Safety architecture

Your agent can execute without giving Vixqo the keys.

Vixqo is designed to operate inside the controls your team already trusts. Your coding agent can pull Vixqo plans directly through MCP while repository access stays in your environment. Vixqo Autopilot remains optional. Every action stays scoped, risk-classified, reviewable and measurable.

No Vixqo write access requiredBring your own AI agentReviewable diffsProduction verificationKeep · Revise · Revert
The execution path

From evidence to production without skipping the controls.

Vixqo's loop separates finding an opportunity, deciding what is safe, shipping the exact change, verifying the deployed result and measuring what happened next.

01 · OBSERVE

Read settled evidence

Search Console behavior and current site state establish the baseline.

02 · DECIDE

Choose the smallest action

Opportunity value, evidence strength and risk determine what Vixqo may do.

03 · EXECUTE

Choose who writes

Vixqo can create the branch and PR, or your approved AI agent can execute the exact same scoped implementation prompt.

04 · VERIFY

Check production

Vixqo confirms the expected commit deployed and the exact intended output is live.

05 · LEARN

Wait for settled outcomes

Measured actions end in Keep, Revise or Revert. Shipping alone never counts as success.

Execution control

Keep the intelligence. Choose who touches the code.

Execution is separate from Vixqo's opportunity detection and measurement layer. Teams can use Vixqo without granting it write access.

Recommended · Your agent executes

MCP connection. No Vixqo write access.

Connect Claude Code, Codex, Cursor, or another MCP-capable agent directly to Vixqo. Your agent pulls current evidence, the next action, guardrails, and measurement rules while code access stays entirely in your environment.

✓ Live MCP tools for evidence and next actions
✓ Complete implementation plan with scope boundaries
✓ Implementation handoff and measurement status
Optional · Vixqo executes

Closed-loop Autopilot

For teams that want zero execution work, Vixqo can also validate the repository state, create a scoped branch and pull request, verify the deployment, and manage the measurement loop.

✓ Branch + pull request workflow
✓ Production verification
✓ Measurement stays attached to the action
→ Vixqo finds and scopes the opportunity
→ Your agent calls Vixqo over MCP for the implementation plan
→ Your approved agent implements inside your environment
→ Once the change is live, Vixqo can keep monitoring the target and measure the outcome
Risk modes

The action determines the autonomy.

Vixqo does not use one permission level for every SEO change.

AUTOPILOT

Deterministic, low-risk work

Examples include contextual internal links and tightly scoped technical consistency fixes. Vixqo still validates scope and verifies production.

MEASURED

Reversible changes whose value depends on response

Titles, descriptions and similar experiments preserve a baseline, ship one scoped variant and wait for settled evidence before a decision.

APPROVAL REQUIRED

High-impact or destructive decisions

Redirects, canonicals, noindex, deletions, pricing, legal copy and major positioning do not get broadened into autonomous work.

Fail closed

When the evidence and the proposed change disagree, Vixqo stops.

A guardrail failure is a product success. The system should refuse a plausible-looking change when the current page cannot support it.

What gets checked before shipping

✓ Target still exists and matches the approved scope
✓ Current repository state has not materially changed
✓ Search evidence is still relevant and settled
✓ No conflicting experiment is already running
✓ Proposed copy is actually supported by the page
✓ opportunity validated
✓ target page found
✓ current title read
STOP proposed framing not supported by page content

production write: not executed
result: blocked safely
Inspect the change

See exactly what changed before you trust it.

Every Autopilot action retains the before state, the shipped after state, the production page, and the GitHub pull request. The page is the proof that users can see; GitHub is the proof of exactly what Vixqo changed.

Real Vixqo change · TwoDollarQR

GEO visibility gap · added a direct answer for a high-intent comparison query.

MERGED + LIVE
Before
twodollarqr.com/blog/uniqode-alternative

This is an honest look at what Uniqode does well, where it falls short for smaller users, and what a $20/year alternative looks like in practice.

What Uniqode Is and What It Does Well

The page moved directly into the broader product overview without a concise answer to the tracked “Uniqode QR tracking” question.

After · shipped
twodollarqr.com/blog/uniqode-alternative

This is an honest look at what Uniqode does well, where it falls short for smaller users, and what a $20/year alternative looks like in practice.

What Does Uniqode QR Tracking Include?

Uniqode provides QR scan analytics with scan counts, geographic maps, device breakdowns, time-of-day heatmaps, and comparison views across codes. TwoDollarQR is an alternative for users who need dynamic QR codes with scan tracking and editable destination URLs.

What Uniqode Is and What It Does Well

GitHub · PR #31 · Vixqo: GEO visibility gapcontent/blog/uniqode-alternative.mdx
@@ content/blog/uniqode-alternative.mdx
+ ## What Does Uniqode QR Tracking Include?
+
+ Uniqode (formerly Beaconstac) provides QR scan analytics with scan counts, geographic maps, device breakdowns, time-of-day heatmaps, and comparison views across codes...
Attribution discipline

Vixqo separates site trend from Vixqo impact.

Search performance can move for many reasons. Vixqo uses site-wide changes as context, but it only attributes impact to an action when matched action-level evidence supports a settled decision.

Every action can retain

✓ Before → after change
✓ Original query/page baseline
✓ Commit and production deploy verification
✓ Settled post-change measurement window
✓ Keep / Revise / Revert decision

What Vixqo will not do

× Call a deployment a win
× Credit site-wide growth to one change without evidence
× Hide blocked or reverted actions
× Rewrite a broader surface than was approved
× Invent lift while data is still settling
Common questions

What teams usually want to know before connecting.

Does Vixqo need write access?

No. The default Agent plan uses MCP so your own AI coding agent can pull Vixqo evidence and implementation instructions while repository credentials remain in your environment. Vixqo-managed Git execution is an optional Autopilot upgrade.

Can Vixqo make destructive SEO changes automatically?

High-impact actions such as redirects, canonicals, noindex and deletion belong in Approval mode. Vixqo should not broaden an approved change into something riskier.

What happens when an experiment loses?

A negative result is retained as evidence. The decision becomes Revise or Revert instead of being hidden, and the result informs future actions.

Why start with GitHub-backed software sites?

That environment gives Vixqo a disciplined execution surface: versioned diffs, existing CI/CD and a clear production commit to verify. Prompt handoff reduces the trust barrier by keeping writes inside your own tooling, but Git-backed software sites remain the launch focus.

Inspect the evidence, not the promise.

See the live Vixqo Labs ledger: shipped changes, verified production state, blocked actions and outcomes only after the data settles.

See public proof →