Codeep: A Multi-Model Terminal AI Coding Assistant

Codeep is a terminal AI coding assistant designed to address developers' needs for a powerful and flexible tool. It supports multiple LLM providers, integrates deeply with projects to provide context-aware assistance, and offers features like intelligent agent mode, Git workflow integration, code review, and more. This overview introduces its core capabilities and value for developers.

Many AI coding tools are bound to a single LLM provider, limiting flexibility. Codeep solves this by supporting a wide range of international and domestic models:

International Models

• OpenAI: GPT-4.1 series, o3, o4-mini, GPT-4o
• Anthropic: Claude Sonnet 4.6, Opus4.6, Sonnet4.5, Haiku4.5
• Google AI: Gemini3.1 Pro Preview, Gemini3 Flash Preview, Gemini2.5 series
• DeepSeek: DeepSeek V3.2, DeepSeek Reasoner

Domestic Models

• Z.AI: GLM-5.1, GLM-5, GLM-5 Turbo, GLM-4.5 Air (dual-region API)
• MiniMax: M2.7, M2.5, M2.1, M2 series (dual-region access)

Developers can switch providers via /provider command or configure different keys for tasks.

Codeep is project-aware:

• Auto-detects project types (Node.js, Python, etc.)
• Reads mentioned file paths and appends content to conversations
• Understands project structure for relevant suggestions
• Can apply code changes with write permission

Session management features:

• Auto-save conversations
• Select previous sessions on startup
• Store sessions per project in .codeep/sessions/
• Rename sessions with /rename
• Search history with /search
• Export to Markdown/JSON/plain text

Git integration:

• /diff: Review unstaged changes with AI feedback
• /diff --staged: Review staged changes
• /commit: Generate conventional commit messages

Code editing features:

• Syntax highlighting for 12+ languages
• Auto-numbered code blocks
• /copy [n]: Copy specified code block to clipboard
• /paste: Paste from clipboard with preview (send via Enter, cancel via Esc)

Agent Mode

• Auto Mode: Describe tasks (e.g., add error handling) for autonomous work (create/edit files, run commands, loop until done)
• Manual Mode: Start with /agent <task> for explicit control
• Tools: Read/write/delete files, execute commands, search code, etc.
• Safety: Undo changes, track operations, real-time code display

Code Review

• /review checks security (XSS, injection), performance, type safety (any, ts-ignore), and best practices
• Generates a 0-100 quality score to maintain standards

Custom Rules

• Create .codeep/rules.md or CODEEP.md to define coding standards, preferred libraries, architecture guidelines, etc.

MCP Tools (Z.AI/MiniMax)

• web_search: Get latest info
• web_reader: Read web pages
• zai_analyze_image/minimax_understand_image: Analyze images
• Paste images via Ctrl+V

Multiline Messages

• Use \ at line end to continue, or /multiline mode (Enter for new line, Esc to send)

File Context Management

• /add [files]: Add files to context; /add (no args) shows current files
• /drop [files]: Remove files; /drop (no args) clears all

Codeep represents a key direction for terminal AI coding tools. It combines multi-model flexibility with project-aware context, agent mode, Git integration, and code review to provide comprehensive assistance. Whether for rapid prototyping or production code maintenance, Codeep helps improve efficiency and code quality. Developers seeking a versatile terminal AI assistant are encouraged to try Codeep.