RRepoGEO

REPOGEO REPORT · LITE

blader/taskmaster

Default branch main · commit a1f3feb4 · scanned 6/6/2026, 1:08:02 AM

GitHub: 502 stars · 37 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 blader/taskmaster, 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 and opening paragraph to clarify its unique role for AI agents

    Why:

    CURRENT
    # Taskmaster

Taskmaster is a completion guard for coding agents.
    COPY-PASTE FIX
    # Taskmaster: A Completion Guard for AI Coding Agents

Taskmaster is a specialized completion guard for AI coding agents (like Claude), designed to prevent premature stopping and ensure 100% task completion. Unlike generic task queues or workflow orchestrators, Taskmaster enforces explicit, machine-checkable completion signals, guaranteeing agents fulfill all plans and user requests.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, llm-agents, claude, agent-completion, task-management, generative-ai, stop-hook
  • mediumabout#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/blader/taskmaster#readme

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 blader/taskmaster
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. Auto-GPT · recommended 1×
  3. CrewAI · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. PostgreSQL · recommended 1×
  • CATEGORY QUERY
    How to prevent AI coding agents from prematurely stopping before task completion?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Auto-GPT
    3. CrewAI
    4. OpenAI Assistants API
    5. PostgreSQL
    6. MongoDB
    7. Haystack
    8. Pylint
    9. ESLint
    10. Guidance
    11. LangGraph

    AI recommended 11 alternatives but never named blader/taskmaster. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to ensure autonomous agent tasks are fully completed and verifiable?
    you: not recommended
    AI recommended (in order):
    1. Temporal.io
    2. Apache Airflow
    3. Prefect
    4. AWS Step Functions
    5. Cadence
    6. Celery

    AI recommended 6 alternatives but never named blader/taskmaster. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 blader/taskmaster?
    pass
    AI named blader/taskmaster explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite