RRepoGEO

REPOGEO REPORT · LITE

grapeot/context-infrastructure

Default branch main · commit e0b988a4 · scanned 6/10/2026, 10:37:55 PM

GitHub: 577 stars · 140 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 grapeot/context-infrastructure, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening to clarify AI agent focus

    Why:

    CURRENT
    # Context Infrastructure — Reference Implementation

> 背景阅读：为什么AI只会说正确的废话，以及怎么把它逼出舒适区

这是一个运行了一年的 context infrastructure 系统的完整结构。主要价值是作为 reference implementation，让你看到系统长什么样、数据如何流动、记忆如何积累。
    COPY-PASTE FIX
    # Context Infrastructure for AI Coding Agents — Reference Implementation

A context and memory system for AI coding agents. This repository provides a reference implementation for building AI agents with persistent memory, personal rules, skills, and scheduled observations.

> 背景阅读：为什么AI只会说正确的废话，以及怎么把它逼出舒适区

这是一个运行了一年的 context infrastructure 系统的完整结构。主要价值是作为 reference implementation，让你看到系统长什么样、数据如何流动、记忆如何积累。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a suitable open-source license (e.g., MIT, Apache-2.0, or GPL-3.0).

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 grapeot/context-infrastructure
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. Redis · recommended 1×
  4. Postgres · recommended 1×
  5. GPT Index · recommended 1×
  • CATEGORY QUERY
    How can I build an AI agent with persistent memory and personalized rules?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Redis
    3. Postgres
    4. LlamaIndex
    5. GPT Index

    AI recommended 5 alternatives but never named grapeot/context-infrastructure. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework for managing AI agent context, skills, and scheduled observations.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Microsoft Semantic Kernel
    6. AgentVerse

    AI recommended 6 alternatives but never named grapeot/context-infrastructure. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 grapeot/context-infrastructure?
    pass
    AI named grapeot/context-infrastructure explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of grapeot/context-infrastructure. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/grapeot/context-infrastructure.svg)](https://repogeo.com/en/r/grapeot/context-infrastructure)
HTML
<a href="https://repogeo.com/en/r/grapeot/context-infrastructure"><img src="https://repogeo.com/badge/grapeot/context-infrastructure.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

grapeot/context-infrastructure — 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