RRepoGEO

REPOGEO REPORT · LITE

eracle/OpenOutreach

Default branch main · commit eac5813d · scanned 6/30/2026, 10:22:58 PM

GitHub: 2,290 stars · 438 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 eracle/OpenOutreach, 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 core value proposition to the README's H1

    Why:

    CURRENT
    # Demo:
    COPY-PASTE FIX
    # OpenOutreach: Self-Hosted, Open-Source AI for LinkedIn B2B Lead Generation & Outreach
  • mediumlicense#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms found in the [LICENSE](LICENSE) file. Please review it for specific usage rights and restrictions.
  • lowcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## OpenOutreach vs. Commercial Alternatives
Unlike proprietary SaaS solutions such as Apollo.io, Expandi, or Sales Navigator, OpenOutreach offers a self-hosted, open-source platform. This gives you full control over your data, infrastructure, and customization, avoiding vendor lock-in and recurring subscription fees while leveraging advanced AI for autonomous lead discovery and outreach.

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 eracle/OpenOutreach
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apollo.io
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apollo.io · recommended 1×
  2. Sales Navigator · recommended 1×
  3. Expandi · recommended 1×
  4. Waalaxy · recommended 1×
  5. PhantomBuster · recommended 1×
  • CATEGORY QUERY
    How to automate LinkedIn outreach and find B2B leads using AI?
    you: not recommended
    AI recommended (in order):
    1. Apollo.io
    2. Sales Navigator
    3. Expandi
    4. Waalaxy
    5. PhantomBuster
    6. Lusha
    7. Hunter.io
    8. LeadIQ

    AI recommended 8 alternatives but never named eracle/OpenOutreach. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted open-source tool to scrape LinkedIn profiles for marketing outreach?
    you: not recommended
    AI recommended (in order):
    1. LinkedIn Sales Navigator
    2. LinkedIn Ads

    AI recommended 2 alternatives but never named eracle/OpenOutreach. 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 eracle/OpenOutreach?
    pass
    AI named eracle/OpenOutreach explicitly

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

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