RRepoGEO

REPOGEO REPORT · LITE

TesslateAI/OpenSail

Default branch main · commit bc6cf79f · scanned 6/10/2026, 7:01:59 AM

GitHub: 573 stars · 94 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 TesslateAI/OpenSail, 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 'about' description for explicit categorization

    Why:

    CURRENT
    OpenSail is the open-source alternative to Codex App, Claude Desktop, Cursor, and Cowork for agentic software work.
    COPY-PASTE FIX
    OpenSail is a self-hosted, open-source desktop application and platform for building, running, and managing AI agents and workflows.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Comparison to Alternatives', that explicitly lists Codex App, Claude Desktop, Cursor, and Cowork, and highlights OpenSail's unique value proposition as a self-hosted, open-source desktop platform for AI agents, differentiating it from general workflow tools or MLOps platforms.
  • lowreadme#3
    Explicitly state 'desktop application' and 'self-hosted' in the README's first paragraph

    Why:

    CURRENT
    OpenSail is the open-source alternative to Codex App, Claude Desktop, Cursor, and Cowork for agentic software work.
    COPY-PASTE FIX
    OpenSail is a self-hosted, open-source desktop application and platform for agentic software work, serving as an alternative to Codex App, Claude Desktop, Cursor, and Cowork.

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 TesslateAI/OpenSail
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AgentForge
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AgentForge · recommended 1×
  2. OpenRPA · recommended 1×
  3. Node-RED · recommended 1×
  4. KNIME Analytics Platform · recommended 1×
  5. Orange · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source desktop application to build and manage AI agents and workflows.
    you: not recommended
    AI recommended (in order):
    1. AgentForge
    2. OpenRPA
    3. Node-RED
    4. KNIME Analytics Platform
    5. Orange
    6. Apache NiFi

    AI recommended 6 alternatives but never named TesslateAI/OpenSail. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a self-hosted platform for developing and deploying AI automation agents on my infrastructure.
    you: not recommended
    AI recommended (in order):
    1. Kubeflow
    2. MLflow
    3. OpenShift AI
    4. H2O.ai H2O Wave
    5. CML (Continuous Machine Learning)
    6. Pachyderm

    AI recommended 6 alternatives but never named TesslateAI/OpenSail. 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 TesslateAI/OpenSail?
    pass
    AI named TesslateAI/OpenSail explicitly

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

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