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TabComplete - AI Autocomplete

TabComplete - AI Autocomplete

Andreas Demetriou

|
1 install
| (0) | Free
AI-powered inline code completions using the Anthropic API
Installation
Launch VS Code Quick Open (Ctrl+P), paste the following command, and press enter.
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TabComplete — AI Inline Suggestions

AI-powered inline code completions for VS Code, driven by your own Anthropic API key. Suggestions appear as ghost text at your cursor and are accepted with Tab.


Features

  • Ghost text completions — suggestions render inline as dimmed text, exactly like GitHub Copilot
  • Tab to accept — press Tab to insert the full completion
  • Manual trigger — press Ctrl+Alt+Space (or Cmd+Alt+Space on Mac) to request a suggestion on demand
  • Auto-trigger — suggestions fire automatically as you type, with a configurable debounce delay
  • Toggle auto-trigger — click the status bar item or run the toggle command to switch auto-trigger on/off without touching settings
  • Works in every language — registered for all file types; optionally restrict to specific languages
  • Fill-in-the-middle context — sends both the code before and after your cursor so completions fit naturally
  • Completion cache — identical context reuses the previous result without an extra API call
  • Secure API key storage — key is stored in the OS keychain (Windows Credential Manager / macOS Keychain / Linux libsecret), never in plain-text settings
  • Fully configurable — token budgets, debounce, temperature, stop sequences, timeouts, and more

Getting Started

  1. Install the extension from the VS Code Marketplace
  2. Open the Command Palette (Ctrl+Shift+P) and run TabComplete: Set API Key
  3. Paste your Anthropic API key (sk-ant-...)
  4. Start coding — suggestions will appear automatically, or press Ctrl+Alt+Space to trigger one manually

Commands

Command Default Keybinding Description
TabComplete: Set API Key — Store your Anthropic API key securely in the OS keychain
TabComplete: Trigger Inline Suggestion Alt+\ Manually request a suggestion at the cursor
TabComplete: Toggle Auto-Trigger Status bar click Enable or disable automatic suggestions while typing
TabComplete: Clear Completion Cache — Flush the in-memory completion cache

You can rebind the trigger keybinding at any time via File → Preferences → Keyboard Shortcuts.


Status Bar

A TabComplete item appears in the bottom-right status bar:

Icon Meaning
✦ TabComplete Auto-trigger is on
⊘ TabComplete Auto-trigger is off
⟳ TabComplete A completion is being fetched

Click it to toggle auto-trigger on/off.


Configuration

All settings are under the tabComplete.* namespace. Open Settings (Ctrl+,) and search for TabComplete.

Setting Type Default Description
tabComplete.model string claude-haiku-4-5-20251001 Claude model to use. Haiku is fastest and cheapest; Sonnet and Opus offer higher quality at greater cost.
tabComplete.autoTrigger boolean true Automatically trigger suggestions while typing. Disable to use manual-only mode.
tabComplete.debounceDelay number (ms) 350 How long to wait after the last keystroke before firing a suggestion. Increase to reduce API calls; decrease for faster response.
tabComplete.maxPromptTokens number 512 Total token budget for the context sent to the model (prefix + suffix combined). Higher values give the model more code to reason about but increase latency and cost.
tabComplete.prefixPercentage number (0–1) 0.85 Fraction of maxPromptTokens allocated to the code before the cursor. The remaining budget goes to the suffix.
tabComplete.maxSuffixPercentage number (0–0.5) 0.2 Maximum fraction of maxPromptTokens allocated to the code after the cursor.
tabComplete.maxCompletionTokens number 256 Maximum number of tokens the model can generate per completion. Lower values keep suggestions short and fast.
tabComplete.temperature number (0–1) 0 Sampling temperature. 0 = fully deterministic. Higher values produce more varied suggestions.
tabComplete.useCache boolean true Cache completions so that identical context reuses the previous result without an extra API call. Cleared on restart or via the Clear Cache command.
tabComplete.multilineCompletion boolean true Allow completions that span multiple lines. When false, the model stops at the first newline, producing single-line suggestions only.
tabComplete.minTriggerLength number 0 Minimum number of characters on the current line before auto-trigger fires. 0 triggers on empty lines too. Increase to suppress suggestions until you've started typing.
tabComplete.modelTimeout number (ms) 10000 Abort a completion request after this many milliseconds if no response has arrived.
tabComplete.stopSequences string[] ["\n\n"] Strings that cause the model to stop generating. Add language-specific sequences (e.g. "\nfunction ") to prevent completions from running into the next declaration.
tabComplete.enabledLanguages string[] [] Language IDs to enable completions for. An empty array enables completions in all file types. Example: ["typescript", "python", "go"].
tabComplete.showLoadingIndicator boolean true Show a loading spinner in the status bar while a completion is being fetched.

Models

Model Speed Cost Best for
claude-haiku-4-5-20251001 ⚡ Fastest $ Lowest Default — ideal for real-time inline suggestions
claude-sonnet-4-6 ◑ Balanced $$ Medium Better completions when latency is acceptable
claude-opus-4-7 ◔ Slowest $$$ Highest Highest quality for complex completions

Tips

Reduce API usage — increase debounceDelay to 500+, enable useCache, or set autoTrigger to false and use the manual keybinding.

Faster suggestions — lower maxPromptTokens to 256 and maxCompletionTokens to 128.

Single-line only — set multilineCompletion to false for quick one-liner suggestions.

Language-specific stop sequences — add sequences like "\nclass " or "\ndef " to stopSequences to prevent completions from spilling into the next function or class.

Restrict to certain languages — set enabledLanguages to e.g. ["typescript", "python"] to avoid triggering in markdown or JSON files.


Privacy & Security

  • Your API key is stored in the OS keychain via VS Code's SecretStorage API — it is never written to settings.json or any plain-text file.
  • Code context is sent to Anthropic's API for completion. Review Anthropic's privacy policy for details on data handling.
  • No telemetry is collected by this extension.

Requirements

  • VS Code 1.85.0 or later
  • An Anthropic API key

License

MIT

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