REPOGEO REPORT · LITE

Houseofmvps/codesight

Default branch main · commit 6946ca37 · scanned 5/20/2026, 2:13:08 PM

GitHub: 1,062 stars · 99 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

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 Houseofmvps/codesight, 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 explicitly state tool type

Why:

CURRENT

### Your AI assistant wastes thousands of tokens every conversation just figuring out your project. codesight fixes that in one command.

COPY-PASTE FIX

### codesight: The Universal AI Context Generator CLI Tool. Your AI assistant wastes thousands of tokens every conversation just figuring out your project. codesight fixes that in one command.

hightopics#2

Add more specific topics to reinforce core function and differentiate

Why:

CURRENT

ai, claude, cli, code-analysis, codebase, codex, context-engineering, copilot, cursor, developer-tools, llm, mcp, repo-map, token-savings

COPY-PASTE FIX

ai, claude, cli, code-analysis, codebase, codex, context-engineering, copilot, cursor, developer-tools, llm, mcp, repo-map, token-savings, code-context, token-optimization, prompt-engineering, developer-utility

mediumreadme#3

Add a "How codesight is Different" section to clarify positioning

Why:

COPY-PASTE FIX

## How codesight is Different
Unlike LLM frameworks (e.g., LlamaIndex, LangChain), codesight is a standalone CLI tool focused purely on generating optimal codebase context, not building LLM applications. It complements AI coding assistants (e.g., Copilot, Cursor) by feeding them precise, token-efficient context, rather than replacing them or being an IDE.

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 Houseofmvps/codesight

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LlamaIndex

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LlamaIndex · recommended 2×
LangChain · recommended 2×
VS Code · recommended 1×
GitHub Copilot · recommended 1×
Cursor · recommended 1×

CATEGORY QUERY
How can I reduce token usage when using AI coding assistants on large projects?
you: not recommended
AI recommended (in order):
1. VS Code
2. GitHub Copilot
3. Cursor
4. OpenAI API
5. Pinecone
6. Weaviate
7. ChromaDB
8. LlamaIndex
9. LangChain
10. Llama 3
11. CodeLlama
12. Ollama
13. vLLM
14. DeepSeek Coder
AI recommended 14 alternatives but never named Houseofmvps/codesight. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to generate concise, accurate codebase context for LLMs across various programming languages?
you: not recommended
AI recommended (in order):
1. LlamaIndex
2. LangChain
3. Tree-sitter
4. Universal Ctags / Exuberant Ctags
5. ast module
6. go/parser
7. typescript-eslint/typescript-estree
AI recommended 7 alternatives but never named Houseofmvps/codesight. 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 Houseofmvps/codesight?
pass
AI named Houseofmvps/codesight explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Houseofmvps/codesight in production, what risks or prerequisites should they evaluate first?
pass
AI named Houseofmvps/codesight 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 Houseofmvps/codesight solve, and who is the primary audience?
pass
AI named Houseofmvps/codesight 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/Houseofmvps/codesight.svg)](https://repogeo.com/en/r/Houseofmvps/codesight)

HTML

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

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Houseofmvps/codesight — 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