AI Operator  ·  A MEKreflect Product
Servari raven

SERVARI

Live — running right now

An AI operator you can actually trust.

SERVARI is an autonomous, disciplined, auditable agent system that runs on your own models. Not a new foundation model — a way to run a team of agents you can verify. It designed, deployed, and now runs this product itself.

Cents / task
cheap models for routine work
Every run
on an auditable record
15
copies, proven in parallel
14 / 14
sites it shipped

Not a chatbot. A layered system.

Most AI tools are one thin layer over a model. SERVARI is a stack — an identity, a set of disciplines, real capabilities, a swarm that multiplies them, a memory that compounds, all on an auditable, sealed foundation. Here is the shape of it, top to bottom.

Identity & ContinuityA stable self that survives restarts — it knows who it is and picks up exactly where it left off.
Operating DisciplinesFixed principles every agent obeys: state only what is true, surface the biggest risk first, never act without your approval.
CapabilitiesThe work it can do — software, research, markets, operations — each a defined, reusable skill it keeps and improves.
The SwarmIt spins up specialized copies of itself and runs them in parallel, every one held to the same standard.
Memory & CompoundingEvery correction and outcome is kept, so the operator gets sharper the longer you use it.
Auditable & SealedUnderneath it all: every run leaves an inspectable trace, and your key and data stay encrypted and yours.

SERVARI absorbs and integrates the best open tools, run under discipline — not another harness. The model underneath is yours; the operator on top is the engineering.

Five words, no asterisks.

The whole product reduces to five commitments — and every one of them is something you can check, not something you have to take on faith.

AutonomousIt plans, executes, and verifies its own work between your approval gates.
BYOMIt runs on the model key you bring — you are never locked to one AI company.
AuditableEvery run leaves a structured trace you can inspect — verify, don't trust.
SealedYour key and your data stay yours: encrypted, never pooled, never trained on.
PersistentIt remembers every correction and gets sharper the longer you use it.

One operator, many fronts.

SERVARI is not a single-purpose tool. It is a team you direct — building software, running research, automating the back office, watching markets, and keeping the till — all on one disciplined, auditable standard.

Builds & ships software

Web apps, desktop tools, internal dashboards — designed, built, deployed, and verified end-to-end. Nothing goes live without your approval.

Runs a swarm, in parallel

Spins up specialized copies of itself to split a day's work across many agents at once — every one held to the same gates.

Markets & trading research

Live data, risk sizing, and technical reads grounded in real tool calls — not a guess dressed up as a number.

Operations & back-office

Routes work, keeps the books, processes documents, and automates the repetitive office tasks that drain a team.

Retail & POS automation

Reads the till, reconciles receipts, and turns point-of-sale activity into a clean, queryable record.

Research & intelligence

Gathers current sources, synthesizes them into a cited answer, and shows the work behind every claim.

A live command center

Watch the agents operate in real time — what each one is doing, what it called, and what it produced.

Learns new skills on demand

Describe a role, or hand it a document or a link — it builds the capability, keeps it, and reuses it.

It doesn’t describe the work. It does it — on the record.

Every run records the model, provider, each tool call, tokens, cost, duration, and outcome — so you can verify an answer instead of trusting it.

servari — run log
$ servari run --agent trader --task "BTC risk snapshot"
run_started model: economical · key: yours
get_price(BTC) $78,063 212ms
fear_greed_index() 41 · fear 180ms
position_risk(size, stop) 2.1% acct 96ms
run_finished 6 steps · 1,204 tokens · $0.000016 · 1.9s · OK

A representative run. The trail is the trust surface — it turns “trust me” into “look.”

Outcomes you can check.

Capability is converging — frontier models tie on the same tests. How that capability is governed is the product. Here is what that governance produced.

Cents per task — not dollars.
SERVARI routes routine work to cheap, fast models and calls a frontier model only when the task actually needs one. The run above finished for $0.000016. On routine work, that is a fraction of the cost of sending every task to a frontier model.
Savings are largest on routine, low-stakes tasks; across a full, mixed workload they are more modest. Exact cost depends on your usage and your providers’ pricing.
Runs on your keyModel-independence by design

SERVARI runs on the model key you bring, across nine built-in providers. The operator layer — its identity, disciplines, memory, and gates — stays the same no matter the engine underneath. You are not locked to one AI company.

It built itselfThis whole product is the proof

SERVARI designed, built, deployed, and verified this multi-agent platform end-to-end — the identity, the console, the agents and their tools, the run-log, the legal layer. You are standing inside the demo.

15 in parallelIt scales into a swarm of itself

A single fan-out ran 15 copies of SERVARI at once to finish a day's work in about 25 minutes — each copy carrying the same discipline.

14 / 14It found the work, then built it

Given only "build sites" with no list, it decided what to build, built all 14, and passed every acceptance gate — nothing deployed without approval.

“I was wrong”It self-corrects in public

When its own test scorer had a bug, it caught it, fixed it, and corrected its own claim before shipping a cleaner-but-false number. Honesty as a behavior, not a slogan.

Every runOn an auditable record

Model, provider, every tool call, tokens, cost, duration, outcome — persisted and rendered per run. You verify; you do not trust.

Your keyRuns on the model you bring

Nine providers built in. Your key is encrypted in your account, decrypted only at the call — never logged, never pooled, never trained on.

It doesn’t scale up. It multiplies.

SERVARI creates specialized copies of itself — each a full operator with its own focus and its own skills — and runs up to 15 in parallel. A team that shares one standard and finishes a day’s work in minutes.

SERVARI
SERVARIMarkets

Live data, risk sizing, and technical reads — grounded in real tool calls.

SERVARIResearch

Current sources gathered and synthesized into a cited answer.

SERVARISecurity

Static review of vulnerabilities, access, and tenant isolation.

SERVARIDesign

Interface and brand work, built to ship.

SERVARIFinance

Books, invoices, and financial models — checked, not guessed.

SERVARIEngineering

Writes, reviews, and ships real code under the gates.

SERVARIAudit

Pressure-tests the work and surfaces the gaps before you do.

SERVARIOperations

Routes the work, schedules it, and keeps the record.

This page proves it. Its critique and its rebuild were run by a team of these specialists — working in parallel, each on its own lens, reconciled into one.

Three things define SERVARI.

Nothing built today has all three. Not because it claims to — because of how it is built.

01Disciplines, hard-wired.

Every agent lives by a fixed set of operating principles: state only what is true, surface the biggest risk first, never send or spend or commit without your explicit approval. Not suggestions in a prompt — built into how the whole team operates.

02The auditable run-log.

Every tool call, every data fetch, every calculation is recorded in a structured trace. You can inspect any response, see exactly what produced it, and verify the claim. That is not how chatbots work. It is how infrastructure works.

03Your key, your data.

SERVARI runs on your own model key. It stays encrypted in your account, never pooled with anyone else, and we do not train on your conversations. Your work stays yours — that is the contract.

One operator. Any skill.

The agents below are built in — ready on day one. But SERVARI also learns new skills on demand, including from sources you hand it: describe a role you need, or give it a document or a video, and it builds the capability and keeps it.

Built-in agents — examples, not the limit
Chief of StaffYour operator. Plans, decides, routes.
TraderMarkets, analysis, risk.
AccountantBooks, expenses, invoices, tax-prep.
FinanceBudgets, forecasts, models, runway.
Admin SupportEmail, scheduling, docs, order.
DesignerUI/UX, brand, critique, copy.
SecurityAudit code, tenancy, agent runs.
ResearcherDeep, cited, calibrated research.
BuilderPlan features, fix safely, ship.
ResearchDeep web research, cited.
LearningTurns a video into know-how.
Learn from a videoHand SERVARI a link. It watches, extracts the structured knowledge, and builds a skill you can use again — a repeatable process, not a summary you forget.

Each agent runs on your key.

SERVARI is built on a principle called BYOM: Bring Your Own Model. You supply the key for the provider you choose. We store it encrypted in your account, and we use it for nothing else.

ClaudeOpenAIDeepSeekGeminiGroqxAIKimiMistralOpenRouter
  • You choose the provider. Different agents can run on different models. Point each one at the provider that fits the task.
  • Encrypted, never pooled. Your key stays encrypted in your account. No one else’s requests share it.
  • No training on your data. Your conversations are stored in your account only. We do not train on them, and we do not sell them.

The edge is the discipline, not a bigger brain.

SERVARI does not beat a frontier model on a single prompt, and never claims to. It is BYOM-capable today and not fully sovereign — a private, owned engine that takes over the heavy work is in progress, not finished, and we will always say so. The edge is the disciplined operator layer — memory, honesty, auditing, human-approval gates, right-cost routing — wrapped around the model you already trust.

Put it to work.

A hosted operator you can open in the next minute — access, not source. You hold the key; SERVARI works against it and touches nothing else.

LiveWorkingRuns on your keyEvery run auditable
Sign in to the console

It is live. It is yours to drive. Walk in.