REPOGEO REPORT · LITE

ggml-org/llama.vscode

Default branch master · commit 89f1212c · scanned 6/29/2026, 5:36:49 AM

GitHub: 1,413 stars · 138 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)

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

AI VISIBILITY SCORE

28 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 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 ggml-org/llama.vscode, 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 H1 to highlight local LLM, chat, and agent capabilities
Why:
CURRENT
```
# llama.vscode
```
COPY-PASTE FIX
```
# llama.vscode: Local LLM-powered Code Completion, Chat, and Agent for VS Code
```

mediumtopics#2

Add more specific topics related to local LLMs, code completion, and AI agents

Why:

CURRENT

copilot, developer-tool, extension, llama, llm, vscode

COPY-PASTE FIX

copilot, developer-tool, extension, llama, llm, vscode, local-llm, code-completion, ai-agent, offline-ai

lowhomepage#3
Add the VS Code Marketplace link as the repository homepage
Why:
COPY-PASTE FIX
```
https://marketplace.visualstudio.com/items?itemName=ggml-org.llama-vscode
```

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 ggml-org/llama.vscode

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 1×
Continue · recommended 1×
Ollama · recommended 1×
Local AI Code Completion · recommended 1×

CATEGORY QUERY
What are the best VS Code extensions for local LLM-powered code completion?
you: not recommended
AI recommended (in order):
1. CodeGPT
2. Continue
3. Ollama
4. Tabnine
5. Local AI Code Completion
AI recommended 5 alternatives but never named ggml-org/llama.vscode. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I get an AI coding agent and chat assistant locally in VS Code?
you: not recommended
AI recommended (in order):
1. Code Llama
2. Ollama (ollama/ollama)
3. LM Studio
4. Continue (Continue-team/continue)
5. CodeGPT (davila7/code-gpt)
6. LocalAI (go-skynet/LocalAI)
7. Tabnine
8. FauxPilot (fauxpilot/fauxpilot)
AI recommended 8 alternatives but never named ggml-org/llama.vscode. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
Suggestion:
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 ggml-org/llama.vscode?
pass
AI did not name ggml-org/llama.vscode — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ggml-org/llama.vscode in production, what risks or prerequisites should they evaluate first?
pass
AI named ggml-org/llama.vscode 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 ggml-org/llama.vscode solve, and who is the primary audience?
pass
AI named ggml-org/llama.vscode explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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HTML

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ggml-org/llama.vscode — 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