Visual Regression
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing CI coverage, automated checks, or test strategy related to Use visual regression testing.
Sign, verify, and track fix-marker regressions over time using a deterministic Ed25519 witness manifest.
$ npx skills add ruvnet/ruflo --skill witness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo witness --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/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .claude/skills/witness && 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 "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .claude/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witnessType 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 ruvnet/ruflo --skill witness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo witness --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .agents/skills/witness && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .agents/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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 ruvnet/ruflo --skill witness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo witness --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .cursor/skills/witness && 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 "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .cursor/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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/ruvnet/ruflo.git --path plugins/ruflo-core/skills/witness--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 ruvnet/ruflo --skill witness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo witness --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .gemini/skills/witness && 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 "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .gemini/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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 ruvnet/ruflo witnessInstalls 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 ruvnet/ruflo --skill witness -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .github/skills/witness && 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 "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .github/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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 ruvnet/ruflo --skill witness -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo witness --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-core/skills/witness .opencode/skills/witness && 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 "witness" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-core/skills/witness into .opencode/skills/witness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "witness", 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.
witnessSign, verify, and track fix-marker regressions over time using a deterministic Ed25519 witness manifest.
Witness is an agent skill from ruvnet/ruflo. Sign, verify, and track fix-marker regressions over time using a deterministic Ed25519 witness manifest. Works in any project — clone the toolkit, run init, register fixes, regen on each release.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6c04654. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(node *)ReadWriteEditFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
nodenpmFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm, 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.
Witness loads about 1.2k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 338 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 ruvnet/ruflo at commit 6c04654, republished under its MIT licence (© ruvnet). 338 words, ~1,210 tokens.
.claude/skills/witness/SKILL.md (or your agent's skills folder).The witness toolkit lets you ship every release with a signed manifest that lists every documented fix in your codebase along with a sha256 + marker substring. Anyone with the same git commit can re-derive the public key and verify the signature without a committed private key.
A temporal history (JSONL) tracks how the fix population evolves across releases — so when a regression appears, you can pinpoint the commit that introduced it, not just "it's broken now."
This skill works two ways:
.github/workflows/v3-ci.yml job witness-verify).plugins/ruflo-core/scripts/witness/
into your repo, run init.mjs, register your fixes in
witness-fixes.json, and call regen.mjs from your release pipeline.# One-time bootstrap — creates verification.md.json,
# verification-history.jsonl, and witness-fixes.json template
node plugins/ruflo-core/scripts/witness/init.mjs --root .
# Edit witness-fixes.json: add { id, desc, file, marker } per fix.
# A "marker" is a distinctive substring that MUST appear in `file`
# while the fix is present. If someone reverts the fix, the marker
# disappears and `verify` reports it as `regressed`.
# Regenerate the manifest (signing requires @noble/ed25519)
npm i @noble/ed25519
node plugins/ruflo-core/scripts/witness/regen.mjs \
--manifest verification.md.json \
--history verification-history.jsonl \
--fixes witness-fixes.json
# Verify markers are present in the live tree
node plugins/ruflo-core/scripts/witness/verify.mjs \
--manifest verification.md.json
# Or authenticate the manifest and check source markers in a clean clone.
# Generated dist/ entries are explicitly reported as skipped.
node plugins/ruflo-core/scripts/witness/verify.mjs \
--manifest verification.md.json --source-only
# For a CI hash tripwire, also fail when a file changes but its marker remains.
node plugins/ruflo-core/scripts/witness/verify.mjs \
--manifest verification.md.json --source-only --strictWithout --strict, marker-preserving SHA drift is reported but exits 0.
--strict makes that drift exit 1 without changing signature or missing-file checks.
# Latest snapshot vs. previous
node plugins/ruflo-core/scripts/witness/history.mjs \
--history verification-history.jsonl summary
# For each currently-regressed fix, find the commit that introduced it
node plugins/ruflo-core/scripts/witness/history.mjs \
--history verification-history.jsonl regressions
# Status timeline for a specific fix
node plugins/ruflo-core/scripts/witness/history.mjs \
--history verification-history.jsonl timeline --id F1
# Machine-readable for CI
node plugins/ruflo-core/scripts/witness/history.mjs \
--history verification-history.jsonl summary --jsonsummary exits non-zero if any fix newly regressed since the last
snapshot — drop it in CI as a soft pre-merge gate.
verification.md.json — always regenerate via regen.mjs,
otherwise the signature breaks.'function', 'import') — pick something
unique enough that grep doesn't false-positive against unrelated code.--history, you lose the
ability to bisect when a regression was introduced.verification.md.json and
verification-history.jsonl belong in the same commit; the JSONL is
what lets future you verify the signed manifest is the latest in the line.scripts/witness/lib.mjs — shared regenerate / history logic.scripts/witness/regen.mjs — CLI: sign + append history.scripts/witness/history.mjs — CLI: query the temporal log.scripts/witness/init.mjs — CLI: bootstrap into a fresh project.scripts/witness/verify.mjs — CLI: validate signature + markers.v3-ci.yml job witness-verify runs after the behavioral smoke tests
and before publish. Failure modes:
| Failure | Cause |
|---|---|
signatureValid: no | manifest hand-edited; re-run regen |
regressed: > 0 | a documented fix lost its marker since issuance |
missing: > 0 | a cited dist file no longer exists; rebuild or remove the entry |
scope: source-only | signature + source markers checked; generated entries intentionally skipped |
© ruvnet, MIT. 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 plugins/ruflo-core/skills/witness of ruvnet/ruflo.
Open the folder on GitHubat commit 6c04654
Witness 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 |
|---|---|---|---|---|---|---|
| Witness this skillruvnet/ruflo | 74k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Visual Regressionthedaviddias/Front-End-Checklist | 74k | — | ~493 | Automated safety check: Pass | MIT | |
| Document Signingasgeirtj/system_prompts_leaks | 69k | — | ~1.5k | Automated safety check: Pass | CC0-1.0 | |
| AI Regression Testingaffaan-m/ECC | 277k | 5 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Dropbox Sign AutomationComposioHQ/awesome-claude-skills | 77k | 3 repos | ~749 | Automated safety check: Pass | None | |
| Wit AI AutomationComposioHQ/awesome-claude-skills | 77k | 3 repos | ~727 | Automated safety check: Pass | None |
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing CI coverage, automated checks, or test strategy related to Use visual regression testing.
asgeirtj/system_prompts_leaks
Review documents for signature or prepare a signing packet; verify fields and recipients while keeping sending and signing under explicit user authorization.
affaan-m/ECC
Regression testing strategies for AI-assisted development. An agent skill from affaan-m/ECC.
ComposioHQ/awesome-claude-skills
Automate Dropbox Sign tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
ComposioHQ/awesome-claude-skills
Automate Wit AI tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
mukul975/Anthropic-Cybersecurity-Skills
Implements code signing for build artifacts (binaries, packages, containers) using GPG, Sigstore, and platform-specific signing tools, establishing trust chains and verifying signatures in…
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Finds models on the Hugging Face router that lack descriptions in chat-ui's prod.yaml and dev.yaml, researches each one and adds short descriptions.
Sign, verify, and track fix-marker regressions over time using a deterministic Ed25519 witness manifest. Witness is an agent skill from ruvnet/ruflo. Sign, verify, and track fix-marker regressions over time using a deterministic Ed25519 witness manifest.
Run `npx skills add ruvnet/ruflo --skill witness -a claude-code`. Or copy the skill folder (plugins/ruflo-core/skills/witness in ruvnet/ruflo) into .claude/skills/witness in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill witness -a codex`. Or copy the skill folder (plugins/ruflo-core/skills/witness in ruvnet/ruflo) into .agents/skills/witness 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 ruvnet/ruflo --skill witness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/witness, .gemini/skills/witness, .github/skills/witness and .opencode/skills/witness in your project.
Going by SKILL.md and its folder, Witness needs the command-line tools its instructions call (node and npm). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash(node *), Read, Write, Edit.
SKILL.md contains no URLs. Its commands use npm, 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.
Witness is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k 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 Witness: Visual Regression (thedaviddias/Front-End-Checklist, 74k stars), Document Signing (asgeirtj/system_prompts_leaks, 69k stars), AI Regression Testing (affaan-m/ECC, 277k stars) and Dropbox Sign Automation (ComposioHQ/awesome-claude-skills, 77k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,222 GitHub stars. The repository holds 265 skills in this directory. The repository was last updated on October 10, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.