openai-judge
LLM-as-a-judge evaluations over OpenAI-compatible APIs (including NVIDIA Nemotron & LM Studio).
Skill by ianshank
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: ml
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/openai-judge
What's inside
- Skill name
openai-judge- Description
- LLM-as-a-judge evaluations over OpenAI-compatible APIs (including NVIDIA Nemotron & LM Studio). Use whenever evaluating output quality, correctness, or scoring responses using standard rubrics.
- License
- Apache-2.0
- Compatibility
- python>=3.10
- Instructions
- 49 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (16)
- .gitignore
- SKILL.md
- evals.json · evals/
- prompt.txt · evals/fixtures/empty-input/
- rubric.txt · evals/fixtures/empty-input/
- prompt.txt · evals/fixtures/happy-path/
- rubric.txt · evals/fixtures/happy-path/
- prompt.txt · evals/fixtures/malformed-rubric/
- rubric.txt · evals/fixtures/malformed-rubric/
- assertion-types.md · references/
- ruff.toml
- quality-gate.sh · scripts/
- run.py · scripts/
- validate_skill.py · scripts/
- conftest.py · tests/
- test_run.py · tests/
SKILL.md (first lines)
# openai-judge — E2E Action Skill
Perform LLM-as-a-judge scoring end to end: take prompt, rubric, and model endpoint, produce score and reasoning, and prove it worked before reporting success.
## 1. Preconditions (input contract)
Confirm these hold before doing anything:
- Target prompt text and grading rubric are present in files.
- OpenAI-compatible model endpoint is reachable (or `--mock` is specified for local-only validation).
- Environment variables or configurations are populated for authentication (e.g. `NVIDIA_API_KEY` for Nemotron).
## 2. Procedure (the E2E steps)
1. Read the input prompt and grading rubric from their target paths.
2. Initialize the OpenAI-compatible client wrapper with model endpoint and api key.
3. Call the completion API with the requested prompt and formatting instructions (preferring JSON output).
4. Extract the verdict JSON containing the score and reasoning.
5. Write `result.json` to the output directory.
Prefer using the execution script:
```bash
python scripts/run.py --model nvidia/nemotron-3-ultra-550b-a55b --prompt prompt.txt --rubric rubric.txt --out result.json
```
## 3. Output contract (postconditions — what "done" means)
- Output file `result.json` is written.
- Output is valid JSON with keys `score` and `reasoning`.
- The score value is a float/integer representing the judgment.
## 4. Failure handling
- On failure, clean up any partial files and raise a clear, descriptive error containing output/logs.
- Gracefully handle JSON parsing errors by returning a structured default failure JSON.
## 5. Validation gate (before declaring success)
You are **not done** until this exits 0:
```bash
python scripts/validate_skill.py --skill . --tier structural,behavioral
```
## 6. Examples
**Example 1**
Input: prompt.txt (What is 2+2?), rubric.txt (Grade answer correctness)
Output: result.json (`{"score": 1.0, "reasoning": "The answer is correct."}`)From ianshank/Agents, Apache-2.0.
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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 113
- Last commit (this folder)
- Sep 7, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/ianshank/Agents
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Decomposes a topic into a controlled hierarchy, recursively expands leaves, prunes the bottom quartile, and synthesizes upward into a self-explanatory…
SkillBFreshness: B★ 1Claude Code +9 - 0.552score
model-bench
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Benchmark and A/B-test multiple LLMs or systems-under-test on one evaluation dataset.
SkillBFreshness: B★ 1Claude Code +9 - 0.552score
dataset-lint
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Validate an existing evaluation dataset (JSONL/JSON/CSV) for structural correctness, duplicate IDs, missing required fields, and encoding issues — without…
SkillBFreshness: B★ 1Claude Code +9 - 0.552score
eval-corpus-forge
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Build, validate, and package reusable evaluation datasets for agent and LLM systems from prompts, traces, tool-call logs, metadata, and expected outcomes.
SkillBFreshness: B★ 1Claude Code +9 - 0.552score
architecture-drift-guard
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Detect and block architecture drift in CI by comparing a codebase's actual Python import graph against a declared C4 component model.
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Reviews a shipped OpenSpec change's implementation against its own proposal/design/tasks/spec, producing a dated, two-pass openspec/changes/<id>/review.md…
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Cite this page
openai-judge skill. Agent Mart. https://agentmart.dev/skills/ianshank-openai-judge (last updated 2026-10-24)