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Readme
nex-code
Run 400B+ open coding models on your codebase — without the hardware bill.
Ollama Cloud first. OpenAI, Anthropic, and Gemini when you need them.
npx nex-code
If this saves you time, a star helps others find it.
Demo
https://github.com/user-attachments/assets/68a6c134-2d13-4d66-bc5e-befea3acb794
Quickstart
npx nex-code
# or install globally:
npm install -g nex-code && cd ~/your-project && nex-codeOn first launch, an interactive setup wizard guides you through provider and credential configuration. Re-run anytime with /setup.
Why nex-code?
Ollama Cloud first. Built and optimized for Ollama Cloud — the flat-rate platform running devstral, Kimi K2, Qwen3-Coder, and 47+ models. Other providers (OpenAI, Anthropic, Gemini) work via the same interface.
| Feature | nex-code | Closed-source alternatives |
|---|---|---|
| Free tier | Ollama Cloud flat-rate | subscription or limited quota |
| Open models | devstral, Kimi K2, Qwen3 | vendor-locked |
| Local Ollama | yes | no |
| Multi-provider | swap with one env var | no |
| VS Code sidebar | built-in | partial |
| Startup time | ~100ms | 1-4s |
| Runtime deps | 2 | heavy |
| Infra tools | SSH, Docker, K8s built-in | no |
Smart model routing. The built-in /benchmark tests all configured models across 62 tool-calling tasks in 5 categories and auto-routes to the best model per task type.
Phase-based execution. Tasks run through Plan (analyze) -> Implement (code) -> Verify (test) phases, each with the optimal model. Auto-loops back on test failures.
45 built-in tools across file ops, git, SSH, Docker, Kubernetes, deploy, browser, GitHub Actions, and visual review.
2 runtime dependencies (axios, dotenv). Starts in ~100ms. No Python, no heavy runtime.
Ollama Cloud Model Rankings
Rankings from nex-code's own /benchmark — 62 tasks testing tool selection, argument validity, and schema compliance.
| Rank | Model | Score | Latency | Context | Best For |
|---|---|---|---|---|---|
| 1 | qwen3-vl:235b-instruct |
79.9 | 3.8s | 131K | Best latency/score balance |
| 2 | qwen3-vl:235b |
79.4 | 12.3s | 131K | Frontier tool selection |
| 3 | qwen3-coder-next |
74.9 | 1.7s | 256K | — |
| 4 | ministral-3:8b |
74.2 | 1.2s | 131K | Fastest strong model |
| 5 | devstral-2:123b |
69.9 | 1.6s | 131K | Sysadmin/SSH, reliable |
Run
/benchmark --discoverto detect new models and auto-update this table.
Recommended .env:
DEFAULT_PROVIDER=ollama
DEFAULT_MODEL=devstral-2:123b
NEX_HEAVY_MODEL=qwen3-coder:480b
NEX_STANDARD_MODEL=devstral-2:123b
NEX_FAST_MODEL=devstral-small-2:24bSetup
Prerequisites: Node.js 18+ and at least one API key (or local Ollama).
# .env (or set environment variables)
OLLAMA_API_KEY=your-key # Ollama Cloud
OPENAI_API_KEY=your-key # OpenAI
ANTHROPIC_API_KEY=your-key # Anthropic
GEMINI_API_KEY=your-key # Gemini
PERPLEXITY_API_KEY=your-key # optional — grounded web search
DEFAULT_PROVIDER=ollama
DEFAULT_MODEL=devstral-2:123bInstall from source:
git clone https://github.com/hybridpicker/nex-code.git
cd nex-code && npm install && npm run build
cp .env.example .env && npm link && npm run install-hooksUsage
> explain the main function in index.js
> add input validation to the createUser handler
> run the tests and fix any failures
> the /users endpoint returns 500 — find the bug and fix itYOLO mode — skip all confirmations, auto-runs caffeinate on macOS:
nex-code -yoloHeadless / Programmatic:
nex-code --task "refactor src/index.js to async/await" --yolo
nex-code --prompt-file /tmp/task.txt --yolo --json
nex-code --daemon # background watcher (reads .nex/daemon.json)| Flag | Description |
|---|---|
--task <prompt> |
Run a single prompt and exit |
--prompt-file <path> |
Read prompt from file |
--yolo |
Skip all confirmations |
--server |
JSON-lines IPC server (VS Code extension) |
--daemon |
Background watcher (file changes, git commits, cron) |
--flatrate |
100 turns, 6 parallel agents, 5 retries |
--json |
JSON output to stdout |
--max-turns <n> |
Override agentic loop limit |
--model <spec> |
e.g. anthropic:claude-sonnet-4-6 |
--debug |
Show diagnostic messages |
Vision / Screenshot:
> /path/to/screenshot.png implement this UI in React
> analyze https://example.com/mockup.png and implement it
> what's wrong with the layout in my clipboard # macOS clipboard
> screenshot localhost:3000 and review the navbar spacingFormats: PNG, JPG, GIF, WebP, BMP. Works with all providers that support vision.
Providers & Models
/model # interactive picker
/model openai:gpt-4o # switch directly
/providers # list all
/fallback anthropic,openai # auto-switch on failure| Provider | Models | Env Variable |
|---|---|---|
| ollama | Qwen3, DeepSeek R1, Devstral, Kimi K2, MiniMax, GLM, Llama 4 | OLLAMA_API_KEY |
| openai | GPT-4o, GPT-4.1, o1, o3, o4-mini | OPENAI_API_KEY |
| anthropic | Claude Opus 4.6, Sonnet 4.6, Haiku 4.5 | ANTHROPIC_API_KEY |
| gemini | Gemini 3.1 Pro, 2.5 Pro/Flash | GEMINI_API_KEY |
| local | Any local Ollama model | (none) |
Commands
Type / for inline suggestions. Tab completion for commands and file paths.
| Command | Description |
|---|---|
/help |
Full help |
/model [spec] / /providers |
Switch model / list all |
/clear |
Clear conversation |
/save / /load / /sessions / /resume |
Session management |
/branches / /fork / /switch-branch / /goto |
Session tree navigation |
/remember / /forget / /memory |
Persistent memory |
/brain add|list|search|show|remove |
Knowledge base |
/plan [task] / /plan edit / /plan approve |
Plan mode |
/commit [msg] / /diff / /branch |
Git intelligence |
/undo / /redo / /history |
Persistent undo/redo |
/snapshot [name] / /restore |
Git snapshots |
/permissions / /allow / /deny |
Tool permissions |
/costs / /budget |
Cost tracking and limits |
/review [--strict] |
Deep code review |
/benchmark |
Model ranking (62 tasks) |
/autoresearch / /ar-self-improve |
Autonomous optimization loops |
/servers / /docker / /deploy / /k8s |
Infrastructure management |
/skills / /install-skill / /mcp / /hooks |
Extensibility |
/tree [depth] |
Project file tree |
/audit |
Tool execution audit |
/setup |
Interactive setup wizard |
Tools
45 built-in tools:
Core: bash, read_file, write_file, edit_file, patch_file, list_directory, search_files, glob, grep
Git & Web: git_status, git_diff, git_log, web_fetch, web_search
Agents: ask_user, task_list, spawn_agents, switch_model
Browser (optional, requires Playwright): browser_open, browser_screenshot, browser_click, browser_fill
GitHub Actions & K8s: gh_run_list, gh_run_view, gh_workflow_trigger, k8s_pods, k8s_logs, k8s_exec, k8s_apply, k8s_rollout
SSH & Server: ssh_exec, ssh_upload, ssh_download, service_manage, service_logs, sysadmin, remote_agent
Docker: container_list, container_logs, container_exec, container_manage
Deploy: deploy, deployment_status
Frontend: frontend_recon — scans design tokens, layout, and framework stack before any frontend work
Visual: visual_diff, responsive_sweep, visual_annotate, visual_watch, design_tokens, design_compare
Additional tools via MCP servers or Skills.
Key Features
Multi-Agent Orchestrator
Multi-goal prompts auto-decompose into parallel sub-agents (up to 5 simultaneously, with file locking):
nex-code --task "fix type errors in src/, add JSDoc to utils/, update CHANGELOG"Autoresearch
Autonomous optimization loops — edit → experiment → keep/revert, on a dedicated git branch:
/autoresearch reduce test runtime while maintaining correctness
/ar-self-improve # uses nex-code's own benchmark as the fitness metricPlan Mode
Auto-activates for implementation tasks. Read-only analysis first, approve before writes. Hard-enforced tool restrictions during analysis phase.
Daemon / Watch Mode
Background process that fires tasks on file changes, git commits, or cron schedule. Configured via .nex/daemon.json. Desktop and Matrix notifications.
Session Trees
Navigate conversation history like git branches — fork, switch, goto, delete branches without losing prior attempts.
Safety
| Layer | What it guards | Bypass? |
|---|---|---|
| Forbidden patterns | rm -rf /, fork bombs, reverse shells, cat .env |
No |
| Protected paths | Destructive ops on .env, .ssh/, .aws/, .git/ |
NEX_UNPROTECT=1 |
| Sensitive file tools | read/write/edit on .env, .ssh/, .npmrc, .kube/ |
No |
| Critical commands | rm -rf, sudo, git push --force, git reset --hard |
Explicit confirmation |
Pre-push secret detection, audit logging (JSONL), persistent undo/redo, cost limits, auto plan mode.
Reporting vulnerabilities: Email security@schoensgibl.com — not a public issue. 72h initial response.
Open-Source Model Robustness
- 5-layer argument parsing — JSON, trailing fix, extraction, key repair, fence stripping
- Tool call retry with schema hints — malformed args get the expected schema for self-correction
- Auto-fix engine — path resolution, edit fuzzy matching (Levenshtein), bash error hints
- Tool tiers — essential (5) / standard (21) / full (45), auto-selected per model capability
- Stale stream recovery — progressive retry with context compression on stall
Visual Development Tools
Pixel-level before/after diffs, responsive sweeps (320–1920px), annotation overlays, design token extraction, and live-reload diff watching. Pure image tools work standalone; browser tools need Playwright.
Extensibility
Skills
Drop .md or .js files in .nex/skills/ for project-specific knowledge, commands, and tools. Global skills in ~/.nex-code/skills/. Install from git: /install-skill user/repo.
Plugins
Custom tools and lifecycle hooks via .nex/plugins/. Events: onToolResult, onModelResponse, onSessionStart, onSessionEnd, onFileChange, beforeToolExec, afterToolExec.
MCP
Connect external tool servers via Model Context Protocol. Configure in .nex/mcp.json with env var interpolation.
Hooks
Run custom scripts on CLI events (pre-tool, post-tool, pre-commit, post-response, session-start, session-end). Configure in .nex/config.json or .nex/hooks/.
VS Code Extension
Built-in sidebar chat panel (vscode/) with streaming output, collapsible tool cards, and native theme support. Spawns nex-code --server over JSON-lines IPC.
cd vscode && npm install && npm run package
# Cmd+Shift+P → Extensions: Install from VSIX...Architecture
bin/nex-code.js # Entrypoint
cli/
agent.js # Agentic loop + conversation state + guards
providers/ # Ollama, OpenAI, Anthropic, Gemini, Local + wire protocols
tools/index.js # 45 tool definitions + auto-fix engine
context-engine.js # Token management + 5-phase compression
sub-agent.js # Parallel sub-agents with file locking
orchestrator.js # Multi-agent decompose → execute → synthesize
session-tree.js # Session branching
visual.js # Visual dev tools (pixelmatch-based)
browser.js # Playwright browser agent
skills/ # Built-in + user skillsSee DEVELOPMENT.md for full architecture details.
Testing
npm test # 97 suites, 3920 tests
npm run typecheck # TypeScript noEmit check
npm run benchmark:gate # 7-task smoke test (blocks push on regression)
npm run benchmark:reallife # 35 real-world tasks across 7 categoriesSecurity
- Pre-push secret detection (API keys, private keys, hardcoded credentials)
- Audit logging with automatic argument sanitization
- Sensitive path blocking (
.ssh/,.aws/,.env, credentials) - Shell injection protection via
execFileSyncwith argument arrays throughout - SSRF protection on
web_fetch - MCP environment isolation
License
MIT