RRepoGEO

REPOGEO REPORT · LITE

nrslib/takt

Default branch main · commit 34ff5f7b · scanned 6/23/2026, 8:03:36 AM

GitHub: 1,153 stars · 74 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
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 nrslib/takt, 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
  • highabout#1
    Clarify the 'About' description to explicitly state AI agent orchestration framework

    Why:

    CURRENT
    TAKT Agent Koordination Topology - Define how AI agents coordinate, where humans intervene, and what gets recorded — in YAML
    COPY-PASTE FIX
    TAKT: An AI Agent Orchestration Framework for Repeatable Development Workflows. Define how AI agents coordinate, where humans intervene, and what gets recorded — in YAML.
  • mediumtopics#2
    Expand topics to include broader AI workflow and LLM orchestration terms

    Why:

    CURRENT
    agent-orchestration, agent-team, ai-agents, claude-code, codex, multi-agent, opencode
    COPY-PASTE FIX
    agent-orchestration, agent-team, ai-agents, claude-code, codex, multi-agent, opencode, ai-workflow-engine, llm-orchestration
  • lowhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/nrslib/takt

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 nrslib/takt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Assistants API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Assistants API · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. PrefectHQ/prefect · recommended 1×
  4. kubeflow/pipelines · recommended 1×
  5. GitHub Actions · recommended 1×
  • CATEGORY QUERY
    How to define repeatable development workflows for multiple AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. OpenAI Assistants API
    3. Prefect (PrefectHQ/prefect)
    4. Kubeflow Pipelines (kubeflow/pipelines)
    5. GitHub Actions
    6. GitLab CI/CD
    7. DVC (iterative/dvc)

    AI recommended 7 alternatives but never named nrslib/takt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to orchestrate AI agents, manage human intervention, and define output contracts?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. OpenAI Assistants API
    5. Haystack
    6. AutoGPT
    7. BabyAGI

    AI recommended 7 alternatives but never named nrslib/takt. 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 nrslib/takt?
    pass
    AI named nrslib/takt explicitly

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

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

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

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nrslib/takt — 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