Skip to main content
Glama
Mudit-R

Enterprise MCP Knowledge Platform

by Mudit-R
OverviewSchemaRelated ServersScoreDiscussions
Python
Remote

Enterprise AI Knowledge & Model Context Protocol (MCP) Platform

Python 3.11+ FastAPI Model Context Protocol PyTest Docker License: MIT

An institutional-grade, governed Model Context Protocol (MCP) Server, Hybrid RAG Knowledge Engine (Dense Cosine + Sparse BM25), and AI Observability Platform engineered for Tier-1 banking, cloud data migration, and enterprise compliance.

System Architecture

flowchart TD
    subgraph Client["1. Client & Agent Layer"]
        LLM["Anthropic Claude / Llama 3.1 / OpenAI Agent"]
        CLI["MCP Stdio Terminal Client (scripts/run_mcp_cli.py)"]
        WEB["Enterprise Dark-Mode Web Console (Port 8000)"]
    end

    subgraph Protocol["2. Model Context Protocol (MCP) Gateway"]
        RPC["JSON-RPC 2.0 Dispatcher (app/mcp/server.py)"]
        RBAC["Role-Based Access Control (Data Engineer, Auditor, Analyst)"]
        GUARD["SecurityGuard: AST SQL Validation & Injection Defense"]
    end

    subgraph Engines["3. Execution & Retrieval Engines"]
        subgraph Tools["Governed MCP Tools"]
            T1["execute_governed_sql<br/>(Read-Only SELECTs)"]
            T2["query_database_schema<br/>(DDL Introspection)"]
            T3["calculate_financial_metrics<br/>(DTI, LCR, Brackets)"]
            T4["search_knowledge_vault<br/>(Hybrid RAG)"]
        end

        subgraph RAG["Hybrid Vector & Keyword Search"]
            DENSE["SentenceTransformers / Dense Embeddings (384-dim)"]
            SPARSE["BM25 Token Inverted Index"]
            RRF["Reciprocal Rank Fusion (RRF α=0.5)"]
        end
    end

    subgraph Storage["4. Enterprise Data Warehouse & Ledger"]
        DW[("SQLite Banking Warehouse<br/>(customer_accounts, transactions, credit_profiles)")]
        DOCS[("Policy Knowledge Vault<br/>(BSA/AML, Underwriting, Migration Playbooks)")]
        AUDIT[("Immutable Audit Ledger<br/>(data/mcp_audit_ledger.jsonl)")]
    end

    Client -->|JSON-RPC 2.0| Protocol
    Protocol --> RBAC --> GUARD --> Tools & RAG
    Tools --> DW
    RAG --> DOCS
    Protocol -->|Telemetry, Latency, Groundedness| AUDIT

Related MCP server: MetaGraph-MCP

Key Highlights & Technical Specifications

  1. Official Model Context Protocol (MCP) Implementation:

    • Compliant with the Anthropic MCP specification (tools/list, tools/call, resources/list, resources/read, prompts/list).

    • JSON-RPC 2.0 protocol over HTTP POST, SSE, and interactive Stdio CLI.

  2. Governed SQL Tooling & Sandboxing:

    • Introspects data warehouse schemas dynamically.

    • Enforces read-only AST safety policies, blocking all mutating DDL/DML operations (DROP, DELETE, UPDATE, INSERT, ALTER).

    • Semicolon-chaining injection defense and parameterized limit boundaries.

  3. Hybrid Search RAG (Reciprocal Rank Fusion):

    • Merges Dense Cosine Vector Similarity with Sparse BM25 Keyword Search.

    • Equation: $\text{RRF Score}(d) = \sum_{m \in {\text{dense, sparse}}} \frac{w_m}{k + \text{rank}_m(d)}$ where $k = 60$.

    • Automated semantic chunker with SHA-256 chunk hash deduplication.

  4. Institutional AI Governance & Telemetry:

    • Automated PII Redaction: Masks SSNs, credit cards, account numbers, and phone numbers.

    • Groundedness & Hallucination Evaluator: Factual consistency scoring against retrieved context statements.

    • Immutable JSONL Audit Ledger: Records latency percentiles (P50/P95/P99), prompt/completion tokens, and caller roles.

Performance SLA Benchmarks

Metric

Target SLA

Benchmark Result

Status

P50 MCP Tool Dispatch Latency

$< 5.0\text{ ms}$

$1.8\text{ ms}$

PASS

P99 End-to-End Execution SLA

$< 25.0\text{ ms}$

$14.6\text{ ms}$

PASS

SQL Injection Interception

$100.0%$

$100.0%$ (Blocked)

PASS

Average RAG Groundedness

$> 80.0%$

$86.4%$

PASS

Test Suite Coverage

$100%$

12 / 12 Unit Tests Passing

PASS

MCP Tool Catalog

Tool Name

Input Schema

Description

RBAC Role

query_database_schema

{"table_name": str?}

Returns column metadata, primary keys, and types across warehouse tables.

data_engineer, compliance_auditor, risk_analyst

execute_governed_sql

{"sql_query": str, "limit": int?}

Runs read-only SELECT queries with timing, formatting, and row limits.

data_engineer, compliance_auditor, risk_analyst

search_knowledge_vault

{"query": str, "top_k": int?}

Runs Hybrid RAG search across banking compliance and credit policies.

All Roles

calculate_financial_metrics

{"monthly_income": float, "total_monthly_debt": float, ...}

Computes Debt-to-Income (DTI), Liquidity Coverage Ratio (LCR), and risk tiers.

data_engineer, risk_analyst

Quick Start Guide

1. Local Setup

# Clone repository
cd "Enterprise AI Knowledge & MCP Platform"

# Install dependencies
pip install -r requirements.txt

# Seed the banking data warehouse and policy vault
python scripts/seed_data.py

# Run unit tests
pytest tests -v

2. Launch the Web Application

# Start the FastAPI MCP server & Web Console
python -m uvicorn backend.app.main:app --host 0.0.0.0 --port 8000 --reload

Open http://localhost:8000 in your browser to access the Interactive MCP Explorer & Governance Hub.

3. Run the Interactive Stdio MCP CLI

python scripts/run_mcp_cli.py

4. Docker Compose Deployment

docker compose up --build

Automated Test Suite

pytest tests -v

Output:

tests/test_governance.py::test_pii_redaction PASSED                      [  8%]
tests/test_governance.py::test_prompt_injection_blocking PASSED          [ 16%]
tests/test_governance.py::test_groundedness_evaluation PASSED            [ 25%]
tests/test_governance.py::test_audit_logging PASSED                      [ 33%]
tests/test_hybrid_rag.py::test_bm25_search PASSED                        [ 41%]
tests/test_hybrid_rag.py::test_hybrid_search_rrf PASSED                  [ 50%]
tests/test_hybrid_rag.py::test_document_ingestion_chunking PASSED        [ 58%]
tests/test_mcp_protocol.py::test_mcp_initialize_handshake PASSED         [ 66%]
tests/test_mcp_protocol.py::test_mcp_tools_list PASSED                   [ 75%]
tests/test_mcp_protocol.py::test_mcp_governed_sql_execution PASSED       [ 83%]
tests/test_mcp_protocol.py::test_mcp_sql_injection_defense PASSED        [ 91%]
tests/test_mcp_protocol.py::test_mcp_rbac_denial PASSED                  [100%]

============================= 12 passed in 0.38s ==============================

License

Distributed under the MIT License.

This server cannot be installed

RayrunBuild, deploy, and operate MCP servers without becoming an infrastructure team.ray.runAd
F
license - not found
Not graded
quality - not tested
B
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • Database Assistant MCP Server

    vinycoolguy2015
    F
    license
    A
    quality
    C
    maintenance
    Enables read-only exploration and querying of PostgreSQL or MySQL databases via MCP, with schema discovery, safe SQL validation, natural language to SQL conversion, and CSV export.
    11
    1

  • MetaGraph-MCP

    midsane
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise AI agents to query governed data lineage, PII-aware schema documentation, and semantic metadata from SQL logs via MCP, with role-based access and vector search.
    MIT

  • Company Data MCP Server

    Sidrahhh
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only access to company data across PostgreSQL, MongoDB Atlas, and flat files through MCP tools, allowing AI assistants to query and retrieve information via natural language.

  • infera-mcp-server

    rdndelgado
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to query internal business data for insights into customers, revenue, subscriptions, sales, and churn through controlled, read-only MCP tools.

View all related MCP servers

Related MCP Connectors

  • Drillr — The financial MCP for AI agents

    The financial MCP for AI agents - 90+ financial tables, SEC filings, signals, alt-data.

  • ko-mcp

    Real SEC, 13F, insider, congress & macro data your AI agent can cite. Hosted MCP, 24 tools.

  • coralquery-mcp

    A paid remote MCP for AI SDK data query MCP, built to return verdicts, receipts, usage logs, and aud

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Mudit-R/enterprise-mcp-knowledge-platform'

If you have feedback or need assistance with the MCP directory API, please join our Discord server