Return Reason Normalizer
by Beike Yan (Community)
Description
Return Reason Normalizer standardizes raw customer return reason text into one fixed category. It is designed for support and operations workflows where return reasons need to be normalized before downstream review, routing, or reporting. The app returns a structured result with normalized_reason, confidence, reason_text, matched_keywords, and errors. It does not approve returns, reject returns, assign blame, reply to customers, modify orders, contact anyone, or call external systems. The app is read-only, deterministic, stateless, and does not require login or data storage.
Capabilities
No special capabilities listed
AI Agent Discovery
Return Reason Normalizer is indexed by Tedix as a structured ai application listing for AI assistants, search crawlers, and users comparing agent-ready apps.
- Return Reason Normalizer is categorized as AI application.
- Developer: Beike Yan.
- Connector type: AI-Powered App.
- Current connector status: Connected.
- Observed distribution channels: chatgpt.
- Available regions: US, FR, GB, ES, KR, IN.
Use this page to understand whether Return Reason Normalizer is relevant for ai application workflows in AI assistants.
For MCP discovery, this listing helps crawlers connect Return Reason Normalizer to tool, resource, prompt, and server-health signals instead of treating it as a generic directory entry.
The canonical Tedix directory URL is https://tedix.dev/apps/return-reason-normalizer/.
Crawlable Profile
Source and availability
Tedix identifies Return Reason Normalizer from Upstream Mcp tool source; Store sources: ChatGPT app store; Distribution: Ecosystem Directory. Availability is reported for US, FR, GB, ES, KR, IN.
- ChatGPT app store Auth not flagged · RELEASED · US, FR, GB, ES, KR, IN
Auth, tools, and actions
Authentication: Open Access. No special capability flags are currently listed. Current MCP inventory reports 1 tools, 0 resources, and 0 prompts.
- Return Reason Normalizer · Read-only action
Use this tool when the user provides a raw customer return reason and needs it normalized into one fixed return reason enum. The tool returns normalized_reason, confidence, original reason_text, matched_keywords, and errors. Do not use this tool to decide whether a return should be accepted, assign responsibility, reply to the customer, modify an order, contact anyone, or provide customer service advice. This tool is useful when deterministic reason normalization is needed before routing, reporting, or human review.
Verification freshness
- Catalog synced 11h ago (June 6, 2026)
- Connector checked 1d ago (June 5, 2026)
- MCP scanned 1d ago (June 5, 2026)
- Directory updated 11h ago (June 6, 2026)
Publisher Intelligence
Insights and recommendations for app publishers. See how your app performs and how to improve discoverability.
Server Status return-reason-normalizer v0.1.0
https://task-app-hub.onrender.com/return-reason-normalizer/mcp Last checked: 1d ago
Technical Details
Tools(1)
Showing 1 of 1 tools
| Tool | Description | Flags | Test | Last Tested | |
|---|---|---|---|---|---|
return_reason_normalizer | Use this tool when the user provides a raw customer return reason and needs it normalized into one fixed return reason enum. The tool returns normalized_reason, confidence, original reason_text, matched_keywords, and errors. Do not use this tool to decide whether a return should be accepted, assign responsibility, reply to the customer, modify an order, contact anyone, or provide customer service advice. This tool is useful when deterministic reason normalization is needed before routing, reporting, or human review. | read-only | 100%Latency 529ms | 1d ago |
Discoverability Score
Fair
51 of 100 — how easily AI agents find your app
- Description quality20/20
- Example prompts0/20
- Keyword coverage0/15
- Tool metadata16/20
- Visual assets0/20
- Endpoint health10/10
- Data freshness15/15
How to Improve
Add at least 2 example prompts. Prompt examples strongly improve app matching and click-through intent.
Increase keyword coverage (discovery + trigger) to improve retrieval for long-tail queries.
Provide a stable HTTPS logo URL (avoid connectors://) so cards render consistently across clients.
Add at least 2 screenshots that show real workflows to increase confidence and conversion.
Technical Details
- Status
- ENABLED
- Type
- AI-Powered App
- Auth
- Open Access
- Listed on
- ChatGPT
- Added
- June 4, 2026
- Last synced
- 11h ago
- Last checked
- 1d ago
- Version
- 0.1.0
- Distribution
- Ecosystem Directory