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Agent loops with Skillware

Every integration follows the same execution pattern:

  1. bundle = SkillLoader.load_skill("<category>/<skill_name>")
  2. skill = bundle["module"].<SkillClass>()
  3. Adapt bundle for the model (to_gemini_tool, to_claude_tool, etc.).
  4. Pass bundle["instructions"] as system context.
  5. On tool call, result = skill.execute(arguments) and return JSON to the model.

Provider guides contain full API details. Skill pages contain copy-paste examples with skill-specific paths and sample user messages.

Tool name matching

Adapter Match tool calls using
Gemini manifest["name"] (may include slashes, e.g. compliance/tos_evaluator)
Claude manifest["name"]
OpenAI to_openai_tool(bundle)["function"]["name"] (sanitized, e.g. compliance_tos_evaluator)
DeepSeek to_deepseek_tool(bundle)["function"]["name"] (same sanitization rules)
Ollama (prompt) "tool" field in the JSON block the model emits

Minimal execute (no LLM)

from skillware.core.loader import SkillLoader

bundle = SkillLoader.load_skill("compliance/tos_evaluator")
SkillClass = bundle["module"].TOSEvaluatorSkill
result = SkillClass().execute(
    {
        "target_url": "https://example.com",
        "intended_action": "crawl documentation for research",
    }
)
print(result)

Reference scripts

Full runnable loops live under examples/ where listed. Gemini reference scripts use the google-genai SDK (import google.genai). All skill catalog pages include compact Usage Examples per provider.

Skill Gemini Claude OpenAI DeepSeek Ollama
compliance/tos_evaluator gemini_tos_evaluator.py claude_tos_evaluator.py openai_tos_evaluator.py deepseek_tos_evaluator.py ollama_tos_evaluator.py
finance/wallet_screening gemini_wallet_check.py claude_wallet_check.py (catalog page) (catalog page) (catalog page)
office/pdf_form_filler gemini_pdf_form_filler.py claude_pdf_form_filler.py (catalog page) (catalog page) (catalog page)
compliance/mica_module mica_rag_flow.py mica_claude_flow.py (catalog page) (catalog page) mica_ollama_flow.py
compliance/pii_masker (catalog page) (catalog page) (catalog page) (catalog page) (catalog page)
Other skills (catalog page) (catalog page) (catalog page) (catalog page) (catalog page)