RRepoGEO

REPOGEO REPORT · LITE

revfactory/harness

Default branch main · commit cceac68e · scanned 6/30/2026, 10:47:54 PM

GitHub: 8,110 stars · 1,101 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
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 revfactory/harness, 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
    Clarify the README's opening sentence to immediately state its AI agent purpose

    Why:

    CURRENT
    Harness is a team-architecture factory for Claude Code.
    COPY-PASTE FIX
    Harness is an AI agent team-architecture factory for Claude Code, designed to generate specialized agents and their skills.
  • mediumtopics#2
    Add broader AI agent-related topics

    Why:

    CURRENT
    claude-code, claude-code-plugin, harness, harness-engineering
    COPY-PASTE FIX
    claude-code, claude-code-plugin, harness, harness-engineering, ai-agents, multi-agent-systems, agent-orchestration, llm-agents, agent-framework
  • mediumreadme#3
    Emphasize "AI agent generation framework" in the README's overview

    Why:

    CURRENT
    Harness leverages Claude Code's agent team system to decompose complex tasks into coordinated teams of specialized agents. Say "build a harness for this project" and it automatically generates agent definitions (`.claude/agents/`) and skills (`.claude/skills/`) tailored to your domain.
    COPY-PASTE FIX
    Harness is an **AI agent generation framework** that leverages Claude Code's agent team system to decompose complex tasks into coordinated teams of specialized agents. Say "build a harness for this project" and it automatically generates agent definitions (`.claude/agents/`) and skills (`.claude/skills/`) tailored to your domain.

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 revfactory/harness
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CrewAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CrewAI · recommended 2×
  2. LangChain · recommended 2×
  3. AutoGen · recommended 1×
  4. MetaGPT · recommended 1×
  5. AgentVerse · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate a team of specialized AI agents for a new project?
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. AutoGen
    3. LangChain
    4. MetaGPT
    5. AgentVerse
    6. OpenDevin

    AI recommended 6 alternatives but never named revfactory/harness. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help define and generate custom skills for a multi-agent AI system?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Haystack
    5. Autogen
    6. CrewAI

    AI recommended 6 alternatives but never named revfactory/harness. 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 revfactory/harness?
    pass
    AI named revfactory/harness explicitly

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

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

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

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revfactory/harness — 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