REPOGEO REPORT · LITE

SamurAIGPT/llm-wiki-agent

Default branch main · commit f837f5bd · scanned 6/20/2026, 2:27:51 AM

GitHub: 2,990 stars · 352 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

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 SamurAIGPT/llm-wiki-agent, 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 clarify its core function

Why:

CURRENT

# LLM Wiki Agent

[](LICENSE)

**A coding agent skill.** Drop source documents into `raw/` and tell the agent to ingest them — it reads them, extracts knowledge, and builds a persistent interlinked wiki. Every new source makes the wiki richer. You never write it.

COPY-PASTE FIX

# LLM Wiki Agent

[](LICENSE)

**An autonomous personal knowledge base.** Drop source documents into `raw/` and tell the agent to ingest them — it reads them, extracts knowledge, and builds a persistent interlinked wiki. Every new source makes the wiki richer. You never write it.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/SamurAIGPT/llm-wiki-agent#readme
```

mediumreadme#3

Add a 'Why LLM Wiki Agent?' section to differentiate from competitors

Why:

COPY-PASTE FIX

## Why LLM Wiki Agent?

Unlike manual knowledge bases like Obsidian or Logseq, the LLM Wiki Agent autonomously reads your documents, extracts knowledge, and builds a structured, interlinked wiki for you. It handles cross-referencing, flags contradictions, and synthesizes information, so you never have to write or organize it yourself. Unlike raw AI frameworks such as LlamaIndex or Haystack, this is a complete, ready-to-use product for personal knowledge management.

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 SamurAIGPT/llm-wiki-agent

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Obsidian

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Obsidian · recommended 1×
Logseq · recommended 1×
TiddlyWiki · recommended 1×
Notion · recommended 1×
Zapier · recommended 1×

CATEGORY QUERY
How to automatically create and maintain an interlinked personal wiki from various sources?
you: not recommended
AI recommended (in order):
1. Obsidian
2. Logseq
3. TiddlyWiki
4. Notion
5. Zapier
6. Make
7. Roam Research
8. Joplin
9. Dendron
AI recommended 9 alternatives but never named SamurAIGPT/llm-wiki-agent. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What AI tools can autonomously extract, synthesize, and organize knowledge from my documents?
you: not recommended
AI recommended (in order):
1. MemGPT (cpacker/MemGPT)
2. LlamaIndex (run-llama/llama_index)
3. Haystack (deepset-ai/haystack)
4. Azure AI Document Intelligence
5. Google Cloud Document AI
6. Kensho Scribe
AI recommended 6 alternatives but never named SamurAIGPT/llm-wiki-agent. 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 SamurAIGPT/llm-wiki-agent?
pass
AI named SamurAIGPT/llm-wiki-agent explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts SamurAIGPT/llm-wiki-agent in production, what risks or prerequisites should they evaluate first?
pass
AI named SamurAIGPT/llm-wiki-agent 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 SamurAIGPT/llm-wiki-agent solve, and who is the primary audience?
pass
AI named SamurAIGPT/llm-wiki-agent 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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SamurAIGPT/llm-wiki-agent — 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