RRepoGEO

REPOGEO REPORT · LITE

pwh-pwh/aiwechat-vercel

Default branch master · commit 58aa7a1f · scanned 6/10/2026, 4:43:16 PM

GitHub: 803 stars · 453 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 pwh-pwh/aiwechat-vercel, 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 H1 and opening sentence to clarify niche

    Why:

    CURRENT
    # aiwechat-vercel

使用vercel的functions，将ai功能加入微信公众号
    COPY-PASTE FIX
    # aiwechat-vercel: Serverless AI Chatbot for WeChat Official Accounts on Vercel

快速、低成本地将GPT、星火、通义千问、Gemini等AI功能集成到您的微信公众号，无需服务器，全程Vercel部署。
  • highcomparison#2
    Add a 'Why Choose This?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps titled `## 为什么选择 aiwechat-vercel？` (Why choose aiwechat-vercel?) or `## 对比其他方案` (Compared to other solutions), with content like: `与AWS Lambda等通用云函数不同，aiwechat-vercel提供了一个针对微信公众号AI机器人的一站式、开箱即用的解决方案。它抽象了复杂的服务器配置和部署细节，让您能以最低成本和最快速度，在Vercel上轻松搭建自己的AI公众号，专注于内容和互动，而非基础设施管理。`
  • mediumtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, bot, gpt, vercel-serverless, wechat
    COPY-PASTE FIX
    ai, bot, gpt, vercel-serverless, wechat, wechat-bot, serverless-ai, llm-integration, chatbot, weixin

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 pwh-pwh/aiwechat-vercel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS Lambda
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS Lambda · recommended 1×
  2. API Gateway · recommended 1×
  3. DynamoDB · recommended 1×
  4. AWS SDKs · recommended 1×
  5. OpenAI · recommended 1×
  • CATEGORY QUERY
    How can I add AI chatbot functionality to my WeChat official account without managing a server?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Looking for a serverless solution to integrate large language models with WeChat for persistent conversations.
    you: not recommended
    AI recommended (in order):
    1. AWS Lambda
    2. API Gateway
    3. DynamoDB
    4. AWS SDKs
    5. OpenAI
    6. Anthropic
    7. Google Cloud Functions
    8. Cloud Run
    9. Firestore
    10. Azure Functions
    11. Azure API Management
    12. Azure Cosmos DB
    13. Vercel Functions
    14. Next.js
    15. Upstash Redis
    16. Upstash PostgreSQL
    17. Netlify Functions
    18. FaunaDB
    19. Cloudflare Workers
    20. Cloudflare KV
    21. Durable Objects

    AI recommended 21 alternatives but never named pwh-pwh/aiwechat-vercel. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 pwh-pwh/aiwechat-vercel?
    pass
    AI did not name pwh-pwh/aiwechat-vercel — 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 pwh-pwh/aiwechat-vercel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pwh-pwh/aiwechat-vercel 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 pwh-pwh/aiwechat-vercel solve, and who is the primary audience?
    pass
    AI did not name pwh-pwh/aiwechat-vercel — 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?

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