REPOGEO REPORT · LITE

fastclaw-ai/weclaw

Default branch main · commit 10711d0c · scanned 5/26/2026, 4:06:56 PM

GitHub: 1,466 stars · 178 forks

AI VISIBILITY SCORE

40 /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

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 fastclaw-ai/weclaw, 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

Add a clear disclaimer in the README's opening about its purpose

Why:

CURRENT

WeChat AI Agent Bridge — connect WeChat to AI agents (Claude, Codex, Gemini, Kimi, etc.).

COPY-PASTE FIX

WeChat AI Agent Bridge — connect WeChat to your existing AI agents (Claude, Codex, Gemini, Kimi, etc.) for automated conversations. WeClaw is *not* a web scraping or data extraction tool; it focuses solely on bridging AI agents with WeChat.

mediumtopics#2

Expand topics with broader integration terms

Why:

CURRENT

clawbot, openclaw, openclaw-weixin, wechat-clawbot, weclaw, weixin-agent-sdk

COPY-PASTE FIX

clawbot, openclaw, openclaw-weixin, wechat-clawbot, weclaw, weixin-agent-sdk, ai-agent-integration, wechat-integration, llm-bridge, bot-connector, ai-assistant-bridge

lowreadme#3

Add a 'Why WeClaw?' or 'Comparison' section to README

Why:

COPY-PASTE FIX

Add a new section to the README, perhaps after 'How It Works', titled 'Why WeClaw?' or 'WeClaw vs. Generic Bot Platforms'. This section should explain that WeClaw is purpose-built to connect *existing AI agents* directly to WeChat, differentiating it from generic bot platforms (e.g., WeChat Official Account Platform, Zapier, ManyChat) that require building or configuring bots from scratch.

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 fastclaw-ai/weclaw

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

WeChat Official Account Platform

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

WeChat Official Account Platform · recommended 2×
OpenAI API · recommended 1×
Azure OpenAI Service · recommended 1×
Python · recommended 1×
pallets/flask · recommended 1×

CATEGORY QUERY
How to connect various AI language models to a WeChat bot for automated conversations?
you: not recommended
AI recommended (in order):
1. WeChat Official Account Platform
2. OpenAI API
3. Azure OpenAI Service
4. Python
5. Flask (pallets/flask)
6. Django (django/django)
7. Node.js
8. Express (expressjs/express)
9. Google Cloud Vertex AI
10. Google Dialogflow ES
11. Google Dialogflow CX
12. Anthropic Claude API
13. Hugging Face Transformers library (huggingface/transformers)
14. Hugging Face Inference API
15. Baidu ERNIE Bot API
16. AWS EC2
17. AWS Lambda
18. Google Cloud Run
19. Google App Engine
20. Azure App Service
AI recommended 20 alternatives but never named fastclaw-ai/weclaw. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to bridge multiple AI assistants with WeChat for seamless communication and interaction.
you: not recommended
AI recommended (in order):
1. WeChat Official Account Platform
2. Zapier
3. Make
4. Chatfuel
5. ManyChat
6. Botpress (botpress/botpress)
7. Rasa (RasaHQ/rasa)
8. Tencent Cloud AI Gateway
9. Tencent Cloud API Gateway
AI recommended 9 alternatives but never named fastclaw-ai/weclaw. 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 fastclaw-ai/weclaw?
pass
AI named fastclaw-ai/weclaw explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts fastclaw-ai/weclaw in production, what risks or prerequisites should they evaluate first?
pass
AI named fastclaw-ai/weclaw 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 fastclaw-ai/weclaw solve, and who is the primary audience?
pass
AI named fastclaw-ai/weclaw 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 fastclaw-ai/weclaw. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/fastclaw-ai/weclaw"><img src="https://repogeo.com/badge/fastclaw-ai/weclaw.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite