RRepoGEO

REPOGEO REPORT · LITE

unclebob/swarm-forge

Default branch main · commit ed04594f · scanned 6/6/2026, 2:02:33 AM

GitHub: 791 stars · 86 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 unclebob/swarm-forge, 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
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, agent-orchestration, multi-agent-systems, software-engineering, tmux, git-worktrees
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of a standard open-source license, such as MIT.
  • mediumabout#3
    Refine the repository description

    Why:

    CURRENT
    A simple tool for coordinating several AI agents.
    COPY-PASTE FIX
    A disciplined tmux-based platform for orchestrating AI agent swarms in software engineering.

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 unclebob/swarm-forge
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. CrewAI · recommended 2×
  3. Haystack · recommended 2×
  4. AutoGen · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    Looking for a tool to orchestrate several AI agents collaborating on a shared software engineering task.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. Semantic Kernel

    AI recommended 6 alternatives but never named unclebob/swarm-forge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms facilitate structured communication and role management for a team of AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. Haystack
    4. AutoGPT
    5. OpenAI Assistants API
    6. CrewAI

    AI recommended 6 alternatives but never named unclebob/swarm-forge. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 unclebob/swarm-forge?
    pass
    AI named unclebob/swarm-forge explicitly

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

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

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

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unclebob/swarm-forge — 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