RRepoGEO

REPOGEO REPORT · LITE

jina-ai/agentchain

Default branch main · commit 55f2d9fc · scanned 6/13/2026, 10:12:43 AM

GitHub: 610 stars · 55 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 jina-ai/agentchain, 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 opening to explicitly state its framework category

    Why:

    CURRENT
    AgentChain uses Large Language Models (LLMs) for planning and orchestrating multiple Agents or Large Models (LMs) for accomplishing sophisticated tasks. AgentChain is fully multimodal: it accepts text, image, audio, tabular data as input and output.
    COPY-PASTE FIX
    AgentChain is a robust framework for planning and orchestrating multiple AI agents and large models (LMs) to accomplish sophisticated, multimodal tasks. It leverages Large Language Models (LLMs) as the brain, accepting and generating text, image, audio, and tabular data.
  • hightopics#2
    Refine topics to be more specific to agent orchestration frameworks

    Why:

    CURRENT
    artificial-intelligence, blip, langchain, llm, machine-learning, multimodal, nlproc, stable-diffusion, whisper
    COPY-PASTE FIX
    ai-agents, llm-orchestration, agent-framework, multimodal-ai, workflow-automation, large-language-models, machine-learning, artificial-intelligence
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the official project website or documentation URL (e.g., 'https://jina.ai/agentchain' or 'https://docs.jina.ai/agentchain') to the repository's homepage field.

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 jina-ai/agentchain
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 2×
  4. Haystack · recommended 2×
  5. AutoGPT · recommended 2×
  • CATEGORY QUERY
    What framework helps orchestrate various AI agents for multimodal data processing?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. OpenAI Assistants API
    7. CrewAI

    AI recommended 7 alternatives but never named jina-ai/agentchain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for chaining large language models to automate complex decision-making processes?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT

    AI recommended 5 alternatives but never named jina-ai/agentchain. 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 jina-ai/agentchain?
    pass
    AI named jina-ai/agentchain explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite