RRepoGEO

REPOGEO REPORT · LITE

GammaLabTechnologies/harmonist

Default branch main · commit 0fa10261 · scanned 5/28/2026, 5:26:25 AM

GitHub: 1,928 stars · 362 forks

AI VISIBILITY SCORE
27 /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
1 / 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 GammaLabTechnologies/harmonist, 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's H3 to immediately clarify its category and unique value

    Why:

    CURRENT
    ### Portable AI agent orchestration with mechanical protocol enforcement
    COPY-PASTE FIX
    ### The multi-agent framework for AI coding assistants with mechanical protocol enforcement.
  • mediumtopics#2
    Add more specific topics to highlight the target audience and core differentiator

    Why:

    CURRENT
    agent-framework, agent-system, ai-agents, claude-code, cursor-ide, llm, multi-agent-framework, orchestration, prompt-engineering, python
    COPY-PASTE FIX
    agent-framework, agent-system, ai-agents, claude-code, cursor-ide, llm, multi-agent-framework, orchestration, prompt-engineering, python, ai-coding-assistants, protocol-enforcement, agent-governance
  • mediumreadme#3
    Explicitly name and contrast with common alternatives in the 'What makes it different' section

    Why:

    COPY-PASTE FIX
    In the 'What makes it different' section, add a sentence like: 'Unlike general LLM orchestration frameworks such as LangChain or LlamaIndex, Harmonist focuses specifically on AI coding assistants and enforces protocols mechanically, rather than relying on prompt-based adherence.'

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 GammaLabTechnologies/harmonist
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. Guardrails AI · recommended 1×
  4. Pydantic · recommended 1×
  5. OpenAI Function Calling · recommended 1×
  • CATEGORY QUERY
    How can I ensure my AI agents strictly follow predefined protocols and rules?
    you: not recommended
    AI recommended (in order):
    1. Guardrails AI
    2. LangChain
    3. Pydantic
    4. LlamaIndex
    5. OpenAI Function Calling
    6. Microsoft Guidance
    7. Durable Rules
    8. TLA+

    AI recommended 8 alternatives but never named GammaLabTechnologies/harmonist. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are robust multi-agent orchestration frameworks for AI coding and development workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. Open Interpreter
    7. Marvin

    AI recommended 7 alternatives but never named GammaLabTechnologies/harmonist. 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 GammaLabTechnologies/harmonist?
    pass
    AI did not name GammaLabTechnologies/harmonist — 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?

  • If a team adopts GammaLabTechnologies/harmonist in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GammaLabTechnologies/harmonist 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 GammaLabTechnologies/harmonist solve, and who is the primary audience?
    pass
    AI did not name GammaLabTechnologies/harmonist — 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?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite