Arize Evaluator
github/awesome-copilot
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and…
Day 2 afternoon move of a Foundation Sprint. An agent skill from product-on-purpose/pm-skills.
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lenses --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .claude/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .claude/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lensesType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lenses --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .agents/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .agents/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lenses --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .cursor/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .cursor/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/product-on-purpose/pm-skills.git --path skills/tool-foundation-sprint-magic-lenses--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lenses --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .gemini/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .gemini/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lensesInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .github/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .github/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install product-on-purpose/pm-skills tool-foundation-sprint-magic-lenses --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/product-on-purpose/pm-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tool-foundation-sprint-magic-lenses .opencode/skills/tool-foundation-sprint-magic-lenses && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "tool-foundation-sprint-magic-lenses" agent skill from https://github.com/product-on-purpose/pm-skills/tree/main/skills/tool-foundation-sprint-magic-lenses into .opencode/skills/tool-foundation-sprint-magic-lenses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tool-foundation-sprint-magic-lenses", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
tool-foundation-sprint-magic-lensesDay 2 afternoon move of a Foundation Sprint. An agent skill from product-on-purpose/pm-skills.
Tool Foundation Sprint Magic Lenses is an agent skill from product-on-purpose/pm-skills. Day 2 afternoon move of a Foundation Sprint. Evaluates the candidate approach set through multiple lenses (4 classic plus at least 1 custom) to surface trade-offs, identify consistent winners and contradictions, and produce a top bet plus a backup plan. Use after Approach Options is signed. Lens scoring is a sense-making tool, not mathematical truth; arbitrary precision is a smell.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `HISTORY.md`, `references/EXAMPLE.md` and `references/TEMPLATE.md`).
The repository describes itself as: 68 plug-and-play, best-practice product management skills for AI agents: 30 Triple Diamond phase + 11 foundation + 12 utility + 15 tool (Foundation Sprint + Design Sprint). Plus… The licence is Apache-2.0.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 1cef1a9. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Tool Foundation Sprint Magic Lenses loads about 2.3k tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 105 tokens; SKILL.md has 1,174 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from product-on-purpose/pm-skills at commit 1cef1a9, republished under its Apache-2.0 licence (© product-on-purpose). 1,174 words, ~2,289 tokens.
.claude/skills/tool-foundation-sprint-magic-lenses/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->
Day 2 afternoon of a Foundation Sprint. The team evaluates each candidate approach from multiple perspectives, surfaces contradictions, and produces a top bet plus a backup plan. The Decider names both; without an explicit backup, invalidation of the top bet sends the team back to ambiguous debate.
Family contract: docs/reference/skill-families/foundation-sprint-skills-contract.md. This skill is a member of foundation-sprint-skills.
A single bundled artifact with six sections:
See references/TEMPLATE.md for the canonical structure and references/EXAMPLE.md for the Brainshelf example.
| Lens | What it asks | Why it matters |
|---|---|---|
| Customer | Which approach do target customers immediately understand and want? | If customers don't get it, nothing else matters |
| Pragmatic | Which approach can the team ship at quality in [build window]? | Beautiful approaches the team can't ship are not real options |
| Growth | Which approach gives the team a story strong enough to acquire users without paid channels? | Friction at the door tells you about word-of-mouth potential |
| Money | Which approach has the cleanest path to a paying customer? | Strategic clarity must include the revenue path |
| Custom (1+ required) | Team-specific lens that captures what would otherwise be missed | Each team has a unique constraint or opportunity worth a dedicated view |
Custom lens examples: defensibility against a specific competitor, founder excitement, mission fit, learning rate, regulatory risk, partner alignment, hiring leverage.
Facilitator restates the 4 classic lenses and confirms the 1 or more custom lenses the team prepared. If no custom lens is prepared, this skill prompts the team to generate one before proceeding (per ratified spec decision).
For each lens, plot each approach on a 2x2 of (high/low value on that lens) by (high/low feasibility for that lens). Use dot positions rather than numeric scores; arbitrary precision (3.7 vs 3.8) is a smell that the team has confused sense-making with math.
The team discusses each lens briefly before plotting. Decider does not vote in this step; the Decider supervotes at the end.
After all lenses are plotted, the team identifies:
The Decider names the top bet. The chosen approach should be:
The Decider names the backup. The backup is NOT a second-place approach to soothe whoever advocated for it; it is the approach the team will pivot to if the top bet fails validation. The backup MUST be distinct from the top bet in strategic direction.
If the top bet and backup are too similar, the Decider has not named a real backup. The skill prompts for a more distinct alternative.
The Decider authors one paragraph explaining why this top bet over this backup. The rationale will become the spine of the Founding Hypothesis's "why we believe this" section.
The Decider's job during Magic Lenses:
Prerequisites: tool-foundation-sprint-approach-options. The approach set is the load-bearing input.
The skill invokes tool-note-and-vote at least once (for the top bet supervote when scoring is ambiguous). Additional invocations may happen for the custom lens definition if the team has not pre-prepared one.
Next invocation: tool-foundation-sprint-founding-hypothesis at Day 2 end. The top bet, the backup, and the decision rationale flow directly into the Founding Hypothesis template.
This skill ends with a Decider Checkpoint in references/TEMPLATE.md. The Decider signs off on the top bet, the backup, and the decision rationale. Without sign-off, Founding Hypothesis cannot start cleanly.
© product-on-purpose, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (references) in skills/tool-foundation-sprint-magic-lenses of product-on-purpose/pm-skills.
Open the folder on GitHubat commit 1cef1a9
Tool Foundation Sprint Magic Lenses next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Tool Foundation Sprint Magic Lenses this skillproduct-on-purpose/pm-skills | 716 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 1 repos | ~8.1k | Automated safety check: Notes | MIT | |
| LLM Evaluationdavila7/claude-code-templates | 33k | 12 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Agent Evaluationsickn33/agentic-awesome-skills | 47k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Sprint Planphuryn/pm-skills | 27k | — | ~590 | Automated safety check: Pass | MIT | |
| EvaluatorsArize-ai/phoenix | 12k | — | ~1.7k | Automated safety check: Pass | Custom licence |
github/awesome-copilot
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and…
davila7/claude-code-templates
Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing.
sickn33/agentic-awesome-skills
Evaluate agent behavior with versioned cases and explicit verifiers.
phuryn/pm-skills
Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification.
Arize-ai/phoenix
Author or refine a Phoenix evaluator — code or LLM-as-a-judge — that scores a run's output.
sickn33/agentic-awesome-skills
A skill your agent uses when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and comparable.
product-on-purpose/pm-skills
Defines a testable hypothesis with clear success metrics and a validation approach.
product-on-purpose/pm-skills
Creates a Jobs to be Done canvas capturing the functional, emotional, and social dimensions of a customer job.
product-on-purpose/pm-skills
Creates an opportunity solution tree connecting a desired outcome to customer opportunities and candidate solutions, preventing solution-first jumps in continuous discovery.
product-on-purpose/pm-skills
Creates a clear problem framing document with user impact, business context, and success criteria.
product-on-purpose/pm-skills
Generates structured Given/When/Then acceptance criteria for a user story or feature slice, covering the happy path, key failure scenarios, and non-functional expectations in testable form.
product-on-purpose/pm-skills
Creates a cross-functional pre-launch checklist covering engineering, design, marketing, support, legal, and operations readiness, with owners, dates, and go/no-go criteria so nothing is missed…
Day 2 afternoon move of a Foundation Sprint. An agent skill from product-on-purpose/pm-skills. Tool Foundation Sprint Magic Lenses is an agent skill from product-on-purpose/pm-skills. Day 2 afternoon move of a Foundation Sprint.
Run `npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a claude-code`. Or copy the skill folder (skills/tool-foundation-sprint-magic-lenses in product-on-purpose/pm-skills) into .claude/skills/tool-foundation-sprint-magic-lenses in your project. Claude Code loads it when a task matches its description.
Run `npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a codex`. Or copy the skill folder (skills/tool-foundation-sprint-magic-lenses in product-on-purpose/pm-skills) into .agents/skills/tool-foundation-sprint-magic-lenses in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add product-on-purpose/pm-skills --skill tool-foundation-sprint-magic-lenses -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tool-foundation-sprint-magic-lenses, .gemini/skills/tool-foundation-sprint-magic-lenses, .github/skills/tool-foundation-sprint-magic-lenses and .opencode/skills/tool-foundation-sprint-magic-lenses in your project.
SKILL.md names no scripts, command-line tools or credentials: Tool Foundation Sprint Magic Lenses is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Tool Foundation Sprint Magic Lenses is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Tool Foundation Sprint Magic Lenses: Arize Evaluator (github/awesome-copilot, 40k stars), LLM Evaluation (davila7/claude-code-templates, 33k stars), Agent Evaluation (sickn33/agentic-awesome-skills, 47k stars) and Sprint Plan (phuryn/pm-skills, 27k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
product-on-purpose (a GitHub organization) maintains it in product-on-purpose/pm-skills, which has 716 GitHub stars. The repository holds 68 skills in this directory. The repository was last updated on October 8, 2026.
Source: product-on-purpose/pm-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.