RRepoGEO

REPOGEO REPORT · LITE

jnMetaCode/agency-orchestrator

Default branch main · commit d0a55825 · scanned 6/28/2026, 3:16:47 AM

GitHub: 1,507 stars · 212 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 jnMetaCode/agency-orchestrator, 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
    Strengthen English README's opening statement

    Why:

    CURRENT
    # Agency Orchestrator

**中文** | [English](./README.en.md)

> **一句话，让多个 AI 角色自动协作，几分钟出完整方案。**
    COPY-PASTE FIX
    # Agency Orchestrator

**中文** | [English](./README.en.md)

🚀 Agency Orchestrator is a multi-AI-role collaboration platform that generates complete plans in minutes from a single sentence. Built on the agency-agents role library (216+ experts), it features zero-code YAML, a web Studio with visual workflow design, a desktop app, and supports 10 LLM providers (7 free).
  • mediumtopics#2
    Add topics for visual and no-code AI workflow design

    Why:

    CURRENT
    agency-agents, agent-orchestration, ai-agents, autogen-alternative, claude, codex, copilot, crewai-alternative, cursor, deepseek, gemini-cli, langgraph-alternative, mcp-server, multi-agent, no-api-key, ollama, openai, orchestrator, workflow, yaml-workflow
    COPY-PASTE FIX
    agency-agents, agent-orchestration, ai-agents, autogen-alternative, claude, codex, copilot, crewai-alternative, cursor, deepseek, gemini-cli, langgraph-alternative, mcp-server, multi-agent, no-api-key, ollama, openai, orchestrator, workflow, yaml-workflow, visual-workflow-designer, no-code-ai-agents, ai-workflow-builder
  • lowreadme#3
    Add a 'Why Agency Orchestrator?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    ## Why Agency Orchestrator?

Unlike general AI frameworks (e.g., LangChain, LlamaIndex) or basic agent systems (e.g., AutoGPT), Agency Orchestrator focuses on high-level, declarative orchestration of multi-AI-role collaboration. We offer:
*   **Zero-code YAML & Visual Studio:** Design complex workflows without programming.
*   **216+ Pre-built Expert Roles:** Leverage a rich library of specialized AI agents.
*   **Complete Plan Generation:** Go from a single sentence to a detailed plan in minutes.
*   **Multi-LLM Support:** Connect to 10 LLM providers, including 7 free options.
(Expand this section with more details on meta-programming and declarative approach as identified by the AI.)

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 jnMetaCode/agency-orchestrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Haystack · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    Need a system to quickly generate detailed plans by coordinating multiple AI roles.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. CrewAI

    AI recommended 7 alternatives but never named jnMetaCode/agency-orchestrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best no-code tools for visually designing AI agent workflows?
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Botpress
    3. Cognigy.AI
    4. Teneo
    5. Zapier Interfaces
    6. Bubble

    AI recommended 6 alternatives but never named jnMetaCode/agency-orchestrator. 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 jnMetaCode/agency-orchestrator?
    pass
    AI named jnMetaCode/agency-orchestrator explicitly

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

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

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

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jnMetaCode/agency-orchestrator — 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