RRepoGEO

REPOGEO REPORT · LITE

open-gitagent/gitagent-protocol

Default branch main · commit 9cab16ea · scanned 5/25/2026, 2:53:40 AM

GitHub: 2,789 stars · 337 forks

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 open-gitagent/gitagent-protocol, 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
  • hightopics#1
    Refine repository topics to emphasize 'protocol' and 'standard'

    Why:

    CURRENT
    agent, agent-framework, agent-skills, agents, assistant, claude-code, gitagent, open-standard, openclaw, skills
    COPY-PASTE FIX
    agent, agent-skills, assistant, claude-code, gitagent, open-standard, openclaw, skills, protocol, specification, interoperability, git-native
  • highreadme#2
    Add a 'What OpenGAP is NOT' section to explicitly differentiate

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'Why', titled 'What OpenGAP is NOT' or 'OpenGAP vs. X'. Content could be: 'OpenGAP is **not an AI framework** like LangChain, LlamaIndex, or CrewAI. It is a **protocol and standard** that allows *any* agent defined within *any* framework to be managed and versioned using Git. Similarly, it is **not a data versioning tool** like DVC or MLflow; its focus is on the definition and lifecycle of AI agents themselves, not large datasets.'
  • mediumreadme#3
    Enhance the README's opening statement for immediate positioning

    Why:

    CURRENT
    OpenGAP (the Git Agent Protocol) is a framework-agnostic, git-native standard for defining AI agents. Clone a repo, get an agent. `opengap` is its reference CLI.
    COPY-PASTE FIX
    OpenGAP (the Git Agent Protocol) is the **open standard for defining AI agents** that ensures **interoperability across all AI frameworks** (e.g., LangChain, CrewAI, AutoGen) by leveraging git-native version control. Clone a repo, get an agent. `opengap` is its reference CLI.

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 open-gitagent/gitagent-protocol
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mlflow/mlflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. mlflow/mlflow · recommended 2×
  2. Farama-Foundation/Gymnasium · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. run-llama/llama_index · recommended 1×
  5. onnx/onnx · recommended 1×
  • CATEGORY QUERY
    How to define AI agents universally across different frameworks for better portability?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym/Farama Gymnasium (Farama-Foundation/Gymnasium)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. MLflow (mlflow/mlflow)
    5. ONNX (onnx/onnx)
    6. PMML
    7. Docker
    8. Kubernetes (kubernetes/kubernetes)

    AI recommended 8 alternatives but never named open-gitagent/gitagent-protocol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to manage AI agent definitions with git-native version control and collaboration.
    you: not recommended
    AI recommended (in order):
    1. DVC (iterative/dvc)
    2. Git LFS (git-lfs/git-lfs)
    3. MLflow (mlflow/mlflow)
    4. Weights & Biases (wandb/wandb)
    5. Pachyderm (pachyderm/pachyderm)
    6. Git Submodules
    7. Git Subtrees
    8. GitHub
    9. GitLab
    10. Bitbucket

    AI recommended 10 alternatives but never named open-gitagent/gitagent-protocol. 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 open-gitagent/gitagent-protocol?
    pass
    AI named open-gitagent/gitagent-protocol explicitly

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

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

    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