Jan/December 2025 updates#19
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andrewginns merged 8 commits intomainfrom Jan 14, 2026
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- Add cost metadata for `gemini-3-pro-preview` to mermaid_evals - Define pricing for new OpenAI GPT-5 family variants (base, mini, nano, pro, chat-latest, codex, 5.1, search API) - Update lockfile to use pydantic-evals 1.17.0 to support and align evaluations with the latest model set
- Update dashboard axis and series labels to clearly distinguish input, output, and thinking tokens, and add units (USD, seconds) - Treat missing token counts as 0 instead of NaN when parsing Metric_details and computing costs, preventing groupby means from being inflated and keeping Deep Dive charts consistent with the leaderboard
- Add `OPENROUTER_API_KEY` to `.env.example` and document it in the Mermaid evals README, including an example `openrouter:*` model run - Introduce `AGENTS.md` with repo structure, commands, and contribution conventions to help onboarding
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Below is a ready-to-paste PR description based on the changes in this branch. Proposed PR Title
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Add model factory + merbench eval updates
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Why
How to Run / Verify
uv run agents_mcp_usage/basic_mcp/basic_mcp_use/pydantic_mcp_factory.py --list-modelsuv run agents_mcp_usage/evaluations/mermaid_evals/run_multi_evals.py --models "openrouter:anthropic/claude-3.7-sonnet,gemini-3-flash-preview" --runs 5 --sequential