Technology7 min read

Nexus-CLI – Pure Go Bridge to DeepSeek R1/V3 with Claude Code and Ollama Support

By · Published by Everything Blog

In short

Nexus-CLI is a Go-based CLI utility that connects to DeepSeek V3 and R1 models, allowing for real-time interaction and parallel processing, making it a versatile tool for developers and researchers.

Key points

  • Nexus-CLI simplifies access to DeepSeek V3 and R1 models.: Nexus-CLI simplifies access to DeepSeek V3 and R1 models.
  • Real-time interaction with the R1 model through an interactive terminal.: Real-time interaction with the R1 model through an interactive terminal.
  • Built-in commands, one-off support, and compatibility with various clients.: Built-in commands, one-off support, and compatibility with various clients.

Sources checked by our analysis pipeline: 1

A high-performance Golang CLI utility and local API proxy server that enables any application or coding agent to connect to DeepSeek V3 (deepseek-chat

) and R1 (deepseek-reasoner

/ Thinking) models via a free web account (chat.deepseek.com

), without requiring an official paid DeepSeek API key.

Rewritten from scratch in pure Go (Golang) based on in-depth analysis of Node.js (FreeDeepseekAPI-EN

) and Python (deepseek_bridge

) projects, featuring zero runtime dependencies.

- Pure Go Parallel PoW (Proof-of-Work) Solver:

- Solves DeepSeek server challenges using the

DeepSeekHashV1

algorithm (Keccak-f[1600] 1..23 rounds SHA3-256) parallelized across CPU cores. - Solves difficulty 144,000 challenges in just ~40–50 milliseconds (no CGO, WASM, or Python dependencies required).

- Solves DeepSeek server challenges using the

- Interactive Terminal Chat (REPL):

- Streams the R1 model's thought process (

reasoning_content

) in real-time with dedicated styling (italic/cyan). - Polished ANSI UI with colorful prompts and animated loading spinners.

- Built-in slash commands:

/help

,/new

,/model

,/thinking

,/search

,/whoami

,/clear

,/exit

.

- Streams the R1 model's thought process (

- One-Off & Unix Pipe Support:

- Direct CLI queries:

nexus "What is quantum computing?"

- Linux/macOS pipe workflows:

cat main.go | nexus "Review this code for security and performance"

- Direct CLI queries:

- OpenAI, Anthropic & Ollama Compatible Proxy Server (

nexus serve

):POST /v1/chat/completions

(OpenAI format, SSE streaming, and JSON)POST /v1/messages

(Anthropic Messages API — 100% compatible with Claude Code and the Anthropic SDK!)POST /v1/responses

(OpenAI Responses API)GET /v1/models

andGET /v1/model-capabilities

GET /v1/sessions

andPOST /v1/sessions/reset

- Connects seamlessly with Open WebUI, Continue.dev, Cursor, Cline, and any other OpenAI/Anthropic client.

- Native Ollama API Emulation 🦙:

- Emulates

GET /api/tags

,POST /api/chat

,POST /api/generate

,GET /api/version

. - Direct plug-and-play compatibility with Open WebUI, Dify, AnythingLLM, Cursor, LlamaIndex, and official Ollama SDKs.

- Emulates

- Structured Outputs & JSON Schema 🎯:

- Enforce strict JSON output or validate against JSON Schemas across CLI, Ollama, and OpenAI endpoints.

- Universal Integrations (Launcher) 🚀:

- One-command launcher for Claude Code, DeepSeek Harness, Codex, OpenCode, Goose, and Aider (Nexus automatically boots the proxy in the background).

- Multi-Account Pool 👥:

- Rotate multiple DeepSeek accounts using Round-Robin scheduling to eliminate rate-limit roadblocks (HTTP 429).

- Authentication Management (

nexus auth

):- Manual login:

nexus auth login

(extractuserToken

from browser LocalStorage) - Automatic via Chrome:

nexus auth chrome

(reads session token from browser memory via CDP) - Account inspection:

nexus auth whoami

- Manual login:

- System Diagnostics (Doctor):

nexus doctor

— instantly checks token validity, server connectivity, PoW solver performance, and session creation.

Requires Go 1.20+:

# Clone repository and navigate to directory:

git clone https://github.com/xamrayev/nexus-cli.git

cd nexus-cli

# Build the executable binary:

go build -o bin/nexus .

# Install globally to system PATH (optional):

go install .

There are 3 ways to connect your DeepSeek account:

./bin/nexus auth login

You will be prompted for your userToken

:

- Open

https://chat.deepseek.com

in your browser. - Press

F12

(orCmd+Option+I

on macOS). - Navigate to

Application

->Local Storage

->https://chat.deepseek.com

-> copy theuserToken

value and paste it into the prompt.

./bin/nexus auth chrome

This automatically launches a Chrome window. Once you log in, Nexus securely captures and stores the session token.

Create a .env

file in the project root:

DEEPSEEK_TOKEN=your_deepseek_token_here

./bin/nexus chat

Or simply:

./bin/nexus

Real-time R1 reasoning stream:

nexus ❯ Why is the sky blue?

💭 Thinking Process:

The user is asking about the physical cause behind the color of the sky...

Need to explain the mechanism of Rayleigh scattering of sunlight by atmospheric molecules...

🤖 DeepSeek (deepseek-reasoner):

The primary reason the sky appears blue is due to a phenomenon called Rayleigh scattering...

./bin/nexus "Provide 3 key facts about general relativity"

cat main.go | ./bin/nexus "Analyze this code for security vulnerabilities and performance bottlenecks"

./bin/nexus serve --port 9655

You can now route any tool (Cursor, Open WebUI, Claude Code) to http://localhost:9655/v1

!

Sample cURL request in OpenAI format:

curl http://localhost:9655/v1/chat/completions \

-H "Content-Type: application/json" \

-d '{

"model": "deepseek-reasoner",

"messages": [{"role": "user", "content": "Hello!"}],

"stream": true

}'

Nexus implements the Ollama API specification. Open WebUI, Dify, AnythingLLM, Cursor, LlamaIndex, and official Ollama libraries can connect directly to http://localhost:9655

:

# 1. Fetch available models (Ollama format)

curl http://localhost:9655/api/tags

# 2. Ollama Chat request (NDJSON streaming)

curl http://localhost:9655/api/chat -d '{

"model": "deepseek-reasoner",

"messages": [{"role": "user", "content": "Hello!"}],

"stream": true

}'

Using the official Python Ollama SDK:

import ollama

client = ollama.Client(host="http://localhost:9655")

resp = client.chat(model="deepseek-reasoner", messages=[

{"role": "user", "content": "Write a simple HTTP server in Go"}

])

print(resp["message"]["content"])

Enforce strict JSON output or conform to a specified schema:

# 1. Direct JSON from CLI (pipeable to jq)

./bin/nexus "Top 3 programming languages and their primary domains" --format json | jq .

# 2. Via Ollama API:

curl http://localhost:9655/api/chat -d '{

"model": "deepseek-reasoner",

"messages": [{"role": "user", "content": "List 3 fruits in JSON"}],

"format": "json",

"stream": false

}'

# 3. Via OpenAI API (response_format):

curl http://localhost:9655/v1/chat/completions -d '{

"model": "deepseek-reasoner",

"messages": [{"role": "user", "content": "Return device specs as JSON"}],

"response_format": {"type": "json_object"}

}'

Launch coding tools and agents with a single command — Nexus automatically boots the proxy server in the background:

# 1. Claude Code CLI (powered by DeepSeek R1 / V3)

./bin/nexus launch claude

./bin/nexus launch claude -p "Refactor this Go code"

# 2. Official DeepSeek Harness CLI (@deepseek-ai/dsh)

./bin/nexus launch dsh

# 3. OpenAI Codex CLI (auto-configured with responses wire API)

./bin/nexus launch codex

# 4. OpenCode CLI (with automated config injection)

./bin/nexus launch opencode

# 5. Block Goose AI Agent (via OpenAI provider)

./bin/nexus launch goose

# 6. Aider Pair Programming CLI (with DeepSeek R1)

./bin/nexus launch aider

# 7. ChatGPT Desktop (macOS) & local bridge

./bin/nexus launch chatgpt

# 8. Multi-Account Pool Monitor

./bin/nexus launch pool

# 9. DeepSeek Agentic Eval & Benchmark Harness

./bin/nexus launch harness

Avoid rate limits (HTTP 429) by cycling through multiple DeepSeek accounts using Round-Robin rotation:

# Add a new account

./bin/nexus auth add acc2 --chrome

# List accounts and check their status

./bin/nexus auth list

# Switch active account

./bin/nexus auth switch acc2

# Validate all accounts in the pool

./bin/nexus auth test

./bin/nexus doctor

nexus-cli/

├── bin/

│ └── nexus # Compiled binary executable

├── cmd/

│ └── nexus/main.go # CLI command dispatcher

├── pkg/

│ ├── deepseek/

│ │ ├── pow.go # Pure Go parallel DeepSeekHashV1 Keccak PoW solver

│ │ ├── pow_test.go # PoW test suite & benchmarks

│ │ ├── stream.go # SSE JSON patch & OpenAI stream parser

│ │ ├── stream_test.go # Stream tests

│ │ ├── auth.go # Token, session, and profile manager

│ │ ├── chrome_auth.go # Automated Chrome CDP authentication

│ │ ├── client.go # DeepSeek Web API client (Chat, Sessions, Auto-retry)

│ │ └── types.go # Model configs and type definitions

│ ├── server/

│ │ ├── server.go # Local HTTP proxy server (Routing, CORS, Auth)

│ │ ├── server_test.go # Server endpoint unit tests

│ │ ├── openai.go # OpenAI Chat Completions API adapter

│ │ ├── anthropic.go # Anthropic Messages API adapter (for Claude Code)

│ │ └── session.go # Agent session isolation and cleanup

│ ├── launcher/

│ │ └── launcher.go # Launchers for Claude Code, Codex, Goose, Aider, etc.

│ └── cli/

│ ├── terminal.go # ANSI styling, banners, and spinners

│ ├── repl.go # Interactive terminal chat & slash commands

│ ├── runner.go # Single-prompt and Unix pipe runner

│ └── doctor.go # End-to-end system diagnostics

├── main.go # Application entry point

├── go.mod # Go module definition

├── README.md # Main documentation (English)

├── README.ru.md # Russian documentation (Русский)

└── README.uz.md # Uzbek documentation (O'zbekcha)

Distributed under the MIT License.

Original source: github.com

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