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paperclip-evals

Choose, inspect, validate, and report Paperclip Runner or Product E2E evaluations while preserving evidence, provenance, cost, and failure classification.

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paperclipai/paperclip
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September 16, 2026 at 13:41
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English
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name
paperclip-evals
description
Choose, inspect, validate, and report Paperclip Runner or Product E2E evaluations while preserving evidence, provenance, cost, and failure classification.
# Paperclip evals Use this skill when a request concerns Paperclip evaluation selection, interpretation, evidence, history, or a live run. Read `doc/evals.md` in the Paperclip repository first. It defines the two families and their boundaries. ## Discover the repository Do not assume the skill's installed location is inside a checkout. Locate the repo explicitly with `git rev-parse --show-toplevel` from the current directory, or inspect likely workspace roots and select the checkout containing `package.json`, `tests/runner-e2e`, and `packages/paperclip-runner`. Locate the private sibling `paperclip-evals` only when a Runner Eval needs its definitions; use an explicit `PAPERCLIP_EVALS_ROOT` or a discovered sibling checkout. Never invent a relative path from this copied skill into the repository. ## Route the request Choose **Runner Evals** for real runner/provider protocol behavior against the mock control plane. Authoritative details are in `packages/paperclip-runner/docs/runner-protocol-live-evals.md` and the sibling `paperclip-evals/evals/paperclip-runner` definitions. Choose **Product E2E Evals** for real browser/server/database/runner/provider workflows, including local and Daytona environments. Read `tests/runner-e2e/README.md`, then `FIXTURES.md`, `SECURITY.md`, or `EVERYDAY-WORKFLOWS.md` as relevant. Everyday Workflows remain Product E2E even when imported into Evalbook. “Headless” is a browser mode, not a family. ## Work safely Start with read-only catalog inspection and credential-free validation. For Product E2E use `pnpm test:e2e:runner:typecheck`, `pnpm test:e2e:runner:unit`, and `pnpm test:e2e:runner -- --list`; run one explicit cell only when the user has authorized a live/paid run and the needed credentials and immutable Daytona image are configured. For Runner Evals use the pinned eval revision and the documented workflow/CLI. Never use a partial selector as evidence of full coverage. Keep source revisions, definition/catalog fingerprints, model/profile, environment, selected cells, retries, timing, usage/cost coverage, and grader version attached to every interpretation. Preserve partial attempts and classify failures as product, model/provider behavior, grading/evidence, or infrastructure from the observed failure and supported cause. A usable completed behavior failure is not infrastructure; missing provider/profile, transport, startup, or evidence requires examining the evidence before choosing the cause. Use the existing family generator and viewer. Public projections may contain sanitized fixture conversation and allowlisted tool outcomes/evidence; follow the family's projection and publisher checks. Do not expose raw trusted artifacts, credentials, secrets, private data, provider session IDs, or hidden reasoning. A refresh from retained evidence has zero provider calls and remains the original measurement with a new presentation. Link the public histories and hub from `doc/evals.md` when reporting results. For adding a case or fixture, use the narrower [add-runner-eval](../add-runner-eval/SKILL.md) or [add-product-e2e-eval](../add-product-e2e-eval/SKILL.md) skill.
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