RRepoGEO

REPOGEO REPORT · LITE

kdcokenny/opencode-workspace

Default branch main · commit 4451c688 · scanned 6/21/2026, 1:07:28 PM

GitHub: 507 stars · 38 forks

AI VISIBILITY SCORE
28 /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
2 / 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 kdcokenny/opencode-workspace, 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 H1 and opening paragraph to specify category

    Why:

    CURRENT
    # opencode-workspace

Bundled multi-agent orchestration harness for OpenCode. One install, complete control.
    COPY-PASTE FIX
    # opencode-workspace: A Self-Contained AI Agent Development Environment & Orchestration Toolkit

This repository provides `opencode-workspace`, a **self-contained, bundled AI agent development environment and orchestration toolkit.** It offers a complete harness of 16 pre-configured components – including plugins, agents, servers, and skills – designed for rapid prototyping, testing, and deployment of multi-agent workflows. Get started with one install and gain complete control over your AI development lifecycle.
  • mediumtopics#2
    Add more specific topics for AI agent development and orchestration

    Why:

    CURRENT
    ai, developer-tools, opencode, opencode-plugin, planning
    COPY-PASTE FIX
    ai, developer-tools, opencode, opencode-plugin, planning, ai-agents, multi-agent-systems, ai-orchestration, ai-development-environment
  • lowhomepage#3
    Add the project homepage to the repository metadata

    Why:

    COPY-PASTE FIX
    https://tweakoc.com/h/kdco-workspace

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 kdcokenny/opencode-workspace
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Microsoft Semantic Kernel · recommended 1×
  4. AutoGPT · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    What are the best platforms for orchestrating multiple AI agents for development workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. LlamaIndex
    4. AutoGPT
    5. Haystack
    6. CrewAI
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named kdcokenny/opencode-workspace. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a bundled AI toolkit to manage planning, coding, and code review agents.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Enterprise
    3. OpenAI API
    4. LangChain
    5. LlamaIndex
    6. CodiumAI
    7. Smol-developer
    8. GPTEngineer

    AI recommended 8 alternatives but never named kdcokenny/opencode-workspace. 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 kdcokenny/opencode-workspace?
    pass
    AI named kdcokenny/opencode-workspace explicitly

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

  • If a team adopts kdcokenny/opencode-workspace in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kdcokenny/opencode-workspace 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 kdcokenny/opencode-workspace solve, and who is the primary audience?
    pass
    AI did not name kdcokenny/opencode-workspace — likely talking about a different project

    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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  • Brand-free category queries5 vs 2 in Lite
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