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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).

About this skill (catalog notes)

Agent Eval Adoption includes pricing or quota commentary; 18 code blocks for direct copy-paste. At roughly 6,834 words the SKILL.md is on the longer end of the catalog distribution.

Original author
tangle-network
Indexed lastmod
Catalog position
Product · product-misc
Indexed related skills
10

How Agent Eval Adoption fits the catalog

Agent Eval Adoption sits in the Product category under the product-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

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 116,000+ 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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