RRepoGEO

REPOGEO REPORT · LITE

Enderfga/claw-orchestrator

Default branch main · commit 33c3f0f5 · scanned 6/15/2026, 5:12:03 AM

GitHub: 504 stars · 80 forks

AI VISIBILITY SCORE
33 /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
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 Enderfga/claw-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
    Reposition the README H1 to specify category and differentiate

    Why:

    CURRENT
    # Claw Orchestrator

> A runtime for coding agents. Wrap Claude Code, Codex, Gemini, Cursor Agent, OpenCode, or any custom CLI as persistent programmable sessions; coordinate them in multi-agent councils; run autonomous Planner / Coder / Reviewer loops; or hand a five-question interview to an Opus council that ships a deployed web app at `localhost:19000/forge/<slug>/`.
    COPY-PASTE FIX
    # Claw Orchestrator: The dedicated runtime for AI coding agents and custom CLIs.

> Unlike generic workflow orchestrators or serverless platforms, Claw Orchestrator specifically enables you to wrap Claude Code, Codex, Gemini, Cursor Agent, OpenCode, or any custom CLI as persistent programmable sessions; coordinate them in multi-agent councils; run autonomous Planner / Coder / Reviewer loops; or hand a five-question interview to an Opus council that ships a deployed web app at `localhost:19000/forge/<slug>/`.
  • mediumtopics#2
    Add more specific topics for AI agent runtime and CLI automation

    Why:

    CURRENT
    agent-orchestration, agent-teams, ai-agent, claude-code, claw, claw-orchestrator, cli, codex, coding-agent, cursor-agent, developer-tools, gemini, mcp, multi-agent, multi-engine, openclaw, persistent-sessions, session-management, tool-orchestration, typescript
    COPY-PASTE FIX
    agent-orchestration, agent-teams, ai-agent, ai-agent-runtime, claude-code, claw, claw-orchestrator, cli, cli-automation, codex, coding-agent, coding-automation, cursor-agent, developer-tools, gemini, headless-cli, llm-agent-platform, mcp, multi-agent, multi-engine, openclaw, persistent-sessions, session-management, tool-orchestration, typescript
  • lowabout#3
    Update the 'About' description to explicitly differentiate its purpose

    Why:

    CURRENT
    Run Claude Code, Codex, Gemini, Cursor Agent and custom coding CLIs as one unified runtime for claw-style agent systems. Runs standalone, with first-class OpenClaw plugin support.
    COPY-PASTE FIX
    A dedicated runtime for AI coding agents and custom CLIs. Unify Claude Code, Codex, Gemini, Cursor Agent, and other coding CLIs into persistent, programmable sessions for multi-agent systems. Not a generic workflow orchestrator or serverless platform.

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 Enderfga/claw-orchestrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/airflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/airflow · recommended 1×
  2. PrefectHQ/prefect · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. geekan-com/MetaGPT · recommended 1×
  5. cortexlabs/cortex · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI coding agents and custom CLIs into a unified workflow?
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow (apache/airflow)
    2. Prefect (PrefectHQ/prefect)
    3. LangChain (langchain-ai/langchain)
    4. MetaGPT (geekan-com/MetaGPT)
    5. Cortex.dev (cortexlabs/cortex)
    6. Temporal (temporalio/temporal)
    7. AWS Step Functions
    8. Azure Logic Apps
    9. Google Cloud Workflows

    AI recommended 9 alternatives but never named Enderfga/claw-orchestrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a platform to build multi-agent systems with persistent sessions for autonomous coding tasks.
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain
    4. LlamaIndex
    5. Haystack

    AI recommended 5 alternatives but never named Enderfga/claw-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 Enderfga/claw-orchestrator?
    pass
    AI named Enderfga/claw-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 Enderfga/claw-orchestrator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Enderfga/claw-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 Enderfga/claw-orchestrator solve, and who is the primary audience?
    pass
    AI did not name Enderfga/claw-orchestrator — 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?

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Enderfga/claw-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