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Wikidata MCP Server for ClineGive Cline instant access to 8 tools to Create Statement, Execute Sparql, Get Item, and more

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Cline is an autonomous AI coding agent inside VS Code that plans, executes, and iterates on tasks. Wire Wikidata through Vinkius and Cline gains direct access to every tool. from data retrieval to workflow automation. without leaving the terminal.

Ask AI about this MCP Server for Cline

The Wikidata MCP Server for Cline is a standout in the The Unthinkable category — giving your AI agent 8 tools to work with, ready to go from day one.

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Classic Setup·json
{
  "mcpServers": {
    "wikidata": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
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The modern way to manage MCP Servers — no config files, no terminal commands. Install Wikidata and 4,000+ MCP Servers from a single visual interface.

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About Wikidata MCP Server

Connect to Wikidata, the central storage for structured data of Wikimedia projects. This MCP server allows your AI agent to tap into millions of items, properties, and statements using both traditional SPARQL queries and modern vector-based semantic search.

Cline operates autonomously inside VS Code. it reads your codebase, plans a strategy, and executes multi-step tasks including Wikidata tool calls without waiting for prompts between steps. Connect 8 tools through Vinkius and Cline can fetch data, generate code, and commit changes in a single autonomous run.

What you can do

  • Entity Retrieval — Fetch full data and statements for any Wikidata Item (e.g., Q42) using the get_item and get_item_statements tools.
  • Advanced Querying — Execute complex SPARQL queries against the Wikidata Query Service (WDQS) with execute_sparql to find relationships and patterns across the entire graph.
  • Semantic Search — Use search_items_vector and search_properties_vector to find entities and properties based on meaning rather than just exact keywords.
  • Data Contribution — Update the knowledge graph by creating statements or setting descriptions with create_statement and set_item_description (requires OAuth).
  • Similarity Analysis — Compare text strings against specific entities to get semantic similarity scores using get_similarity_score.

The Wikidata MCP Server exposes 8 tools through the Vinkius. Connect it to Cline in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 8 Wikidata tools available for Cline

When Cline connects to Wikidata through Vinkius, your AI agent gets direct access to every tool listed below — spanning knowledge-graph, sparql, structured-data, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

create

Create statement on Wikidata

Requires OAuth 2.0 Access Token. Create a new statement for an Item

execute

Execute sparql on Wikidata

Use hint:Query hint:optimizer "None" if queries timeout. Execute a SPARQL query

get

Get item on Wikidata

g., Q42) via the Wikibase REST API. Retrieve a specific Wikidata Item

get

Get item statements on Wikidata

Retrieve statements for a Wikidata Item

get

Get similarity score on Wikidata

Compute similarity between text and an entity

search

Search items vector on Wikidata

Hybrid vector/keyword search for Items

search

Search properties vector on Wikidata

Hybrid vector/keyword search for Properties

set

Set item description on Wikidata

Requires OAuth 2.0 Access Token. Set an Item description

Connect Wikidata to Cline via MCP

Follow these steps to wire Wikidata into Cline. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Open Cline MCP Settings

Click the MCP Servers icon in the Cline sidebar panel
02

Add remote server

Click "Add MCP Server" and paste the configuration above
03

Enable the server

Toggle the server switch to ON
04

Start using Wikidata

Ask Cline: "Using Wikidata, help me...". 8 tools available

Why Use Cline with the Wikidata MCP Server

Cline provides unique advantages when paired with Wikidata through the Model Context Protocol.

01

Cline operates autonomously. it reads your codebase, plans a strategy, and executes multi-step tasks including MCP tool calls without step-by-step prompts

02

Runs inside VS Code, so you get MCP tool access alongside your existing extensions, terminal, and version control in a single window

03

Cline can create, edit, and delete files based on MCP tool responses, enabling end-to-end automation from data retrieval to code generation

04

Transparent execution: every tool call and file change is shown in Cline's activity log for full visibility and approval before committing

Wikidata + Cline Use Cases

Practical scenarios where Cline combined with the Wikidata MCP Server delivers measurable value.

01

Autonomous feature building: tell Cline to fetch data from Wikidata and scaffold a complete module with types, handlers, and tests

02

Codebase refactoring: use Wikidata tools to validate live data while Cline restructures your code to match updated schemas

03

Automated testing: Cline fetches real responses from Wikidata and generates snapshot tests or mocks based on actual payloads

04

Incident response: query Wikidata for real-time status and let Cline generate hotfix patches based on the findings

Example Prompts for Wikidata in Cline

Ready-to-use prompts you can give your Cline agent to start working with Wikidata immediately.

01

"Search for Wikidata items related to 'artificial neural networks' using vector search."

02

"Run a SPARQL query to find the 5 most populated cities in Brazil."

03

"Get all statements for the Wikidata item Q42."

Troubleshooting Wikidata MCP Server with Cline

Common issues when connecting Wikidata to Cline through Vinkius, and how to resolve them.

01

Server shows error in sidebar

Click the server name to see logs. Verify the URL and token are correct.

Wikidata + Cline FAQ

Common questions about integrating Wikidata MCP Server with Cline.

01

How does Cline connect to MCP servers?

Cline reads MCP server configurations from its settings panel in VS Code. Add the server URL and Cline discovers all available tools on initialization.
02

Can Cline run MCP tools without approval?

By default, Cline asks for confirmation before executing tool calls. You can configure auto-approval rules for trusted servers in the settings.
03

Does Cline support multiple MCP servers at once?

Yes. Configure as many servers as needed. Cline can use tools from different servers within the same autonomous task execution.

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