REPOGEO REPORT · LITE

numman-ali/cc-mirror

Default branch main · commit e0e6f289 · scanned 6/25/2026, 9:56:45 AM

GitHub: 2,241 stars · 292 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

35 /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

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 numman-ali/cc-mirror, 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 README H1 to clarify project's core purpose
Why:
CURRENT
```
# CC-MIRROR
```
COPY-PASTE FIX
```
# CC-MIRROR: Isolated AI Coding Variants & LLM Provider Management
```

hightopics#2

Add relevant topics to improve categorization

Why:

CURRENT

(none)

COPY-PASTE FIX

llm, ai, code-generation, claude, minimax, openrouter, litellm, development-environment, cli, javascript

mediumhomepage#3
Add a homepage URL
Why:
CURRENT
```
(none)
```
COPY-PASTE FIX
```
https://www.npmjs.com/package/cc-mirror
```

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 numman-ali/cc-mirror

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

venv

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

venv · recommended 1×
conda/conda · recommended 1×
Docker · recommended 1×
containers/podman · recommended 1×
VirtualBox · recommended 1×

CATEGORY QUERY
How can I set up isolated development environments for different AI coding models?
you: not recommended
AI recommended (in order):
1. venv
2. conda (conda/conda)
3. Docker
4. Podman (containers/podman)
5. VirtualBox
6. VMware Workstation Player
7. VMware Fusion
8. Google Cloud Workstations
9. AWS Cloud9
10. GitHub Codespaces
AI recommended 10 alternatives but never named numman-ali/cc-mirror. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools allow integrating various LLM providers for code generation workflows?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. OpenAI API
5. Anthropic API
6. Google Gemini API
7. LiteLLM
8. MindsDB
AI recommended 8 alternatives but never named numman-ali/cc-mirror. 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 numman-ali/cc-mirror?
pass
AI named numman-ali/cc-mirror explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts numman-ali/cc-mirror in production, what risks or prerequisites should they evaluate first?
pass
AI named numman-ali/cc-mirror 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 numman-ali/cc-mirror solve, and who is the primary audience?
pass
AI named numman-ali/cc-mirror 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)

[![RepoGEO](https://repogeo.com/badge/numman-ali/cc-mirror.svg)](https://repogeo.com/en/r/numman-ali/cc-mirror)

HTML

<a href="https://repogeo.com/en/r/numman-ali/cc-mirror"><img src="https://repogeo.com/badge/numman-ali/cc-mirror.svg" alt="RepoGEO" /></a>

Pro

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numman-ali/cc-mirror — 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