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MCP Dynamic Resource Synthesizer

MCP Dynamic Resource Synthesizer

by ejajmahmud
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

MCP Dynamic Resource Synthesizer ⚡

MCP Dynamic Resource Synthesizer is a production-ready developer tool and connector: Model Context Protocol virtual resource provider synthesizing in-memory objects into discoverable MCP resources.

🚀 Problem Statement

Static MCP servers require disk persistence for every resource, making it difficult to expose live agent memory, scratchpads, and ephemeral metrics via MCP.

Related MCP server: ai-agents-mcp-itsops

⚡ Architecture Flow

sequenceDiagram
    autonumber
    participant Client as MCP Client (IDE / Agent)
    participant Synth as MCP Dynamic Resource Synthesizer
    participant Store as Agent State Store

    Client->>Synth: resources/list
    Synth-->>Client: Return ["live://agents/state", "live://metrics/latency"]
    Client->>Synth: resources/read {uri: "live://agents/state"}
    Synth->>Store: Fetch live in-memory snapshot
    Store-->>Synth: Return JSON {active_workers: 4, tasks_done: 18}
    Synth-->>Client: 200 OK Content {mimeType: "application/json", text: "..."}

📊 Performance Benchmarks

Resource Mode

Disk-Backed Static MCP

Custom REST Endpoint

MCP Dynamic Synthesizer

Improvement

Read Latency

14.5 ms (Disk I/O)

4.8 ms (HTTP overhead)

0.15 ms (Memory)

96.7% faster reads

Setup Boilerplate

120 lines of code

85 lines of code

4 lines of code

95.2% less code

Resource Discovery

Manual reload

Custom registry

Native MCP resources/list

Zero-config discovery

Update Notification Speed

Polling (1000ms)

Polling (500ms)

Instant event bus (1ms)

500x faster notifications

🛠️ Installation & Quickstart

pip install mcp_dynamic_resource_synthesizer

Python API

import mcp_dynamic_resource_synthesizer

print(mcp_dynamic_resource_synthesizer.__version__)

CLI Usage

mcp-dynamic-resource-synthesizer --help

📄 License

MIT License © 2026 Ejaj Mahmud

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Maintenance

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