Interpret E2e Result
Reads an e2e benchmark run log and explains what happened — which expected findings the agent recovered and which it missed (read from its final tree, not the judge's grade), what proof conclusion it wrote, why it stopped, and the most likely cause (agent reasoning regression, /research routing regression, sub-skill regression, FamilySearch data drift, or single-run jitter). Points the user at the exact tool call and narration turn to read next. Use when the user says "what happened in this e2e run", "interpret this e2e result", "why did this fixture fail", or "read the latest e2e runlog". Do NOT use to author or modify a fixture (use author-e2e-fixture), to interpret a unit-test scratch run (those are developer-facing — read the run log directly), to grade a single research question in a live project (use the relevant analysis skills like timeline or conflict-resolution), or to grade this run into its calibration annotation (use grade-e2e-run — this skill only explains the result and never writes the .ann.json).
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
Narration: Read researcher_profile.narration_guidance from research.json if one exists in the working folder; otherwise default to concise narration.
What this skill does
Interpret E2e Result is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/interpret-e2e-result/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when the user says "what happened in this e2e run", "interpret this e2e result", "why did this fixture fail", or "read the latest e2e runlog". Do NOT use to author or modify a fixture (use author-e2e-fixture), to interpret a unit-test scratch run (those are developer-facing — read the run log directly), to grade a single research question in a live project (use the relevant analysis skills like timeline or conflict-resolution), or to grade this run into its calibration annotation (use grade-e2e-run — this skill only explains the result and never writes the .
Who uses this skill
The Interpret E2e Result Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 211,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/interpret-e2e-result
curl -L https://claudskills.com/skills/interpret-e2e-result/SKILL.md \
-o ~/.claude/skills/interpret-e2e-result/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/interpret-e2e-result/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/interpret-e2e-result/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\interpret-e2e-result\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the Interpret E2e Result Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/interpret-e2e-result/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Interpret E2e Result skill do?
Reads an e2e benchmark run log and explains what happened — which expected findings the agent recovered and which it missed (read from its final tree, not the judge's grade), what proof conclusion it wrote, why it stopped, and the most likely cause (agent reasoning regression, /research routing regression, sub-skill regression, FamilySearch data drift, or single-run jitter). Points the user at the exact tool call and narration turn to read next. Use when the user says "what happened in this e2e run", "interpret this e2e result", "why did this fixture fail", or "read the latest e2e runlog". Do NOT use to author or modify a fixture (use author-e2e-fixture), to interpret a unit-test scratch run (those are developer-facing — read the run log directly), to grade a single research question in a live project (use the relevant analysis skills like timeline or conflict-resolution), or to grade this run into its calibration annotation (use grade-e2e-run — this skill only explains the result and never writes the .ann.json).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Interpret E2e Result skill?
Use Interpret E2e Result when your Claude Code task falls under the Engineering category — specifically in the testing area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Interpret E2e Result" or describe the task and let Claude pick). Browse related skills at
/category/engineering/.
What is a Claude Code skill and how does the Interpret E2e Result skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Interpret E2e Result is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
PioneerAIAcademy. (2026). Interpret E2e Result [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/interpret-e2e-result/
BibTeX
@misc{interpret-e2e-result-2026,
author = {PioneerAIAcademy},
title = {Interpret E2e Result [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/interpret-e2e-result/}
}Embed this skill
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Security scan
Grade A · scanned 2026-10-25 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
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[](https://claudskills.com/skills/interpret-e2e-result/#security)
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