RRepoGEO

REPOGEO REPORT · LITE

eracle/OpenOutreach

Default branch main · commit ecdf2444 · scanned 5/19/2026, 12:48:00 PM

GitHub: 1,842 stars · 327 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
  • highabout#1
    Update the project description to emphasize 'platform' and 'AI-driven solution'

    Why:

    CURRENT
    Linkedin Automation Tool: Describe your product. Define your target market. The AI finds the leads for you.
    COPY-PASTE FIX
    Self-hosted, open-source AI platform for B2B LinkedIn lead generation and automated outreach. Describe your product & target market; the AI autonomously finds, qualifies, and contacts leads.
  • highreadme#2
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## OpenOutreach vs. Alternatives', that directly addresses how it differs from SaaS tools (self-hosted, open-source, AI-driven lead discovery) and from low-level libraries (complete end-to-end solution, not just a component). For example: 'Unlike SaaS tools like LinkedHelper 2 or PhantomBuster, OpenOutreach is self-hosted and open-source, giving you full control. Unlike libraries such as Playwright or Puppeteer, OpenOutreach is a complete, AI-driven platform for autonomous lead discovery and multi-turn outreach, not just a scraping component.'
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a line to the README, e.g., '## License \n This project is licensed under [describe the actual license(s) found in the LICENSE file, e.g., 'a custom license combining GPL-3.0 and Apache-2.0 terms']. Please refer to the `LICENSE` file for full details.'

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
LinkedHelper 2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LinkedHelper 2 · recommended 1×
  2. PhantomBuster · recommended 1×
  3. Puppeteer · recommended 1×
  4. Playwright · recommended 1×
  5. Selenium · recommended 1×
  • CATEGORY QUERY
    How can I automate LinkedIn outreach and lead discovery using AI for B2B sales?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted open-source solution to automate LinkedIn profile scraping and outreach.
    you: not recommended
    AI recommended (in order):
    1. LinkedHelper 2
    2. PhantomBuster
    3. Puppeteer
    4. Playwright
    5. Selenium
    6. Apify
    7. Scrapy

    AI recommended 7 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

Drop this badge into the README of eracle/OpenOutreach. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/eracle/OpenOutreach"><img src="https://repogeo.com/badge/eracle/OpenOutreach.svg" alt="RepoGEO" /></a>
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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
eracle/OpenOutreach — RepoGEO report