RRepoGEO

REPOGEO REPORT · LITE

Lilac-Labs/gini-agent

Default branch main · commit 7a7caf74 · scanned 6/20/2026, 7:11:35 PM

GitHub: 533 stars · 129 forks

AI VISIBILITY SCORE
28 /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
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 Lilac-Labs/gini-agent, 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 README opening to emphasize 'runtime' and 'system of record'

    Why:

    CURRENT
    Gini Agent is a personal agent that remembers, improves, and runs without forcing you to read a log line.
    COPY-PASTE FIX
    Gini Agent is a local-first runtime and system of record for personal AI agents, designed to remember, improve, and run autonomously. It's not just a framework for building agents, but a complete system for managing conversations, tasks, memory, and skills.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://lilac-labs.github.io/gini-agent/
  • mediumtopics#3
    Add 'agent-orchestration' to repository topics

    Why:

    CURRENT
    agent, agent-runtime, ai-agent, bun, llm, local-first, mcp, nextjs, personal-agent, typescript
    COPY-PASTE FIX
    agent, agent-runtime, ai-agent, bun, llm, local-first, mcp, nextjs, personal-agent, typescript, agent-orchestration

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 Lilac-Labs/gini-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. AutoGen · recommended 1×
  4. Haystack · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    Need a framework for creating AI agents that retain memory and learn from interactions.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. Haystack
    5. CrewAI
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named Lilac-Labs/gini-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local-first runtime to manage AI agent conversations, tasks, and memory.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. MemGPT
    4. Chroma
    5. Ollama
    6. FAISS

    AI recommended 6 alternatives but never named Lilac-Labs/gini-agent. 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 Lilac-Labs/gini-agent?
    pass
    AI did not name Lilac-Labs/gini-agent — 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 Lilac-Labs/gini-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Lilac-Labs/gini-agent 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 Lilac-Labs/gini-agent solve, and who is the primary audience?
    pass
    AI named Lilac-Labs/gini-agent explicitly

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

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Lilac-Labs/gini-agent — 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