Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Product / product-misc

Agent Eval Adoption

Category: Product  ·  Sub-category: product-misc  ·  Last updated:
ai:agent
Substrate-primitive reference for adopting @tangle-network/agent-eval (0.50.x+) + @tangle-network/agent-runtime (0.33.x+) in a product. Covers defineAgent manifest, runLoop driven loops + topology drivers (refine / fanout-vote / dynamic agent-authored topology via createDynamicDriver + createSandboxPlanner), identity-gated prompt-surface optimization (optimizePrompt), MCP delegation tools, ProductionTraceSink, scorecard + ship-gate CI, held-out promotion, cross-profile matrix benchmarks, analyst-loop, assertRealBackend Phase A guard. PAIRS WITH: agent-stack-adoption (9-phase pipeline shape that consumes these primitives), agent-eval (substrate footgun bible + canonical product-agent file layout), eval-agent (LLM-as-judge rubric generation specifically).
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What this skill does

Agent Eval Adoption is a community-contributed Claude Code skill in the product-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/agent-eval-adoption/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Agent Eval Adoption Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 146,000+ 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/agent-eval-adoption
curl -L https://claudskills.com/skills/agent-eval-adoption/SKILL.md \
  -o ~/.claude/skills/agent-eval-adoption/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/agent-eval-adoption/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/agent-eval-adoption/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\agent-eval-adoption\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Agent Eval Adoption Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/agent-eval-adoption/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Agent Eval Adoption skill do?
Substrate-primitive reference for adopting @tangle-network/agent-eval (0.50.x+) + @tangle-network/agent-runtime (0.33.x+) in a product. Covers defineAgent manifest, runLoop driven loops + topology drivers (refine / fanout-vote / dynamic agent-authored topology via createDynamicDriver + createSandboxPlanner), identity-gated prompt-surface optimization (optimizePrompt), MCP delegation tools, ProductionTraceSink, scorecard + ship-gate CI, held-out promotion, cross-profile matrix benchmarks, analyst-loop, assertRealBackend Phase A guard. PAIRS WITH: agent-stack-adoption (9-phase pipeline shape that consumes these primitives), agent-eval (substrate footgun bible + canonical product-agent file layout), eval-agent (LLM-as-judge rubric generation specifically).
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 Agent Eval Adoption skill?
Use Agent Eval Adoption when your Claude Code task falls under the Product category — specifically in the product misc 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 Agent Eval Adoption" or describe the task and let Claude pick). Browse related skills at /category/product/.
What is a Claude Code skill and how does the Agent Eval Adoption 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. Agent Eval Adoption is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product 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
tangle-network. (2026). Agent Eval Adoption [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/agent-eval-adoption/
BibTeX
@misc{agent-eval-adoption-2026,
  author    = {tangle-network},
  title     = {Agent Eval Adoption [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/agent-eval-adoption/}
}

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Security scan

Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (execution), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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