mncode
2026|Autonomous Pair Programmer|Go 1.24+ Native Engine

HIGH-PERFORMANCE AI PAIR PROGRAMMING

Multi-phase workflows, live subagent orchestration, local verification tools, multi-account routing, and mobile steering for serious codebase work.

One-Line Binary Bootstrap
curl -fsSL https://raw.githubusercontent.com/mncuchiinhuttt/mncode/main/install.sh | sh
Zero npm/python dependencies required · Single Go binary
v0.1.7-beta release
~/workspace/core / mncode (REPL v0.1.7-beta)
$ mncode "Refactor auth pipeline with 5-phase Ultra Workflow"
[MNCODE PRO MAX] [████████████████████] ULTRA WORKFLOW · Multi-Phase Autonomous Engine ⚡
Phase 1: Scout & Reconnaissance ➔ Done (scout-01 · 18 files indexed)
Phase 2: Multi-Phase Architecture Plan ➔ Done (./plans/auth/plan.md)
Phase 3: Core Implementation ➔ In Progress (coder-01 · AST patch)
⏵⏵ bypass permissions on (shift+tab to cycle)← 2 subagents running in parallel
●mainOrchestrating Phase 3 code implementation
2m 14s · ↓ 42.1k tokens
◯tester-01Running Go unit test suite with 100% pass target
45s · 4 tool calls
❯❯Add user telemetry sync endpoint with SQLite
Engine Startup0.05s✓ 0ms VM Warmup
Skill Triggers160+ BuiltinFrontend, AI, DevOps
Quota RoutingZero 429 StallsAuto Account Pool
Desktop Clientv0.1.6-beta OutmacOS · Windows · Linux
[ 02 · PRODUCT EDITIONS ]

Choose Your Developer Interface

Both the CLI and Desktop editions share the exact same ultra-fast Go agent core. Switch seamlessly based on your preferred workflow.

[ CLI EDITION ]v0.1.7-beta · Published Beta

The Keyboard-Centric Autonomous Pair Programmer

Compiled directly into a single static Go binary. No electron bloat, no Node.js runtime, zero configuration overhead. Ready for SSH servers, remote devcontainers, and local machines.

0.05s Instant Startup

Direct machine execution with zero VM warmup or bundle unpacking delays.

~70 Slash Commands

Includes /steer, /quota, /mcp, /scan, /btw, /research, /undo, and /benchmark.

Multi-Account Pool

Automated round-robin credential rotation with zero 429 rate limit interruptions.

Mobile Companion

Instant terminal QR pairing to steer runs and answer approval modals from mobile.

Skills Marketplace

27 curated skills from MCP Market & skills.sh. Use /skills install to share them with the Desktop app.

Token Saving Suite

Five disciplines plus RTK & Headroom integration. Configure them with /config token_saver_*.

$curl -fsSL https://raw.githubusercontent.com/mncuchiinhuttt/mncode/main/install.sh | sh
✓ Supports macOS arm64/x64, Linux, Windows
[ 03 · DESKTOP CLIENT ]v0.1.6-beta · Available Now

Native GUI for Visual Swarms & Real-time Cockpit

A standalone native desktop application built with Wails v2 + Go. Currently in final beta QA checks. Join the priority waitlist to get notified on public release.

CORE ALIVE

Visual Autonomous Swarm Execution Tree

Parallelized multi-agent reasoning with real-time token stream inspectability.

Turn #14 · 12,840 Tokens
Node 01: Scout

Found 18 files, 2 entry points, 0 cyclic imports.

Execution Success (0.34s)
Node 02: Planner

Generating DAG workflow for concurrent auth migration...

Streaming Turn
Node 03: 10x Coder

Awaiting DAG approval to execute file edits...

Locked until Node 02 returns
> [Planner] Emitting AST Patch Directives:

+ pkg/accounts/router.go: Updated cooldown heuristic on 429 status code
+ pkg/agent/engine.go: Auto-compacting prompt context at 86.4% capacity

0.05s NativeWails Go Backend
Offline ReadyLocal Session Store
MCP HubVisual Server Config
Multi-ThemeCyber, Pink & Dark
mncode Desktop v0.1.6-beta is live

The standalone builds are out of the waitlist and downloadable today. macOS universal, Windows x64, and Linux builds include the Power Tools cockpit for local drift checks, sandbox fixtures, code search, review, replay, and specs.

macOS NativeApple Silicon (M1-M4) & Intel
DMG / PKG
Windows 64-bitWindows 10 / 11 NSIS Installer
EXE / MSI
Linux UniversalUbuntu, Arch, Fedora, Debian
AppImage / Deb
[ 04 · PARALLEL SWARMS ]

Deterministic 5-Phase Ultra Workflows

Autonomous agent handoffs from codebase reconnaissance to multi-phase architectural planning, code execution, automated QA tests, and security reviews.

Autonomous Multi-Agent DAG Execution

Click any phase node to inspect real-time context handoff and token telemetry.

ACTIVE REASONING NODE: [10X LEAD IMPLEMENTATION]
✓ CONTEXT LOCK ACTIVE

> Reading AST symbols from workspace, generating high-velocity patch directives against ./pkg/agent/engine.go...

[ 05 · HUMAN STEERING ]

Remain in Full Control with Action Modals

When agents detect ambiguous requirements, risk thresholds, or architectural crossroads, they request confirmation with structured checkboxes and write-in fields.

Human-in-the-Loop Action Modals

Test how agents clarify architecture questions during autonomous runs.

[ ⚡ Action Required · Interactive Prompt ]

Which architecture components should we configure for this project?

Other:
Selected: 2 items
[ 06 · KNOWLEDGE CATALOG ]

160+ Built-in Skills & 300+ Triggers

Pre-configured with industry expertise in Svelte 5, Rust, Go, LangGraph, ClickHouse, WebGPU, OWASP hardening, and cloud-native Kubernetes architectures.

svelte-5-runesSvelte 5

Runes state ($state, $derived, $effect), SvelteKit routing, snippets

CLI Auto-Triggers
vue-3-composition-apiVue 3

Composition API, Pinia stores, Nuxt 3 SSR, custom composables

CLI Auto-Triggers
astro-island-architectureAstro

Zero-JS by default, Island hydration, Content Collections

CLI Auto-Triggers
angular-signalsAngular 18

Signals reactivity, Standalone Components, Zoneless change detection

CLI Auto-Triggers
solidjs-reactivitySolidJS

Fine-grained reactivity (createSignal, createMemo), SolidStart

CLI Auto-Triggers
framer-motionMotion v12

LayoutId morphing, AnimatePresence, drag gestures, spring physics

CLI Auto-Triggers
tanstack-queryTanStack v5

queryOptions factories, optimistic updates (onMutate), cache prefetching

CLI Auto-Triggers
tailwindcss-v4Tailwind v4

CSS-first @theme/@utility engine, native variables, container queries

CLI Auto-Triggers
threejs-webgpuThree.js

WebGPU backend, TSL node shaders, GPU compute passes

CLI Auto-Triggers
rust-tokio-actixRust

Async Tokio runtime, Axum/Actix-web microservices, memory safety

CLI Auto-Triggers
golang-fiber-ginGo

High-throughput HTTP services with Fiber v3/Gin, slog JSON logging

CLI Auto-Triggers
nestjs-enterpriseNestJS

Modular architecture, CQRS pattern, global interceptors, TypeORM

CLI Auto-Triggers
fastapi-pydantic-v2FastAPI

Async Python, Pydantic v2 schemas, async SQLAlchemy 2.0

CLI Auto-Triggers
spring-boot-3Java 21

Spring Boot 3+, Virtual Threads (Loom), GraalVM native images

CLI Auto-Triggers
elixir-phoenix-liveviewElixir

BEAM OTP supervisors, Phoenix LiveView 1.7+, real-time streams

CLI Auto-Triggers
grpc-protobufgRPC

Protocol Buffers proto3, bidirectional streaming, Envoy proxy

CLI Auto-Triggers
graphql-apollo-federationGraphQL

Apollo Federation 2 subgraphs (@key, @shareable), DataLoader

CLI Auto-Triggers
trpc-typesafe-apitRPC v11

End-to-end type safety, router modularization, Zod validation

CLI Auto-Triggers
postgresql-advanced-indexingPostgres

B-Tree, GIN, GiST, BRIN, table partitioning, EXPLAIN BUFFERS

CLI Auto-Triggers
clickhouse-olapClickHouse

Ultra-fast OLAP, MergeTree engines, real-time Materialized Views

CLI Auto-Triggers
duckdb-embedded-analyticsDuckDB

In-process analytical SQL, direct Parquet querying, Arrow zero-copy

CLI Auto-Triggers
redis-streams-queuesRedis

Redis Streams, consumer groups (XREADGROUP), XACK, XAUTOCLAIM

CLI Auto-Triggers
elasticsearch-opensearchSearch

BM25 text relevance, kNN dense vector search, ILM tiers

CLI Auto-Triggers
apache-kafka-event-streamingKafka

Topic partition keys, exactly-once semantics, DLT error routing

CLI Auto-Triggers
prisma-drizzle-ormORM

Prisma & Drizzle ORM schema design, zero-downtime migrations

CLI Auto-Triggers
langchain-langgraphLangGraph

Stateful multi-agent cyclic graphs, checkpoints, human-in-the-loop

CLI Auto-Triggers
llamaindex-rag-masteryLlamaIndex

Hierarchical chunking, hybrid search, cross-encoder rerankers, HyDE

CLI Auto-Triggers
vllm-ollama-inferencevLLM

PagedAttention inference, continuous batching, quantized AWQ/GGUF

CLI Auto-Triggers
chromadb-pinecone-vector-dbVector DB

HNSW index parameters (M, efSearch), cosine distance, payload filters

CLI Auto-Triggers
mcp-protocol-engineeringMCP

Model Context Protocol server/client, stdio/SSE, tool schemas

CLI Auto-Triggers
openai-function-callingTools

Strict JSON schemas, parallel tool calls, self-correction retry loops

CLI Auto-Triggers
terraform-opentofu-iacIaC

Modular Infrastructure as Code, remote state locking (S3/DynamoDB)

CLI Auto-Triggers
kubernetes-helm-gitopsK8s

Helm charts, ArgoCD GitOps, horizontal pod autoscaling (HPA)

CLI Auto-Triggers
cloudflare-workers-d1-r2Cloudflare

Hono edge routing, D1 serverless SQL, R2 object storage, KV

CLI Auto-Triggers
prometheus-grafana-otelObservability

OpenTelemetry traces, Prometheus RED metrics, Grafana dashboards

CLI Auto-Triggers
owasp-top-10-hardeningOWASP

Defensive hardening, XSS/CSRF/SQLi mitigation, SSRF allowlists

CLI Auto-Triggers
jwt-oauth2-rbac-abacAuth

OAuth 2.1, RS256/EdDSA signing, RBAC/ABAC matrix, token rotation

CLI Auto-Triggers
playwright-visual-testingPlaywright

Visual regression snapshot diffing, Page Object Models, API mocks

CLI Auto-Triggers
[ 07 · CORE ENGINE ]

Engineered for Resilience & Velocity

Single Go binary with zero npm/python virtualenv requirements, automated provider quota rotation, and MCP tool connectivity.

// ZERO RATE-LIMIT STALLSFEATURE 01

Smart Multi-Account Quota Rotation

Hit a 429 rate limit on Anthropic or Gemini? mncode automatically detects exhausted credentials, hot-swaps to the next available account in the pool, and applies intelligent exponential cooldowns.

/quota health✓ 99.9% Model Uptime
// EXTERNAL TOOLINGFEATURE 02

Model Context Protocol (MCP) Hub

Connect external JSON-RPC tool servers over stdio. Seamlessly interact with GitHub PRs, Notion databases, Linear issues, and private enterprise APIs.

/mcp manager
// INSTANT BOOTSTRAPFEATURE 03

0.05s Native Binary Startup

Compiled directly to machine code for darwin, linux, and windows. Zero npm runtime overhead, zero python virtualenv leaks, pure raw terminal execution.

Single Static Binary
// GEN-Z DEVELOPER PERSONAFEATURE 04

Brainrot & Max Rizz Developer Mode

Switch to based mode with /brainrot on. Maximum developer aura, mewing streak alerts, sigma troll pranks, and high-energy terminal code cooking.

/brainrot/troll mode
[ 08 · CLOUD TELEMETRY ]

Sync Daily Tokens, Model Costs & CLI Sessions

Generate an API sync key with mncode login. Aggregate cross-machine token velocity, view model distribution charts, and export shareable session URLs.