RRepoGEO

REPOGEO REPORT · LITE

numtide/llm-agents.nix

Default branch main · commit c7419130 · scanned 5/9/2026, 8:41:59 AM

GitHub: 1,194 stars · 130 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 numtide/llm-agents.nix, 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
  • hightopics#1
    Add comprehensive topics to improve AI categorization

    Why:

    CURRENT
    buildbot-numtide
    COPY-PASTE FIX
    nix, nixpkgs, llm-agents, ai-agents, coding-assistants, developer-tools, declarative-environments, ai-development, agent-orchestration, reproducible-builds
  • highreadme#2
    Reposition the README's opening to emphasize its role as a Nix-native distribution for AI agent management

    Why:

    CURRENT
    Nix packages for AI coding agents and development tools. Automatically updated daily.
    COPY-PASTE FIX
    This repository offers a **Nix-native, declarative collection** of AI coding agents and development tools, designed to simplify the setup and management of environments for LLM agent development. It provides readily available packages for leading command-line AI coding assistants and multi-agent orchestrators, updated daily.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/numtide/llm-agents.nix

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 numtide/llm-agents.nix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot CLI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot CLI · recommended 1×
  2. Cursor (CLI) · recommended 1×
  3. paul-gauthier/aider · recommended 1×
  4. smol-ai/smol-developer · recommended 1×
  5. KillianLucas/open-interpreter · recommended 1×
  • CATEGORY QUERY
    What are the best command-line AI coding assistants for software development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Cursor (CLI)
    3. Aider (paul-gauthier/aider)
    4. smol-ai/smol-developer (smol-ai/smol-developer)
    5. Open Interpreter (KillianLucas/open-interpreter)
    6. Shell Genie (mr-karan/shell-genie)

    AI recommended 6 alternatives but never named numtide/llm-agents.nix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I manage and coordinate multiple AI agents for complex coding tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. OpenAI Assistants API
    7. RabbitMQ
    8. Apache Kafka

    AI recommended 8 alternatives but never named numtide/llm-agents.nix. 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 numtide/llm-agents.nix?
    pass
    AI named numtide/llm-agents.nix explicitly

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

  • If a team adopts numtide/llm-agents.nix in production, what risks or prerequisites should they evaluate first?
    pass
    AI named numtide/llm-agents.nix 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 numtide/llm-agents.nix solve, and who is the primary audience?
    pass
    AI named numtide/llm-agents.nix explicitly

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

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numtide/llm-agents.nix — 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