REPOGEO REPORT · LITE

twinnydotdev/twinny

Default branch main · commit 193d14c0 · scanned 6/24/2026, 11:11:54 AM

GitHub: 3,628 stars · 225 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface twinnydotdev/twinny, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition the README's opening statement to highlight core differentiators

Why:

CURRENT

# Twinny

Twinny is a free AI extension for Visual Studio Code, offering powerful AI-assisted coding features.

COPY-PASTE FIX

# Twinny

The most no-nonsense, locally or API-hosted AI code completion plugin for Visual Studio Code. Twinny offers powerful AI-assisted coding features, like GitHub Copilot but 100% free and privacy-focused.

mediumtopics#2

Add specific topics for 'self-hosted' and 'local models'

Why:

CURRENT

artificial-intelligence, code-chat, code-completion, code-generation, codellama, copilot, free, llama2, llamacpp, ollama, ollama-api, ollama-chat, private, symmetry, vscode-extension

COPY-PASTE FIX

artificial-intelligence, code-chat, code-completion, code-generation, codellama, copilot, free, llama2, llamacpp, ollama, ollama-api, ollama-chat, private, symmetry, vscode-extension, self-hosted, local-llm, offline-ai

mediumreadme#3

Add a dedicated section comparing Twinny to alternatives

Why:

COPY-PASTE FIX

## Why Choose Twinny?

Twinny stands out as a privacy-first, open-source AI coding assistant that runs entirely locally within your IDE. Unlike many commercial alternatives that rely on cloud-based AI services, Twinny empowers you with full control over your code and data, leveraging local Large Language Models for code completion, chat, and more. It's like GitHub Copilot, but completely free, open-source, and designed for maximum privacy and local control.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface twinnydotdev/twinny

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Tabnine

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Tabnine · recommended 2×
CodeGPT · recommended 2×
Ollama · recommended 2×
LM Studio · recommended 2×
Continue · recommended 2×

CATEGORY QUERY
Looking for a free, self-hosted AI code completion plugin for Visual Studio Code.
you: not recommended
AI recommended (in order):
1. Tabnine
2. CodeGPT
3. Ollama
4. LM Studio
5. Continue
AI recommended 5 alternatives but never named twinnydotdev/twinny. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are good VS Code extensions for AI code generation and chat, supporting local models?
you: not recommended
AI recommended (in order):
1. Continue
2. Ollama
3. LM Studio
4. Llama.cpp
5. CodeGPT
6. Tabnine
7. LocalAI
8. Generic AI Chat
AI recommended 8 alternatives but never named twinnydotdev/twinny. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of twinnydotdev/twinny?
pass
AI named twinnydotdev/twinny explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts twinnydotdev/twinny in production, what risks or prerequisites should they evaluate first?
pass
AI named twinnydotdev/twinny explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo twinnydotdev/twinny solve, and who is the primary audience?
pass
AI named twinnydotdev/twinny explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/twinnydotdev/twinny.svg)](https://repogeo.com/en/r/twinnydotdev/twinny)

HTML

<a href="https://repogeo.com/en/r/twinnydotdev/twinny"><img src="https://repogeo.com/badge/twinnydotdev/twinny.svg" alt="RepoGEO" /></a>

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twinnydotdev/twinny — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite