ebench-analyze skillA
ebench-analyze is agent-read markdown (skill) from internrobotics/ebench: Generate and interpret EBench evaluation reports, compare runs and baselines, and diagnose capability or generalization gaps with explicit data coverage and aggregation semantics..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# Analyze EBench evaluation results Work from the EBench root. Read `third_party/genmanip-client/src/genmanip_client/extensions/analyse_cli.py` and `analyse.py` for the pinned behavior; inspect `default_cluster_map.json` only when interpreting taxonomy or checking task coverage. ## Verify inputs before rendering Identify each run's model/checkpoint, benchmark revision, track, split, task set, seed/episode coverage, and completion state from its manifest and result files. Keep incomplete runs labeled. Missing episodes are not automatic successes or failures; state the coverage and denominator instead of inventing outcomes. Default discovery scans `<project_root>/saved/eval_results/<benchmark>/<run_id>`. Client results commonly live under `client_results/<benchmark>/<run_id>` instead: pass the concrete run directory explicitly. Do not point to a single seed directory or assume EBench's root contains server outputs. …
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How to install
mdr add internrobotics/ebench/ebench-analyze@git:20260923.5985d56mdr add internrobotics/ebench/ebench-analyze@sha256:14b608ce629a3bd9Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_fmfu4zweltyv3gdl)
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Audit of the latest version
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Source
internrobotics/ebench · 140 stars · license MIT · pushed 2026-09-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fmfu4zweltyv3gdl GET https://markdownregistry.com/api/v1/resolve?ref=internrobotics/ebench/ebench-analyze GET https://markdownregistry.com/api/v1/blob/14b608ce629a3bd979b8fc12f313cfa1d584cf9932ce0a40fc127ae387e99f32
Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.