REPOGEO REPORT · LITE
1Panel-dev/CordysCRM
Default branch main · commit 29176cba · scanned 5/15/2026, 9:41:57 AM
GitHub: 2,184 stars · 436 forks
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 1Panel-dev/CordysCRM, 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.
- hightopics#1Add specific topics for self-hosting and AI assistance
Why:
CURRENTai-crm, cordys, crm, crm-skills, crm-system, dataease, openclaw, salesforce
COPY-PASTE FIXai-crm, cordys, crm, crm-skills, crm-system, dataease, openclaw, salesforce, self-hosted, private-deployment, ai-assistant, data-privacy
- highreadme#2Reposition README opening to emphasize AI + self-hosting differentiator
Why:
CURRENT**Cordys CRM** 是新一代的开源 AI CRM 系统,是集信息化、数字化、智能化于一体的「客户关系管理系统」,由 飞致云 匠心出品。
COPY-PASTE FIX**Cordys CRM** 是新一代的开源 AI CRM 系统,融合了先进的 AI 智能助理和私有化部署能力,为企业提供从线索到回款(L2C)的全流程精细化管理。它确保数据 100% 自主可控,并通过 OpenClaw AI 助理赋能销售全流程效率与决策质量。
- mediumreadme#3Clarify the project's license in the README
Why:
COPY-PASTE FIX在 README 中添加一个 '许可证' 部分,明确说明:'Cordys CRM 采用自定义许可证。有关详细信息,请参阅项目根目录下的 LICENSE 文件。'
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.
- SuiteCRM · recommended 2×
- Odoo · recommended 1×
- Vtiger CRM · recommended 1×
- EspoCRM · recommended 1×
- Crater CRM · recommended 1×
- CATEGORY QUERYWhat are some open source CRM systems with integrated AI features for sales process automation?you: not recommendedAI recommended (in order):
- SuiteCRM
- Odoo
- Vtiger CRM
- EspoCRM
- Crater CRM
AI recommended 5 alternatives but never named 1Panel-dev/CordysCRM. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a self-hostable customer relationship management platform offering data privacy and AI assistance.you: not recommendedAI recommended (in order):
- SuiteCRM
- OpenAI's APIs
- Llama 2
- OroCRM
- ERPNext
- AmoCRM (Self-Hosted Edition)
- Vtiger CRM (Open Source)
AI recommended 7 alternatives but never named 1Panel-dev/CordysCRM. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 1Panel-dev/CordysCRM?passAI did not name 1Panel-dev/CordysCRM — 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 1Panel-dev/CordysCRM in production, what risks or prerequisites should they evaluate first?passAI named 1Panel-dev/CordysCRM 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 1Panel-dev/CordysCRM solve, and who is the primary audience?passAI named 1Panel-dev/CordysCRM 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 1Panel-dev/CordysCRM. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/1Panel-dev/CordysCRM)<a href="https://repogeo.com/en/r/1Panel-dev/CordysCRM"><img src="https://repogeo.com/badge/1Panel-dev/CordysCRM.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
1Panel-dev/CordysCRM — 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