RRepoGEO

REPOGEO REPORT · LITE

chmod777john/swarm-ide

Default branch chore/specs-mvp · commit e72fcb1c · scanned 6/19/2026, 7:08:15 AM

GitHub: 1,487 stars · 170 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)

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

AI VISIBILITY SCORE
28 /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
2 / 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 chmod777john/swarm-ide, 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 README's opening to clarify AI agent focus

    Why:

    CURRENT
    # Swarm-IDE: 自组织的Agent蜂群
    COPY-PASTE FIX
    # Swarm-IDE: 自组织的Agent蜂群

Swarm-IDE 是一个专为 AI Agent 蜂群设计的集成开发环境 (IDE)，支持 Kimi-2.5, GLM-4.7 等主流大模型，提供可视化编排、实时通信与人机协作功能。
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    agent-swarm, multi-agent-system, ide, llm, ai-agents, orchestration, visualization, kimi, glm
  • highlicense#3
    Add a standard open-source LICENSE file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.

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 chmod777john/swarm-ide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 3×
  2. grafana/grafana · recommended 1×
  3. prometheus/prometheus · recommended 1×
  4. wandb/wandb · recommended 1×
  5. tensorflow/tensorboard · recommended 1×
  • CATEGORY QUERY
    What tools help manage and visualize collaborative AI agent swarms effectively?
    you: not recommended
    AI recommended (in order):
    1. Ray Dashboard (ray-project/ray)
    2. Ray Serve (ray-project/ray)
    3. Ray Tune (ray-project/ray)
    4. Grafana (grafana/grafana)
    5. Prometheus (prometheus/prometheus)
    6. Weights & Biases (wandb/wandb)
    7. TensorBoard (tensorflow/tensorboard)
    8. NetLogo
    9. Anylogic

    AI recommended 9 alternatives but never named chmod777john/swarm-ide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build and orchestrate dynamic AI agent teams with human oversight?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. Haystack
    6. OpenAI Assistants API
    7. Rasa

    AI recommended 7 alternatives but never named chmod777john/swarm-ide. 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 chmod777john/swarm-ide?
    pass
    AI did not name chmod777john/swarm-ide — 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 chmod777john/swarm-ide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chmod777john/swarm-ide 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 chmod777john/swarm-ide solve, and who is the primary audience?
    pass
    AI named chmod777john/swarm-ide explicitly

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

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chmod777john/swarm-ide — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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