RRepoGEO

REPOGEO REPORT · LITE

ComposioHQ/agent-orchestrator

Default branch main · commit 01406edd · scanned 6/27/2026, 9:07:12 PM

GitHub: 7,693 stars · 1,069 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 ComposioHQ/agent-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
    Clarify the role of AI agents in handling CI/CD-like tasks in the README's opening

    Why:

    CURRENT
    An Agentic IDE that supervises parallel AI coding agents in isolated workspaces, with complete control and automatic feedback loops from CI failures, review comments, and merge conflicts.
    COPY-PASTE FIX
    An Agentic IDE that supervises parallel AI coding agents in isolated workspaces, with complete control and automatic feedback loops from CI failures, review comments, and merge conflicts. AO is not a traditional CI/CD system, but an orchestration layer where AI agents autonomously manage the entire development lifecycle, including automated fixes, merge conflict resolution, and code reviews.
  • mediumtopics#2
    Add more specific topics to highlight AI agent automation of development tasks

    Why:

    CURRENT
    agent-fleet, agent-swarm, claude-code, codex-cli, git-worktrees, multi-agent, orchestration, orchestrator, parallel-agents, parallel-coding, skills, tmux
    COPY-PASTE FIX
    agent-fleet, agent-swarm, claude-code, codex-cli, git-worktrees, multi-agent, orchestration, orchestrator, parallel-agents, parallel-coding, skills, tmux, ai-devops, autonomous-agents, code-automation, ci-automation, merge-conflict-resolution, code-review-automation, agentic-ci
  • mediumreadme#3
    Add a 'How is AO different?' section to the README

    Why:

    COPY-PASTE FIX
    ## How is AO different from traditional CI/CD or other agent frameworks?

Unlike traditional CI/CD systems (e.g., GitHub Actions, Jenkins) that execute predefined scripts, Agent Orchestrator leverages autonomous AI agents to understand, plan, and execute complex development tasks, including automated code fixes, merge conflict resolution, and intelligent code reviews. While other agent frameworks provide tools for building agents, AO focuses on the orchestration layer for parallel, self-supervising coding agents within an isolated IDE environment, providing complete control and feedback loops.

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 ComposioHQ/agent-orchestrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Significant-Gravitas/AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Significant-Gravitas/AutoGPT · recommended 1×
  2. joaomdmoura/crewAI · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. KillianLucas/open-interpreter · recommended 1×
  5. deepset-ai/haystack · recommended 1×
  • CATEGORY QUERY
    How to orchestrate multiple AI agents for parallel code development and automated fixes?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. CrewAI (joaomdmoura/crewAI)
    3. LangChain Agents (langchain-ai/langchain)
    4. Open Interpreter (KillianLucas/open-interpreter)
    5. Haystack Agents (deepset-ai/haystack)
    6. Microsoft AutoGen (microsoft/autogen)

    AI recommended 6 alternatives but never named ComposioHQ/agent-orchestrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a system to supervise AI coding agents and automate CI, merge conflicts, and code reviews.
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. GitLab CI/CD
    3. Jenkins
    4. CircleCI
    5. Azure DevOps (Pipelines)
    6. Bitbucket Pipelines
    7. Harness

    AI recommended 7 alternatives but never named ComposioHQ/agent-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 ComposioHQ/agent-orchestrator?
    pass
    AI named ComposioHQ/agent-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 ComposioHQ/agent-orchestrator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ComposioHQ/agent-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 ComposioHQ/agent-orchestrator solve, and who is the primary audience?
    pass
    AI named ComposioHQ/agent-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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ComposioHQ/agent-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