use proactively for bleeding-edge releases, non-standard providers, self-hosted models, or custom endpoints. Examples: - user: "Add the new Claude 4.5" → websearch for API specs, add provider entry with baseUrl, verify model ID format - user: "Use my local Ollama instance" → configure custom provider with http://localhost:11434, set model ID format - user: "Configure this OpenAI-compatible proxy" → add provider with custom baseUrl, set apikey env var, verify…

Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/provider-patterns.md`).

It sits in AI & LLM Engineering, covering OpenAPI specifications and LLM inference and serving. It works with OpenAI and Ollama. The repository describes itself as: An ever evolving repository of Opencode workflow examples that might enhance your experience with it. I only left the stuff that actually works. YMMV.

When your agent uses it

  • Tasks that involve OpenAPI specifications
  • Tasks that involve LLM inference and serving

Example prompts

  • “Add the new Claude 4.5”
  • “Use my local Ollama instance”
  • “Configure this OpenAI-compatible proxy”
  • “/model-researcher”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Clarify What the User Wants
  2. Research the Model
  3. Confirm Findings with User
  4. Apply Configuration
  5. Validate

What it can do on your machine

Read from SKILL.md and the folder at commit 6444ec4. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are jsonc).

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.deepseek.com
    • api.z.ai
    • api.minimax.chat
    • api.moonshot.cn

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

  • Credentials

    Names no API keys, tokens, secrets or passwords.

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

Context cost

Model Researcher loads about 2.2k tokens when it runs, and up to ~5.2k if it reads all its reference files. Until then it costs about 165 tokens; SKILL.md has 627 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~165
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.2k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 627 words (~2,219 tokens).

“Add new or custom AI models to opencode.json with verified specifications.”

— opening of SKILL.md by IgorWarzocha
name
model-researcher

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (references) in cowork/.opencode/skill/model-researcher of IgorWarzocha/Opencode-Workflows.

  • SKILL.md
  • references/provider-patterns.md

Open the folder on GitHubat commit 6444ec4

Compare with similar skills

Model Researcher 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.

Model Researcher compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Model Researcher this skillIgorWarzocha/Opencode-Workflows122—~2.2kAutomated safety check: PassNone
Open NotebookK-Dense-AI/scientific-agent-skills48k1 repos~2.8kAutomated safety check: PassMIT
Aider DelegateamElnagdy/delegate-skills2.3k2 repos~3kAutomated safety check: PassMIT
Perfupraullenchai/Rapid-MLX3.9k—~1.6kAutomated safety check: NotesCustom licence
Ideer Daily Paper ChatbotAI45Lab/iDeer416—~3kAutomated safety check: NotesAGPL-3.0
Agent Frameworkjihadkhawaja/Egroo178—~1.9kAutomated safety check: PassApache-2.0

Similar skills

  • Open Notebook

    K-Dense-AI/scientific-agent-skills

    Organizes research with the self-hosted Open Notebook alternative to NotebookLM.

    48k GitHub starsUsed in 1 repo~2.8k tokens
    AI & LLM EngineeringAuto-check passed
  • Aider Delegate

    amElnagdy/delegate-skills

    Delegate a coding task to Aider (aider) as a background implementer, then review its diff and land it yourself.

    2.3k GitHub starsUsed in 2 repos~3k tokens
    AI & LLM EngineeringAuto-check passed
  • Perfup

    raullenchai/Rapid-MLX

    Autonomous performance optimization: research, PoC, benchmark, implement, review, PR

    3.9k GitHub stars~1.6k tokensUpdated today
    AI & LLM EngineeringAuto-check: notes
  • Use iDeer as a daily paper-reading workflow for chatbot-first users such as Codex, Gemini, or ChatGPT.

    416 GitHub stars~3k tokensUpdated 2 mo ago
    AI & LLM EngineeringAuto-check: notes
  • Agent Framework

    jihadkhawaja/Egroo

    Build, extend, and debug AI agents in Egroo using the Microsoft Agent Framework (C .NET).

    178 GitHub stars~1.9k tokensUpdated 6 mo ago
    AI & LLM EngineeringAuto-check passed
  • Configuring Vision

    oxbshw/watch-skill

    The user wants to connect an LLM or vision provider, already has an API key, asks "can I use OpenAI/Anthropic/Gemini/OpenRouter", wants local Ollama, or needs different cheap and strong models.

    469 GitHub stars~509 tokensUpdated 25 days ago
    AI & LLM EngineeringAuto-check: notes

More from IgorWarzocha/Opencode-Workflows

All 35 skills in this repo
  • Create Opencode Plugin

    IgorWarzocha/Opencode-Workflows

    Create OpenCode plugins using the @opencode-ai/plugin SDK. An agent skill from IgorWarzocha/Opencode-Workflows.

    122 GitHub stars~2.4k tokensUpdated 8 mo ago
    Auto-check passed
  • Plugin Installer

    IgorWarzocha/Opencode-Workflows

    Find, install, and configure OpenCode plugins from the catalog or community.

    122 GitHub stars~1.3k tokensUpdated 8 mo ago
    Auto-check passed
  • Skill Creator

    IgorWarzocha/Opencode-Workflows

    Guide for creating effective opencode skills. An agent skill from IgorWarzocha/Opencode-Workflows.

    122 GitHub stars~2.8k tokensUpdated 8 mo ago
    Auto-check passed
  • Security AI Keys

    IgorWarzocha/Opencode-Workflows

    Review AI API key leakage patterns and redaction strategies.

    122 GitHub stars~793 tokensUpdated 8 mo ago
    Auto-check: notes
  • Security Convex

    IgorWarzocha/Opencode-Workflows

    Review Convex security audit patterns for authentication and authorization.

    122 GitHub stars~3.1k tokensUpdated 8 mo ago
    Auto-check passed
  • Security Django

    IgorWarzocha/Opencode-Workflows

    Review Django security audit patterns for settings and middleware.

    122 GitHub stars~1.6k tokensUpdated 8 mo ago
    Auto-check: notes

Works with

Questions about Model Researcher

What does Model Researcher do?

Add new/custom AI models to opencode.json. An agent skill from IgorWarzocha/Opencode-Workflows. Model Researcher is an agent skill from IgorWarzocha/Opencode-Workflows.json.

When should I use Model Researcher?

Model Researcher fits situations like: tasks that involve OpenAPI specifications; tasks that involve LLM inference and serving.

How do I install Model Researcher in Claude Code?

Run `npx skills add IgorWarzocha/Opencode-Workflows --skill model-researcher -a claude-code`. Or copy the skill folder (cowork/.opencode/skill/model-researcher in IgorWarzocha/Opencode-Workflows) into .claude/skills/model-researcher in your project. Claude Code loads it when a task matches its description.

How do I install Model Researcher in Codex?

Run `npx skills add IgorWarzocha/Opencode-Workflows --skill model-researcher -a codex`. Or copy the skill folder (cowork/.opencode/skill/model-researcher in IgorWarzocha/Opencode-Workflows) into .agents/skills/model-researcher in your project. Codex loads it when a task matches its description.

Can I use Model Researcher 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 IgorWarzocha/Opencode-Workflows --skill model-researcher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/model-researcher, .gemini/skills/model-researcher, .github/skills/model-researcher and .opencode/skills/model-researcher in your project.

What does Model Researcher need to run?

SKILL.md names no scripts, command-line tools or credentials: Model Researcher is instructions for the agent only.

Does Model Researcher access the network?

SKILL.md names 4 domains. In commands or code: api.deepseek.com, api.z.ai, api.minimax.chat and api.moonshot.cn; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Model Researcher 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 Model Researcher use?

No licence was found for Model Researcher or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Model Researcher use?

About 2.2k tokens (SKILL.md is roughly 8.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.9k tokens, read only when the agent opens those files.

What are the alternatives to Model Researcher?

Skills that share tags, products or a category with Model Researcher: Open Notebook (K-Dense-AI/scientific-agent-skills, 48k stars), Aider Delegate (amElnagdy/delegate-skills, 2.3k stars), Perfup (raullenchai/Rapid-MLX, 3.9k stars) and Ideer Daily Paper Chatbot (AI45Lab/iDeer, 416 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Model Researcher?

IgorWarzocha (a GitHub user) maintains it in IgorWarzocha/Opencode-Workflows, which has 122 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on February 4, 2026.

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