Monitor CI
nrwl/nx
Monitor Nx Cloud CI pipeline and handle self-healing fixes. An agent skill from nrwl/nx.
Conventions for the analyses snapshot testing framework in analyses-snapshot-testing/.
$ npx skills add Opentrons/opentrons --skill analyses-snapshot-testing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Opentrons/opentrons analyses-snapshot-testing --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/Opentrons/opentrons.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .claude/skills/analyses-snapshot-testing && 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 "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .claude/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testingType 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 Opentrons/opentrons --skill analyses-snapshot-testing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Opentrons/opentrons analyses-snapshot-testing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Opentrons/opentrons.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .agents/skills/analyses-snapshot-testing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .agents/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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 Opentrons/opentrons --skill analyses-snapshot-testing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Opentrons/opentrons analyses-snapshot-testing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Opentrons/opentrons.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .cursor/skills/analyses-snapshot-testing && 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 "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .cursor/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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/Opentrons/opentrons.git --path .cursor/skills/analyses-snapshot-testing--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 Opentrons/opentrons --skill analyses-snapshot-testing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Opentrons/opentrons analyses-snapshot-testing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Opentrons/opentrons.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .gemini/skills/analyses-snapshot-testing && 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 "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .gemini/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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 Opentrons/opentrons analyses-snapshot-testingInstalls 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 Opentrons/opentrons --skill analyses-snapshot-testing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Opentrons/opentrons.git skills-src && mkdir -p .github/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .github/skills/analyses-snapshot-testing && 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 "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .github/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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 Opentrons/opentrons --skill analyses-snapshot-testing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Opentrons/opentrons analyses-snapshot-testing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Opentrons/opentrons.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.cursor/skills/analyses-snapshot-testing .opencode/skills/analyses-snapshot-testing && 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 "analyses-snapshot-testing" agent skill from https://github.com/Opentrons/opentrons/tree/edge/.cursor/skills/analyses-snapshot-testing into .opencode/skills/analyses-snapshot-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyses-snapshot-testing", 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.
analyses-snapshot-testingConventions for the analyses snapshot testing framework in analyses-snapshot-testing/.
Analyses Snapshot Testing is an agent skill from Opentrons/opentrons. Conventions for the analyses snapshot testing framework in analyses-snapshot-testing/. Use when working with protocol analysis snapshots, adding protocols, updating snapshots, or running snapshot tests.
Its SKILL.md is about 1.7k 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 DevOps & Cloud. The repository describes itself as: Software for writing protocols and running them on the Opentrons Flex and Opentrons OT-2. The licence is Apache-2.0.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit a14fef9. 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:
makeuvFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use uv, 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.
Analyses Snapshot Testing loads about 1.7k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 522 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 Opentrons/opentrons at commit a14fef9, republished under its Apache-2.0 licence (© Opentrons). 522 words, ~1,681 tokens.
.claude/skills/analyses-snapshot-testing/SKILL.md (or your agent's skills folder).The analyses-snapshot-testing directory validates that protocol analysis output remains consistent across code changes by comparing JSON results against committed snapshots.
This repository is Flex-only. All protocols must target Flex (or OT-3) robots.
A standalone OT-2 compatibility test (tests/test_ot2_compatibility.py) runs via make ot2-compatibility-test. It uses a fixture protocol in tests/fixtures/ and is not part of chunk generation, protocols.py, or syrupy snapshots. CI runs it in analyses-snapshot-test.yaml (not the lint workflow).
files/protocols/) — testing protocols organized by source (standard, Protocol Designer exports, Protocol Library imports, generators)automation/analyze.py) — runs protocol analysis in subprocess, 120-second timeout, JSON outputtests/__snapshots__/) — committed JSON snapshots managed by syrupy with custom JSON extensiontests/) — analyses_snapshot_test.py (main), audit_snapshot_test.py (audit), custom_json_snapshot_extension.py (serialization)automation/audit_snapshots.py) — validates snapshots: Flex_S protocols must have zero errors; Flex_X and other failure-case protocols are expected to have errorsautomation/data/) — protocols.py (auto-generated), protocols_with_overrides.py (manual), protocol_registry.py (combined)citools/, .github/workflows/) — matrix-based parallel execution via Docker{Robot}_{Status}_{Version}_{Source}_{Pipettes}_{Modules}_{Overrides}\_{Description}FlexS (Success) or X (Failure expected)v2_19) or PD (Protocol Designer)PL_ (Protocol Library) or MPL_ (Manual Protocol Library)P1000M_P50MGRIP, HS, MM, MB, TC, TMOverrides if protocol has parameter overridesExample: Flex_S_v2_19_P1000M_GRIP_HS_TM_MB_KAPALibraryQuant.py
files/protocols/ following naming conventionmake prep (auto-updates automation/data/protocols.py, displays snapshot command)make snapshot-test-update PROTOCOL_NAMES=YourProtocolName OVERRIDE_PROTOCOL_NAMES=noneprotocols.pyfiles/protocols/generators/automation/data/protocols_with_overrides.pymake snapshot-test-update PROTOCOL_NAMES=none OVERRIDE_PROTOCOL_NAMES=YourOverrideProtocolmake snapshot-test-update # All
make snapshot-test-update PROTOCOL_NAMES="P1,P2" OVERRIDE_PROTOCOL_NAMES=none # Specificmake snapshot-test # All (reduced verbosity)
make snapshot-test PROTOCOL_NAMES=Flex_S_v2_19_Example OVERRIDE_PROTOCOL_NAMES=none # Specific
uv run python -m pytest -k analyses_snapshot_test -vv --tb=short # Verbose debuggingapi/, shared-data/)automation/data/protocols.py)make preptests/custom_json_snapshot_extension.py)replacement_patternsid_keys_to_replacePrerequisites: Python 3.12, uv, Node.js/pnpm (for prettier)
cd analyses-snapshot-testing
make setup # Creates uv venv and installs dependenciesThe setup script (bootstrap_uv_env.py) installs api and shared-data as editable packages so analysis uses local code. It creates a Python 3.12 venv by default (UV_PY=3.12).
# Setup
make setup # Initial environment setup
make teardown # Remove virtual environment
# Testing
make snapshot-test # Run all snapshot tests
make snapshot-test-update # Update all snapshots
make snapshot-audit-test # Validate snapshot audit metadata
make ot2-compatibility-test # Standalone OT-2 rejection test (not in snapshot battery)
make snapshot-validation # snapshot-audit-test + ot2-compatibility-test
# Protocol Management
make prep # Regenerate protocol registry
make generate-protocols # Generate override protocols
# Formatting
make format # Format Python + Markdown
make ruff # Format and lint Python
# CI Simulation
make gen-chunks # Generate protocol chunks
make analyze-chunk CHUNK=chunk_0.json # Analyze specific chunkWorkflow (analyses-snapshot-test.yaml) triggers on:
api/, shared-data/, or this directoryPR label gen-analyses-snapshot-pr auto-opens a PR with updated snapshots on failure.
make snapshot-test-update PROTOCOL_NAMES=...), fix code if notmake prep, verify file exists and follows naming conventionautomation/analyze.pymake setup, ensure uv is installed and Python 3.12 is available© Opentrons, 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
Just SKILL.md in .cursor/skills/analyses-snapshot-testing of Opentrons/opentrons.
Open the folder on GitHubat commit a14fef9
Analyses Snapshot Testing 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 |
|---|---|---|---|---|---|---|
| Analyses Snapshot Testing this skillOpentrons/opentrons | 521 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Monitor CInrwl/nx | 29k | 6 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Terraform and OpenTofu Guideagentscope-ai/QwenPaw | 35k | 6 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 9 repos | ~4.3k | Automated safety check: Pass | None | |
| Openclaw Live Updateropenclaw/openclaw | 392k | — | ~3.7k | Automated safety check: Pass | MIT | |
| Analyze GitHub Action Logswithastro/astro | 63k | 1 repos | ~1.3k | Automated safety check: Pass | Custom licence |
nrwl/nx
Monitor Nx Cloud CI pipeline and handle self-healing fixes. An agent skill from nrwl/nx.
agentscope-ai/QwenPaw
Guidance for writing and testing Terraform and OpenTofu code: module structure, naming, test approaches, CI/CD workflows, state handling and security scanning.
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
openclaw/openclaw
Maintain the canonical live OpenClaw main checkout, macOS LaunchAgent-managed Gateway, local macOS app, exact-head main CI, and recurring full release validation.
withastro/astro
Analyze recent GitHub Actions workflow runs to identify patterns, mistakes, and improvements.
kubesphere/kubesphere
Creates and queries KubeSphere users, workspaces and projects and assigns built-in roles, defaulting to least privilege and never deleting anything.
Opentrons/opentrons
Conventions for the opentrons-ai-client React/TypeScript frontend — project structure, API integration, state management (Jotai), feature flags, types, and testing.
Opentrons/opentrons
Conventions for the opentrons-ai-server FastAPI service — project structure, uv dependency management, settings, testing, Docker, and deployment.
Opentrons/opentrons
CSS Modules conventions, Stylelint rules, design tokens (spacing, colors, typography, border-radius), and patterns for the Opentrons monorepo.
Opentrons/opentrons
Authoring and styling guidelines for the Opentrons /docs MkDocs project.
Opentrons/opentrons
E2E testing conventions for Protocol Designer and Labware Library using Playwright + pytest in e2e-testing/.
Opentrons/opentrons
Vite demo and Playwright + Applitools tests for packed @opentrons JS packages in js-package-testing/.
Categories
Conventions for the analyses snapshot testing framework in analyses-snapshot-testing/. Analyses Snapshot Testing is an agent skill from Opentrons/opentrons. Conventions for the analyses snapshot testing framework in analyses-snapshot-testing/.
Analyses Snapshot Testing fits situations like: working with protocol analysis snapshots; adding protocols; updating snapshots; running snapshot tests.
Run `npx skills add Opentrons/opentrons --skill analyses-snapshot-testing -a claude-code`. Or copy the skill folder (.cursor/skills/analyses-snapshot-testing in Opentrons/opentrons) into .claude/skills/analyses-snapshot-testing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Opentrons/opentrons --skill analyses-snapshot-testing -a codex`. Or copy the skill folder (.cursor/skills/analyses-snapshot-testing in Opentrons/opentrons) into .agents/skills/analyses-snapshot-testing 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 Opentrons/opentrons --skill analyses-snapshot-testing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyses-snapshot-testing, .gemini/skills/analyses-snapshot-testing, .github/skills/analyses-snapshot-testing and .opencode/skills/analyses-snapshot-testing in your project.
Going by SKILL.md and its folder, Analyses Snapshot Testing needs the command-line tools its instructions call (make and uv). Our summary lists: Python 3; Node.js; Docker.
SKILL.md contains no URLs. Its commands use uv, 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.
Analyses Snapshot Testing is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.7k 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 Analyses Snapshot Testing: Monitor CI (nrwl/nx, 29k stars), Terraform and OpenTofu Guide (agentscope-ai/QwenPaw, 35k stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Openclaw Live Updater (openclaw/openclaw, 392k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Opentrons (a GitHub organization) maintains it in Opentrons/opentrons, which has 521 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 7, 2026.
Source: Opentrons/opentrons on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.