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Kabilan-G

Dental Clinic Loan Verification MCP Server

by Kabilan-G
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Python

Dental Clinic Loan Verification — FastMCP Server

Provider-Agnostic LLM · Local (Slingshot) → Cloud (Horizon)

Switch LLM Provider — Zero Code Changes

# Use Anthropic Claude (default)
LLM_PROVIDER=anthropic
ANTHROPIC_API_KEY=sk-ant-...

# Use Google Gemini
LLM_PROVIDER=google
GOOGLE_API_KEY=AIza...

Provider

Default model

Override

anthropic

claude-sonnet-4-20250514

LLM_MODEL=claude-opus-4-5

google

gemini-2.0-flash

LLM_MODEL=gemini-1.5-pro

Phase 1 — Local Dev with VS Code / Slingshot

python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt
cp .env.example .env   # add your API key

.vscode/mcp.json is already in the project — VS Code and Slingshot auto-discover it. Open the folder in VS Code and the tools appear automatically in agent mode.

To switch to Gemini in VS Code, edit .vscode/mcp.json:

"env": { "LLM_PROVIDER": "google", "GOOGLE_API_KEY": "${env:GOOGLE_API_KEY}" }
python demo.py        # end-to-end demo
mcp dev server.py     # browser tool inspector

Phase 2 — Cloud Deploy on Horizon

# 1. Push to GitHub (.env in .gitignore)
git add server.py llm_tools.py llm_client.py requirements.txt .vscode/mcp.json
git push

# 2. Connect repo at https://horizon.prefect.io
#    Horizon auto-detects requirements.txt

# 3. Set secrets in Horizon dashboard:
#    LLM_PROVIDER=anthropic
#    ANTHROPIC_API_KEY=sk-ant-...

# 4. Get live URL: https://dental-loan-verifier.fastmcp.app/mcp

Switch Slingshot from local → cloud by updating .vscode/mcp.json:

{
  "servers": {
    "dental-loan-verifier": {
      "type": "http",
      "url": "https://dental-loan-verifier.fastmcp.app/mcp"
    }
  }
}

Zero code changes between local and cloud.

File Structure

dental_loan_mcp/
├── server.py          ← FastMCP server + rule-based tools
├── llm_tools.py       ← LLM sub-agent tools (provider-agnostic)
├── llm_client.py      ← Provider switch: Anthropic / Google
├── demo.py            ← Local end-to-end demo
├── requirements.txt
├── .env.example       ← Copy → .env, add keys
└── .vscode/
    └── mcp.json       ← Auto-discovered by VS Code + Slingshot

Tool Reference

Tool

Type

LLM task

doc_validate_document_set

Rule-based stub

—

pan_validate

Rule-based stub → NSDL

—

fraud_registry_check

Rule-based stub

—

aadhaar_verify

Rule-based stub → UIDAI

—

dci_credential_verify

Rule-based stub → DCI

—

gst_verify

Rule-based stub → GST

—

llm_health_check

LLM

Shows active provider/model

llm_analyze_document

LLM Vision

Reads doc image, detects photo gender

llm_cross_check_documents

LLM Reasoning

Cross-doc inconsistencies

llm_assess_name_match

LLM Language

Indian name judgment

llm_fraud_reasoning

LLM Reasoning

Fraud signal clustering

llm_generate_risk_narrative

LLM Language

Final report writing

orchestrate_stage2_verification

Orchestrator

Full execution plan

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