depwire/depwire MCP Server
Quick Answer & Overview
- 1. Functionality: depwire/depwire enables AI coding assistants (Claude Desktop, Cursor, VS Code, Zed) to interface with ai & ml capabilities.
- 2. Quick Install: Execute
pip install depwireor insert the JSON snippet into your client configuration. - 3. Authentication: Zero authentication required — runs immediately out of the box.
- 4. Protocol Support: Utilizes standard Model Context Protocol (stdio transport) with JSON-RPC 2.0 message validation.
Technical Architecture & System Integration
The depwire/depwire Model Context Protocol (MCP) server provides a standardized bridge between modern Large Language Model (LLM) agents and external technical infrastructure. By leveraging open MCP protocol primitives, AI assistants like Claude Desktop, Cursor IDE, VS Code (via Cline/Roo Code), and Zed Editor can inspect, query, and execute capabilities provided by depwire/depwire without custom integration code.
The missing context layer for AI-assisted refactoring
This architectural pattern ensures complete sandbox isolation and security: credentials (such as environment keys) remain strictly inside the local client process environment, never leaking into model prompt contexts or external third-party servers.
2. Key Features & Technical Specifications Matrix
Specification Matrix
| Server Name | depwire/depwire |
| Identifier | depwire |
| Category | AI & ML |
| Runtime Engine | python |
| Transport Layer | stdio (Standard I/O) |
| Auth Mechanism | None Required |
| Install Launcher | pip install depwire |
| GitHub Stars | 58 |
| Publisher Source | community |
| Last Health Check | 8/25/2026 |
Core Capability Matrix
- Native MCP Tools: Exposes discrete tools callable by AI coding assistants during chat or agent execution loops.
- JSON-RPC 2.0 Specs: Complies with standard protocol error handling and bidirectional message formats.
- Multi-Client Compatibility: Pre-validated for Claude Desktop, Cursor IDE, VS Code (Cline), Zed Editor, and Docker containers.
- Zero Setup Friction: Requires no API key credentials for instant execution.
- Automated Tool Discovery: Client hosts dynamically discover parameters and parameter schemas on connection handshake.
3. Multi-Client Installation Matrix & Setup Guides
Copy and paste the exact configuration snippet for your preferred MCP client or editor environment.
Claude Desktop Setup
claude_desktop_config.jsonmacOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json
{
"mcpServers": {
"depwire": {
"command": "pip",
"args": [
"install",
"depwire"
],
"env": {}
}
}
}Cursor IDE Setup
.cursor/mcp.jsonOpen Cursor Settings → Features → MCP Servers or add to workspace root at .cursor/mcp.json.
{
"mcpServers": {
"depwire": {
"command": "pip",
"args": [
"install",
"depwire"
],
"env": {}
}
}
}Saves as .cursor/mcp.json in the download. Move it to your project root.
VS Code / Cline Extension
cline_mcp_settings.jsonAdd configuration block to your extension settings file or Roo Code MCP manager.
{
"mcpServers": {
"depwire": {
"command": "pip",
"args": [
"install",
"depwire"
],
"env": {}
}
}
}Zed Editor & Docker Execution
Zed / DockerDocker run snippet for containerized environments:
docker run -i --rm mcp/depwire:latest
Zed Settings snippet:
{
"context_servers": {
"depwire": {
"command": {
"path": "pip",
"args": [
"install",
"depwire"
],
"env": {}
}
}
}
}Programmatic SDK Integration (TS / Python)
Connect to depwire/depwire programmatically inside your application.
import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { StdioClientTransport } from "@modelcontextprotocol/sdk/client/stdio.js";
// Initialize depwire/depwire MCP client transport via stdio
const transport = new StdioClientTransport({
command: "pip",
args: ["install","depwire"],
});
const client = new Client(
{ name: "depwire-client", version: "1.0.0" },
{ capabilities: { tools: {}, resources: {}, prompts: {} } }
);
async function connectAndRun() {
await client.connect(transport);
const tools = await client.listTools();
console.log("Connected to depwire/depwire MCP Server successfully.");
console.log("Available tools:", tools);
}
connectAndRun().catch(console.error);4. Environment Variables & Security Credentials Reference
Configure authorization secrets and operational parameters safely inside your client environment object.
| Variable Name | Required | Type | Default | Purpose & Description |
|---|---|---|---|---|
| LOG_LEVEL | NO | Configuration String | info | Sets output verbosity level for depwire/depwire stdio log messages (debug, info, warn, error). |
Security & Best Practices Guidance
- Never commit plain-text API secrets or private tokens to public Git repositories.
- Store credentials in environment variable files (
.env.local) or your operating system secret store. - Limit API key scopes to read-only access where write or delete permissions are not strictly required by your workflow.
5. Tool Parameter Schemas & JSON Specs
Detailed function call signatures and input parameter schemas exposed by depwire/depwire.
depwire_execute
Primary execution tool for depwire/depwire. Accepts operations, queries, or command payloads.
| Parameter | Type | Required | Description |
|---|---|---|---|
| action | string | Required | The target operation or action name to perform. |
| query | string | Optional | Search query or input parameter payload string. |
| options | object | Optional | Optional configuration parameters dictionary. |
{
"jsonrpc": "2.0",
"id": 1,
"method": "tools/call",
"params": {
"name": "depwire_execute",
"arguments": {
"action": "sample_value",
"query": "sample_value",
"options": 123
}
}
}depwire_get_status
Retrieve status, state, or metadata from depwire/depwire.
| Parameter | Type | Required | Description |
|---|---|---|---|
| resource_id | string | Optional | Optional resource identifier to query. |
{
"jsonrpc": "2.0",
"id": 2,
"method": "tools/call",
"params": {
"name": "depwire_get_status",
"arguments": {
"resource_id": "sample_value"
}
}
}6. Real-World AI Assistant Usage Prompts
Copy and paste these natural language prompts into Claude Desktop or Cursor to invoke depwire/depwire tools.
1. Information Retrieval & Status Inspection
Read-Only Query"Use the depwire/depwire MCP tool to check system status, list active resources, and summarize current configurations."
2. Executing Workflow Action
Action Execution"Call depwire_execute with action set to search and inspect recent records matching criteria."
3. Multi-Step Automated Automation
Agent Automation"Analyze output from depwire/depwire, summarize any errors or warnings, and construct a follow-up request to remediate issues."
4. Schema & Parameter Inspection
Introspection"Inspect available tools exposed by depwire/depwire MCP server and generate a detailed report of supported capabilities."
7. Error Resolution & Troubleshooting Guide
Diagnose and resolve common JSON-RPC protocol error codes and stdio execution failures.
-32600 (Invalid Request)Root Cause: Malformed JSON-RPC payload sent to server
Resolution Action: Verify MCP client payload adheres to JSON-RPC 2.0 specification.
-32601 (Method Not Found)Root Cause: Requested tool or resource method does not exist
Resolution Action: Call list_tools() to inspect supported tool names on this server.
-32602 (Invalid Params)Root Cause: Missing or invalid tool arguments
Resolution Action: Check argument schema parameter data types against Section 5 specs table.
-32603 (Internal Error)Root Cause: Unhandled execution exception inside server process
Resolution Action: Inspect process stderr logs or check API key credentials.
AUTH_KEY_MISSINGRoot Cause: Required environment variable not set in MCP config
Resolution Action: Define required API key under 'env' object in your MCP client JSON configuration.
STDIO_PIPE_CLOSEDRoot Cause: Server process exited prematurely during startup
Resolution Action: Execute install command directly in terminal to review stderr crash logs.
8. Quality Scorecard & Maintenance Audit
Automated validation metrics for open-source health and documentation completeness.
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