RRepoGEO

REPOGEO REPORT · LITE

builderz-labs/mission-control

Default branch main · commit d09e6080 · scanned 6/29/2026, 1:16:22 AM

GitHub: 5,457 stars · 936 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
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 builderz-labs/mission-control, 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's opening paragraph to explicitly define the project's core identity

    Why:

    CURRENT
    **Open-source dashboard for AI agent orchestration.**

Manage AI agent fleets, dispatch tasks, track costs, and coordinate multi-agent workflows — self-hosted, zero external dependencies, powered by SQLite.
    COPY-PASTE FIX
    **Mission Control is the self-hosted, open-source platform for AI agent orchestration.**

It enables teams to manage AI agent fleets, dispatch tasks, track costs, and coordinate multi-agent workflows from a central dashboard, powered by SQLite with zero external dependencies.
  • mediumreadme#2
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Mission Control differentiates itself from frameworks like LangChain or OpenAI Assistants API by providing a complete, self-hosted dashboard for orchestrating and monitoring *multiple* AI agents and workflows, rather than focusing solely on building individual agents or offering a cloud-managed service. It's designed for operational control and cost management of your entire agent fleet.
  • lowtopics#3
    Add more specific AI orchestration topics

    Why:

    CURRENT
    agent-orchestration, ai-agents, ai-automation, ai-dashboard, claude, dashboard, developer-tools, llm, mcp, nextjs, open-source, openclaw, self-hosted, sqlite, task-management, typescript
    COPY-PASTE FIX
    agent-orchestration, ai-agents, ai-automation, ai-dashboard, ai-orchestration, multi-agent-systems, claude, dashboard, developer-tools, llm, mcp, nextjs, open-source, openclaw, self-hosted, sqlite, task-management, typescript

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 builderz-labs/mission-control
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LangServe · recommended 1×
  3. LangSmith · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Microsoft Azure AI Studio · recommended 1×
  • CATEGORY QUERY
    How can I manage and orchestrate multiple AI agents from a central dashboard?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangServe
    3. LangSmith
    4. OpenAI Assistants API
    5. Microsoft Azure AI Studio
    6. Azure Machine Learning
    7. Azure Data Factory
    8. Azure Logic Apps
    9. Kubernetes
    10. KubeFlow
    11. Cortex
    12. Haystack

    AI recommended 12 alternatives but never named builderz-labs/mission-control. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools exist for self-hosting AI agent workflows and monitoring costs?
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. Kubeflow (kubeflow/kubeflow)
    3. Apache Airflow (apache/airflow)
    4. Metaflow (Netflix/metaflow)
    5. Prefect (PrefectHQ/prefect)
    6. CML (iterative/cml)
    7. DVC (iterative/dvc)

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

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

Embed your GEO score

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MARKDOWN (README)
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builderz-labs/mission-control — 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