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Get Started Free →Converts agent definitions between frameworks — exports to Claude Code, OpenAI, CrewAI, Lyzr, and GitHub Models formats, and imports from Claude, Cursor, and CrewAI projects. Use when the user wants to convert an agent, migrate to another framework, export to LangChain/AutoGen/CrewAI, or import from existing automation tools.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 58% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -47% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -32% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 8% | 0% |
After exporting, check the output matches expectations:
bash# Verify export file was created and contains agent name opengap export -f system-prompt -d ./my-agent | head -5
Convert a gitagent definition to another framework:
bashopengap export -f <format> -d ./my-agent [-o output-file]
| Format | Output | Use Case | |--------|--------|----------| | system-prompt | Markdown | Universal — paste into any LLM | | claude-code | CLAUDE.md | Drop into a Claude Code project | | openai | Python | Run with OpenAI Agents SDK | | crewai | YAML | Run with CrewAI | | openclaw | JSON + MD | Run with OpenClaw | | nanobot | JSON + MD | Run with Nanobot | | lyzr | JSON | Create agent on Lyzr Studio | | github | JSON | Call GitHub Models API |
bash# Get a system prompt for any LLM opengap export -f system-prompt -d ./my-agent # Generate a CLAUDE.md opengap export -f claude-code -d ./my-agent -o CLAUDE.md # Generate Python code for OpenAI opengap export -f openai -d ./my-agent -o agent.py # Preview what Lyzr API will receive opengap export -f lyzr -d ./my-agent # Preview GitHub Models payload opengap export -f github -d ./my-agent
Convert existing agent frameworks into gitagent:
bashopengap import --from <format> <path> [-d target-dir]
| Source | Input | What It Creates | |--------|-------|-----------------| | claude | CLAUDE.md, .claude/skills/ | agent.yaml, SOUL.md, RULES.md, skills | | cursor | .cursorrules | agent.yaml, SOUL.md, AGENTS.md | | crewai | crew.yaml | agent.yaml, SOUL.md, agents/ |
bash# Import a Claude Code project opengap import --from claude ./my-project # Import from Cursor opengap import --from cursor ./.cursorrules # Import CrewAI config opengap import --from crewai ./crew.yaml -d ./imported
Other measured skills in the registry, with their headline benchmark lift.