Nexus Eval Harness
SkillAI & modelsWork on the Nexus LLM eval harness in tests/eval/ — author or fix a scenario fixture, write an eval config, change the executors, assertions or reports, or explain a run that produced nothing, everything-fails, or numbers that disagree. Use when an eval scenario is wrong, a run behaves oddly, or the harness itself needs to change. To grade a model rather than change the harness, use nexus-model-eval.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Nexus Eval Harness skill
What this skill tells your AI
The instructions your AI receives, as published by profsynapse/nexus in .skills/nexus-eval-harness/SKILL.md and read by ahel’s review.
Context: the harness under tests/eval/ drives the real production path —
StreamingOrchestrator plus tool continuation — with a mock or live tool
executor swapped in, and grades the tool calls a model emits. It is a fixture
system, and almost every surprising result is the fixture talking, not the
model. This skill owns the fixtures, the configs, the executors and the
reports.
Workflow
-
Pick the job and open its protocol. Work from the protocol; this router names procedures, it does not contain them.
Job Protocol Add a scenario, or fix one that grades wrongly protocols/add-a-scenario.mdWrite or change a config, choose targets, mode, retries protocols/configure-a-run.mdA run produced nothing, all-fails, a hang, or odd numbers protocols/debug-a-run.mdChange the executors, assertions, loader or reports protocols/extend-the-harness.md -
Derive every list from the tree, never from this skill. It names no scenarios, no configs, no models and no env-var table on purpose, and you MUST NOT add one — the harness gains knobs faster than a document survives.
ls tests/eval/scenarios/ tests/eval/configs/ grep -rhoE "get(Number|List)?Env\('[A-Z_]+'\)|process\.env\.[A-Z_]+" tests/eval/ \ | grep -oE "[A-Z][A-Z_]{3,}" | sort -u # every knob, including the # ones ConfigLoader mediates -
Before calling any scenario change done, run the checker from the repo root and fix everything it prints:
python3 .claude/skills/nexus-eval-harness/scripts/check_scenarios.py -
NEVER trust jest's exit code as the verdict on a run, and never report a pass rate you read from stdout. The saved reports under the configured artifacts dir are the only source of truth, and they are written even when the run times out — see
references/run-behavior.md. -
At the end of a session that used this skill, run
protocols/self-refine.md.
Map
protocols/the procedures named in step 1, plusself-refine.md.references/read on demand:harness-map.md(what each file owns and how a run is assembled),scenario-contract.md(what a scenario fixture means and the traps in it),run-behavior.md(config resolution, concurrency, retries, artifacts, what the numbers count).scripts/check_scenarios.pythe mechanical check from step 3. Run it; do not reimplement it.refinement-log.mdwhat past sessions changed here and why.agents/openai.yamlan interface manifest severalnexus-*skills carry. Not a subagent prompt; nothing in this skill reads it.
Siblings — name them, do not duplicate them
nexus-model-eval— grading models. Which models to run, whether a slug resolves, how to read a leaderboard, and whether a failure indicts the model. That skill consumes the harness; this one changes it. If the question is "how good is model X", stop here and use it.nexus-testing— the gate that keeps this suite from running (and billing) in CI, and how to watch a run in flight.nexus-agents— the realgetTools/useToolscontract the fixtures imitate. When a fixture and production disagree, production wins, and that skill says what production does.nexus-llm-adapters— provider adapters. A run that fails inside streaming for one provider only is an adapter problem, not a harness problem.nexus-tool-schemas— the live tool catalog, for checking a fixture's tool slugs against the registry instead of guessing.
Signals
- GitHub stars
- 153
- Forks
- 19
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
nexus-eval-harness- Source
- github.com/profsynapse/nexus