RRepoGEO

REPOGEO REPORT · LITE

lcomplete/huntly

Default branch main · commit 370beef1 · scanned 5/21/2026, 8:32:18 PM

GitHub: 2,322 stars · 193 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 lcomplete/huntly, 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
    Explicitly state Huntly's core category in the README's opening

    Why:

    CURRENT
    Self-hosted information hub with a powerful browser extension that captures, processes, and organizes web content using AI — turning your browsing into actionable knowledge.
    COPY-PASTE FIX
    Huntly is a **self-hosted Personal Knowledge Management (PKM) system** and AI-powered information hub with a powerful browser extension that captures, processes, and organizes web content, turning your browsing into actionable knowledge.
  • mediumtopics#2
    Expand repository topics to include core functionalities and categories

    Why:

    CURRENT
    extension-chrome, github, pocket, react, rss, rssreader, selfhosted, twitter
    COPY-PASTE FIX
    extension-chrome, github, pocket, react, rss, rssreader, selfhosted, twitter, knowledge-management, pkm, read-it-later, web-archiving, ai-assistant, summarization
  • lowcomparison#3
    Add a 'Why Huntly?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Huntly?

Huntly stands apart from generic AI frameworks and simple RSS readers by offering a comprehensive, self-hosted Personal Knowledge Management (PKM) system that integrates AI processing, web archiving, and full-text search for actionable knowledge.

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 lcomplete/huntly
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cpacker/MemGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. cpacker/MemGPT · recommended 1×
  2. docarray/docarray · recommended 1×
  3. jina-ai/jina · recommended 1×
  4. deepset-ai/haystack · recommended 1×
  5. go-skynet/LocalAI · recommended 1×
  • CATEGORY QUERY
    How can I self-host an AI tool to organize and summarize web content?
    you: not recommended
    AI recommended (in order):
    1. MemGPT (cpacker/MemGPT)
    2. DocArray (docarray/docarray)
    3. Jina (jina-ai/jina)
    4. Haystack (deepset-ai/haystack)
    5. LocalAI (go-skynet/LocalAI)
    6. OpenWebUI (open-webui/open-webui)
    7. Ollama (ollama/ollama)
    8. TiddlyWiki (TiddlyWiki/TiddlyWiki5)

    AI recommended 8 alternatives but never named lcomplete/huntly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good self-hosted solutions for aggregating and analyzing information from various online sources?
    you: not recommended
    AI recommended (in order):
    1. RSS-Bridge
    2. FreshRSS
    3. Tiny Tiny RSS
    4. Huginn
    5. Apache Metron
    6. Apache NiFi
    7. Kafka
    8. Storm
    9. Elasticsearch
    10. Grafana
    11. Prometheus
    12. InfluxDB
    13. Scrapy
    14. PostgreSQL

    AI recommended 14 alternatives but never named lcomplete/huntly. 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 lcomplete/huntly?
    pass
    AI named lcomplete/huntly explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts lcomplete/huntly in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lcomplete/huntly 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 lcomplete/huntly solve, and who is the primary audience?
    pass
    AI named lcomplete/huntly explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
lcomplete/huntly — RepoGEO report