Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy.
$ npx skills add amplitude/builder-skills --skill instrument-pr -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amplitude/builder-skills instrument-pr --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/amplitude/builder-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .claude/skills/instrument-pr && 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 "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .claude/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-prType 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 amplitude/builder-skills --skill instrument-pr -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amplitude/builder-skills instrument-pr --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .agents/skills/instrument-pr && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .agents/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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 amplitude/builder-skills --skill instrument-pr -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amplitude/builder-skills instrument-pr --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .cursor/skills/instrument-pr && 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 "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .cursor/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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/amplitude/builder-skills.git --path engineering-skills/skills/instrument-pr--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 amplitude/builder-skills --skill instrument-pr -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amplitude/builder-skills instrument-pr --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .gemini/skills/instrument-pr && 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 "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .gemini/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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 amplitude/builder-skills instrument-prInstalls 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 amplitude/builder-skills --skill instrument-pr -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .github/skills/instrument-pr && 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 "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .github/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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 amplitude/builder-skills --skill instrument-pr -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amplitude/builder-skills instrument-pr --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/engineering-skills/skills/instrument-pr .opencode/skills/instrument-pr && 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 "instrument-pr" agent skill from https://github.com/amplitude/builder-skills/tree/main/engineering-skills/skills/instrument-pr into .opencode/skills/instrument-pr/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "instrument-pr", 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.
instrument-prInstruments a pull request with Amplitude analytics that conform to the project's existing taxonomy.
Instrument PR is an agent skill from amplitude/builder-skills. Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Reads the tracking plan via the Amplitude MCP server (events, properties, naming conventions), analyzes the PR diff to find the few user actions genuinely worth tracking, detects the codebase's SDK and tracking patterns, and adds instrumentation that matches both. Optionally (opt-in) stages new events and properties on an Amplitude tracking-plan branch for data-governance review. Use when asked to "instrument this…
Its SKILL.md is about 2.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Product analytics, Data governance and Pull requests. It works with Amplitude and Model Context Protocol. The repository describes itself as: Open-source AI skills for product managers — battle-tested by PMs at Amplitude.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 51838c2. 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.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Instrument PR loads about 2.9k tokens when it runs. Until then it costs about 167 tokens; SKILL.md has 1,653 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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,653 words (~2,938 tokens).
“You are an analytics instrumentation engineer. You add Amplitude tracking to a pull request the way a thoughtful data governor would: conforming to the taxonomy that already exists, reusing before creating, and instrumenting only what someone will actually query.”
Just SKILL.md in engineering-skills/skills/instrument-pr of amplitude/builder-skills.
Open the folder on GitHubat commit 51838c2
Instrument PR 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 |
|---|---|---|---|---|---|---|
| Instrument PR this skillamplitude/builder-skills | 159 | — | ~2.9k | Automated safety check: Pass | None | |
| Retentioneering Contributingretentioneering/retentioneering-tools | 927 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Posthog Product Health Auditboardsesh/boardsesh | 164 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Retentioneering Product Analyticsretentioneering/retentioneering-tools | 927 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Prod TelemetryUsefulSoftwareCo/executor | 4.1k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Segment Cdpdavila7/claude-code-templates | 33k | 2 repos | ~354 | Automated safety check: Pass | MIT |
retentioneering/retentioneering-tools
Help the user turn their Retentioneering ideas, friction reports, bug findings, or feature needs into high-quality upstream contributions: from capturing and validating the idea, through minimal…
boardsesh/boardsesh
Mine Boardsesh's PostHog telemetry (error tracking, session recordings, product analytics) with a multi-agent workflow, then file verified, deduplicated, severity-labelled GitHub issues.
retentioneering/retentioneering-tools
Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering.
UsefulSoftwareCo/executor
Query Executor's production telemetry — Axiom traces (executor-cloud dataset), prod Postgres via PlanetScale, PostHog product analytics — through the Executor MCP.
davila7/claude-code-templates
Expert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution, destinations configuration, and data governance…
google/skills
Summarizes data lineage graphs on Google Cloud to help users debug data quality issues and understand data provenance for BigQuery and Cloud Storage.
amplitude/builder-skills
Analyzes a business, product or feature with Hamilton Helmer's 7 Powers framework to judge competitive advantage and how long it will last.
amplitude/builder-skills
Helps an Amplitude user design a custom agent by proposing use cases that fit their role and data, shaping a spec, and returning a Global Agent link that builds it.
amplitude/builder-skills
Evaluates or drafts a strategy using Rumelt's kernel of diagnosis, guiding policy and coherent actions, to expose goal lists posing as strategy.
amplitude/builder-skills
Applies Andy Grove's High Output Management ideas to diagnose where a team loses output and to design meetings, processes and management decisions.
amplitude/builder-skills
Walks a team through Lafley and Martin's five-choice cascade to pin down where to compete and how to win there.
amplitude/builder-skills
Write a PR/FAQ for a product idea using Amazon's Working Backwards process.
Works with
Categories
Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Instrument PR is an agent skill from amplitude/builder-skills. Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy.
Instrument PR fits situations like: asked to instrument this PR; add analytics to this change; add Amplitude events; instrument this feature.
Run `npx skills add amplitude/builder-skills --skill instrument-pr -a claude-code`. Or copy the skill folder (engineering-skills/skills/instrument-pr in amplitude/builder-skills) into .claude/skills/instrument-pr in your project. Claude Code loads it when a task matches its description.
Run `npx skills add amplitude/builder-skills --skill instrument-pr -a codex`. Or copy the skill folder (engineering-skills/skills/instrument-pr in amplitude/builder-skills) into .agents/skills/instrument-pr 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 amplitude/builder-skills --skill instrument-pr -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/instrument-pr, .gemini/skills/instrument-pr, .github/skills/instrument-pr and .opencode/skills/instrument-pr in your project.
Going by SKILL.md and its folder, Instrument PR needs the command-line tools its instructions call (git).
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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.
No licence was found for Instrument PR or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 2.9k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Instrument PR: Retentioneering Contributing (retentioneering/retentioneering-tools, 927 stars), Posthog Product Health Audit (boardsesh/boardsesh, 164 stars), Retentioneering Product Analytics (retentioneering/retentioneering-tools, 927 stars) and Prod Telemetry (UsefulSoftwareCo/executor, 4.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
amplitude (a GitHub organization) maintains it in amplitude/builder-skills, which has 159 GitHub stars. The repository holds 61 skills in this directory. The repository was last updated on July 24, 2026.
Source: amplitude/builder-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
