RRepoGEO

REPOGEO REPORT · LITE

openai/harmony

Default branch main · commit abd677f7 · scanned 5/15/2026, 12:17:42 PM

GitHub: 4,376 stars · 280 forks

AI VISIBILITY SCORE
35 /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
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 openai/harmony, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify purpose as LLM response format renderer

    Why:

    CURRENT
    The [gpt-oss models][gpt-oss] were trained on the [harmony response format][harmony-format] for defining conversation structures, generating reasoning output and structuring function calls.
    COPY-PASTE FIX
    This repository provides the **renderer and specification** for the **Harmony response format**, designed for OpenAI's open-weight model series `gpt-oss`. Harmony enables `gpt-oss` to define complex conversation structures, generate reasoning outputs, and structure function calls, offering a specialized alternative to generic data formats like JSON or YAML for LLM outputs.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://gpt-oss.com

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 openai/harmony
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
YAML
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. YAML · recommended 2×
  2. JSON Schema · recommended 1×
  3. pydantic/pydantic · recommended 1×
  4. OpenAPI Specification · recommended 1×
  5. Swagger · recommended 1×
  • CATEGORY QUERY
    How to structure LLM responses for complex conversations and tool use?
    you: not recommended
    AI recommended (in order):
    1. JSON Schema
    2. Pydantic (pydantic/pydantic)
    3. OpenAPI Specification
    4. Swagger
    5. YAML
    6. PyYAML (yaml/pyyaml)
    7. XML
    8. XSD
    9. Google Protocol Buffers (protocolbuffers/protobuf)
    10. GraphQL Schema Definition Language
    11. Markdown
    12. markdown-it (markdown-it/markdown-it)
    13. commonmark (commonmark/commonmark.py)

    AI recommended 13 alternatives but never named openai/harmony. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are common formats for structuring open-source model outputs for custom inference?
    you: not recommended
    AI recommended (in order):
    1. JSON
    2. Protocol Buffers
    3. YAML
    4. CSV
    5. Apache Avro
    6. Parquet
    7. Plain Text/String

    AI recommended 7 alternatives but never named openai/harmony. 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 openai/harmony?
    pass
    AI named openai/harmony explicitly

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

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

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

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openai/harmony — 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