Automated summary
Launches or attaches to the Silo dev app and drives it through the dev automation RPC bridge to verify a change at runtime — running commands, evaluating the DOM, capturing screenshots, and creating/activating/deleting workspaces, terminals, and editors.
Strengths
- Enforces verifying inside a throwaway sandbox workspace, never the user's real workspaces or terminals.
- Batches the whole drive-and-capture sequence into a single Bash call to save model round-trips.
- Specifies the bridge contract precisely (X-Silo-Automation header, loopback host, JSON {op, args} body).
- Guards against attaching to a stale instance by checking process identity before trusting a pong.
Limitations
- Only works against dev builds serving on 127.0.0.1:7878, not production builds.
- Does not judge outcomes: it drives and captures, while the verify skill renders the verdict.
- Tied tightly to the Silo repo; the first launch recompiles Rust and can be slow.
Use it when verifying a change by running the real Silo app and observing its pixels and DOM.
Avoid it when unit or integration tests can prove the behavior without launching the heavy desktop app.
Security analysis
CautionThe skill uses powerful local tools (Bash, curl, background process launch, localhost RPC) for a legitimate GUI verification workflow. It explicitly mandates sandbox workspaces and includes safeguards against touching user state, but the automation bridge itself can perform impactful app operations, so it warrants caution rather than safe.
- •Drives a dev-only local automation RPC bridge that can execute app commands, create/delete workspaces, and manipulate terminals/editors.
- •Launches a background development process (pnpm dev) and interacts with localhost network service.
- •Uses Python to decode base64 screenshot data from the bridge response.
- •Potential risk if the agent attaches to an existing dev instance not under its control; skill includes a process identity check but relies on the agent following it.
Examples
Launch the Silo dev app and open a terminal in a sandbox workspace, run `echo hello`, then take a screenshot so I can confirm the output renders correctly.In a throwaway workspace created from a temp dir, test deleting a workspace and capture before/after screenshots, then clean it up.Evaluate the DOM of the open editor to check that the tab title matches the loaded file, and return a screenshot as evidence.name: verifier-gui
description: Launch (or attach to) the Silo dev app and drive it for runtime verification through the dev automation RPC bridge — exec commands, eval DOM, capture screenshots, and create/activate/delete workspaces, terminals, editors. This is the repo's GUI evidence-capture handle for the verify skill. Use when verifying a change by running the real app and observing it. Always works inside a throwaway sandbox workspace, never the user's real workspaces.
tools: Bash, Read
Silo GUI Verifier
The handle the verify skill looks for: how to get the running Silo app under
control and capture evidence from it. Silo is a Tauri desktop app; its surface is
pixels + a dev-only RPC bridge. This skill drives that bridge.
It does not judge. It launches, drives, captures. The verdict is verify's.
Golden rule 1: verify in a sandbox workspace, never the user's
The app may be the user's live session with real workspaces and terminals. Do
all verification in a workspace you create from a temp dir, and delete it when
done. Never openTerminal/deleteWorkspace/openFile against an existing
workspace — you'd pollute or destroy real state. Create → activate → verify →
delete. This also makes destructive paths (workspace delete, session kill) safe
to exercise.
Golden rule 2: one turn, not one op per turn
The wall-clock cost here is agent turns, not the RPC bridge — each bridge call
is ~milliseconds on localhost, but every separate Bash tool call is a full model
round-trip (seconds). So issue a whole drive + capture sequence as a single
Bash call. The silo() helper is just curl; bash variables (WS_ID,
WS_DIR) persist within one invocation, so create → activate → drive →
screenshot → decode all belong in one block (see §2). A 6-step flow then costs
2 turns, not 7.
Only split into a separate turn when you genuinely must:
- The final
Read /tmp/silo.png—Readis its own tool, so capture-in-one-turn then read-in-the-next is the floor (2 turns). - Branching on an observed result — if the next op depends on what you saw (a count, a tab list, a pass/fail), end the block, read the output, then decide. A fixed setup sequence has no such dependency — never split it.
Echo any state you'll need next turn (e.g. echo "WS_ID=$WS_ID") — bash vars die
at the end of the Bash call.
1. Get the app up (attach or launch)
The bridge listens on 127.0.0.1:7878 (dev builds only — app:dev is built
--features automation). Define the request helper first — the contract is
strict: header X-Silo-Automation: 1 and a loopback Host, POST /, body
{"op", "args"}.
silo(){ curl -s -m30 -X POST http://127.0.0.1:7878/ \
-H 'X-Silo-Automation: 1' -H 'Content-Type: application/json' \
--data "$1"; }
Attach if it's already running, else launch:
if [ "$(silo '{"op":"ping"}')" = '{"ok":true,"result":"pong"}' ]; then
echo "attached to running dev app"
else
pnpm dev >/tmp/silo-appdev.log 2>&1 & # first run compiles Rust — slow
for i in $(seq 1 120); do # poll up to ~4 min
sleep 2
[ "$(silo '{"op":"ping"}' 2>/dev/null)" = '{"ok":true,"result":"pong"}' ] && break
done
fi
app:dev runs under the isolated "Silo Dev" identity (separate app data), so
launching never touches the user's real Silo install — but if you attached to
an already-running instance, the sandbox rule above still applies.
If you attached (ping succeeded on the first try), verify it's actually serving
your code before doing anything else. A pong only proves some dev app is
listening on 7878 — it can just as easily be a stale instance from a different
checkout, a different branch, or a session someone else started hours ago, with
none of the changes you're here to verify. Confirm the process identity, not just
liveness:
ps aux | grep "target/debug/silo\b" | grep -v grep
# expect the binary path to start with YOUR working directory, e.g.:
# /path/to/your/repo/apps/desktop/src-tauri/target/debug/silo
# a path pointing anywhere else means you're about to verify the wrong code —
# stop and either ask the user to close it or launch your own (a port conflict
# will make that obvious rather than silently reusing the wrong instance)
This check is cheap (one ps) against the cost of it going wrong: driving and
debugging against the wrong checkout produces confident-looking PASS/FAIL results
for code you didn't touch, and any oddity you hit sends you chasing a phantom bug
in your own change instead of noticing the mismatch.
2. Drive & capture — one block, one turn
Per golden rule 2, do the whole sandbox setup, drive steps, and screenshot in a
single Bash call. Bash variables persist within the invocation, so the
workspace id flows from one op to the next with no agent round-trip. End the block
with the screenshot + decode; the only follow-up turn is Read /tmp/silo.png.
# ── ONE Bash call = ONE turn ──────────────────────────────────────────────
WS_DIR=$(mktemp -d /tmp/silo-verify.XXXXXX)
WS_ID=$(silo "{\"op\":\"openWorkspace\",\"args\":{\"folder\":\"$WS_DIR\",\"name\":\"verify-sandbox\"}}" \
| python3 -c 'import json,sys; print(json.load(sys.stdin)["result"]["id"])')
silo "{\"op\":\"activateWorkspace\",\"args\":{\"id\":\"$WS_ID\"}}"
# ── drive steps (add as many as the check needs) ──
silo '{"op":"exec","args":{"command":"core.newTerminal"}}'
# silo "{\"op\":\"openFile\",\"args\":{\"path\":\"$WS_DIR/README.md\"}}"
# silo '{"op":"eval","args":{"expr":"document.querySelectorAll(\".xterm\").length"}}'
# ── capture as the LAST step in the same block ──
silo '{"op":"screenshot"}' > /tmp/shot.json
python3 -c "import json,base64;d=json.load(open('/tmp/shot.json'));r=d['result'];open('/tmp/silo.png','wb').write(base64.b64decode(r['png_base64']));print('shot',r['width'],r['height'])"
echo "WS_ID=$WS_ID" # surface state needed for next-turn cleanup
Next turn: Read /tmp/silo.png. The capture can be slow (a few seconds),
especially the first call — keep the timeout ≥30s and retry once if it returns
empty. No OS permission setup is required.
A single-folder workspace also means core.newTerminal won't pop the folder
picker (which automation can't click) — it resolves the lone folder directly.
Reading evidence without a screenshot — for structure/counts, an inline eval
in the same block is cheaper than a picture: document.querySelectorAll('.xterm').length
(terminal count), [...document.querySelectorAll('.dv-tab')].map(t=>t.textContent)
(open tabs), document.body.innerText.includes('Session ended') (spawn failure).
WebGL caveat: terminals render to a canvas (WebGL addon) — .xterm has
no DOM text, so to read what a shell printed you need a screenshot, not
textContent.
Op catalog
exec runs a registered command (the real ctx path); eval runs JS in the
webview global scope (note: app modules like store are not in scope — use
the dedicated ops for state). The full, authoritative list is the switch (op)
in apps/desktop/src/automation/bridge.ts — read it when in doubt; this table
mirrors it. eval is the escape hatch, but for Monaco state prefer the dedicated
editor ops below — monaco is not a page global, so eval can't reach it.
Core / liveness
| Op | Args | Returns / use |
| ------------ | --------- | ------------------------------------------------------ |
| ping | — | pong — liveness |
| exec | command | run a command id (menu/keybinding dispatch) → {ran} |
| eval | expr | evaluate JS in the page; awaits a returned promise |
| screenshot | — | host-side window capture → {png_base64,width,height} |
Workspaces / panels (sandbox only — never point at real workspaces)
| Op | Args | Returns / use |
| ------------------- | ---------------------------- | ----------------------------------------------- |
| listWorkspaces | — | {active, workspaces[{id,name,folder}]} |
| openWorkspace | folder,name | create + activate (use a temp dir) → {id} |
| activateWorkspace | id | switch active → {active} |
| deleteWorkspace | id | reap terminals + remove → {deleted,active} |
| splitActivePanel | position? (l/r/top/bottom) | split center group → {groups} |
| activatePanel | panelId | focus a dock panel → {activated} |
| showSidePanel | id | expand slot + activate its tab → {shown,slot} |
Editors / terminals
| Op | Args | Returns / use |
| --------------- | --------------------------------------- | --------------------------------------------------------------------------- |
| openFile | path | open an editor tab → {editorId,panelId} |
| openDiff | path,providerId,args?,title?,preview? | open a diff tab via a content provider → {diffId,panelId} |
| listEditors | workspaceId? | {previewEditorId, editors[{id,filePath,title,isPreview,mode,providerId}]} |
| openTerminal | cwd? | ctx.terminals.create → {terminalId,panelId} |
| listTerminals | workspaceId? | {terminals[{id,title,sessionId,kind}]} |
Monaco introspection / drive (authoritative — straight from Monaco's registry; uri matches by substring of the model URI)
| Op | Args | Returns / use |
| ---------------- | ----------- | -------------------------------------------------------------------------------------------------------------------------------------- |
| monacoEditors | — | live editors [{uri,hasTextFocus,valueLength,valueTail}] |
| editorsDetail | — | per-editor focus + container-visibility ground truth (focus-handoff debugging) |
| focusLog | clear? | Monaco focus-event timeline ({clear:true} resets it) |
| editorContent | uri | read a model's current text → {uri,value} | null |
| editorOptions | uri | resolved Monaco config (font/tab/wrap/minimap/readOnly/…) for that editor |
| setEditorValue | uri,value | model.setValue → fires onChange, i.e. the real edit→dirty→save/backup path, no OS focus needed → {uri,valueLength} | null |
Output logs (read what the app or extensions have logged)
| Op | Args | Returns / use |
| ------------ | ------------------------------------------- | ------------------------------------------------------------------------------------------------------- |
| outputLogs | channel?,level?,search?,limit? (all opt.) | {channel,displayName,totalCount,entries[{timestamp,level,message,data?}],channels[{key,displayName}]} |
channeldefaults to the first registered channel. Discover all channels via thechannelsfield in any response.level:"debug"/"info"/"warn"/"error"/"all"(default"all").search: case-insensitive substring onmessage.limit: most-recent N entries (default 200; ring buffer holds 5 000 per channel).
# All recent logs (first channel, up to 200)
silo '{"op":"outputLogs"}'
# Errors only from notifications channel
silo '{"op":"outputLogs","args":{"channel":"silo:notifications","level":"error","limit":50}}'
Theme / process / introspection
| Op | Args | Returns / use |
| --------------- | -------------------- | ---------------------------------------------------------------- |
| themeState | — | {activeId, presets[], customThemes[]} |
| setTheme | id | switch active theme → {activeId} |
| processExec | command,args?,cwd? | one-shot ctx.process.exec → {stdout,stderr,code} |
| contextKeys | — | host context-keys snapshot (activeEditorId/activeViewerId/…) |
| activeElement | — | describe what holds DOM focus |
To dirty an editor without keyboard focus (e.g. verifying save / dirty
indicator / hot-exit backups): openFile, then setEditorValue with the file's
basename as uri and new value — this drives the real onChange. Read it back
with editorContent, or screenshot for the dirty dot.
The typed client src/automation/client.ts (SiloAutomation) wraps these if you
prefer TS over curl.
3. Clean up (always)
silo "{\"op\":\"deleteWorkspace\",\"args\":{\"id\":\"$WS_ID\"}}" # reaps its terminals/panels
rm -rf "$WS_DIR"
If you launched the app yourself, you may leave it running (next verify attaches)
or kill the backgrounded pnpm dev — but never kill an instance you
attached to (it's the user's).
Gotchas (learned the hard way)
- Header quoting:
-H 'X-Silo-Automation: 1'— an unquoted/space-mangled header gets a403 {"error":"forbidden"}. execvsopenTerminal:exec("core.newTerminal")drives the realctx.terminals.createpath; theopenTerminalop is a lower-level test setup that calls record APIs directly — preferexecwhen verifying thectxpath.- Focus-sensitive checks (asserting a
<textarea>isdocument.activeElement) only pass while the window is frontmost; an agent session can't hold focus, so gate them onSiloAutomation.foreground()and SKIP otherwise — don't FAIL. - Code freshness: confirm the running app is the code under test, not just that
a dev app answers
ping— see the identity check in §1. An attached instance can be a different checkout entirely (wrong repo clone, wrong branch), not just stale HMR. evalhas a hard 5-second reply timeout independent of curl's-m. The bridge's Rust side (REPLY_TIMEOUTinautomation.rs) gives up waiting on the webview after 5s and returns{"ok":false,"error":"timed out waiting for webview reply"}— but the JS keeps running in the page regardless, since nothing on the page side knows the host stopped listening. A driver script that doesawait sleep(15000)internally will report a timeout error to you while still fully executing moments later — actions you think failed actually land, which is deeply confusing to debug from the outside. Never put multi-second waits inside anevalpayload. Instead: fire one fast action (a.click()returns essentially instantly),sleepin bash between calls, then a second fastevalto read the result:This also composes with golden rule 2 — each fire/sleep/read trio is still cheapsilo '{"op":"eval","args":{"expr":"document.querySelector(\"button\").click(); \"clicked\""}}' sleep 2 # bash sleep, not JS sleep — the RPC call itself stays fast silo '{"op":"eval","args":{"expr":"document.querySelector(\".result\").textContent"}}'curlcalls inside oneBashblock, just no longer racing the 5s limit.
From the file to a first result
The download contains exactly the content displayed on this page. This copy may differ from the latest version in the source repository.
View the source and supporting filesThis download contains SKILL.md only. Any scripts, references, templates and dependencies are not included. Get the required files from the source, preserving their directory structure, before continuing.
1. Download the file
Download SKILL.mdFrom the root of a test project, save the file as .skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.
Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.
mkdir -p '.skill-downloads/silo-gui-verifier-mrzxurhr' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/silo-gui-verifier-mrzxurhr/download' --output '.skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md.part' && mv '.skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md.part' '.skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md'2. Check prerequisites
Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.
No recognized prerequisites section in this file. This does not mean it is self-contained: libraries, tools and access requirements may be mentioned elsewhere in the content or source repository.
The platforms on this page are catalog indications. The paths below follow tool documentation; they do not prove this skill has been run in those tools. No minimum tool version is confirmed for this listing.
3. Load the skill
After inspection, copy the complete folder into your project using one of the commands below, then open a new tool session. The command stops if a folder with the same name already exists: compare the files before replacing it.
Claude Code
test -f '.skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md' && test -s '.skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/verifier-gui' && cp -R '.skill-downloads/silo-gui-verifier-mrzxurhr' '.claude/skills/verifier-gui'OpenSkills
OpenSkills must already be installed. The local install/read procedure is checked with OpenSkills 1.5.0, which requires Node.js ≥ 20.6.0. Catalog slugs are not resolved automatically.
Official OpenSkills installationopenskills install './.skill-downloads/silo-gui-verifier-mrzxurhr'openskills read 'silo-gui-verifier-mrzxurhr'Reading should display the installed file content and its base directory. It does not run the skill or install its dependencies.
For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.
openskills syncManual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.
4. Try a first task
Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:
Read .skill-downloads/silo-gui-verifier-mrzxurhr/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.
ClickHouse Performance Comparison
Testing
Evaluate ClickHouse performance test results, check PR performance changes, compare with history, and assess whether a result is actionable.
Analyze CI Performance Reports
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Analyze CI performance comparison reports for a ClickHouse PR. Cross-references master history to distinguish real regressions from flaky tests.
Santa Method
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Multi-agent adversarial verification with two independent reviewers. Output is checked twice and iteratively fixed until both pass before shipping.