Instill Core Developer Platform (docs MCP server)
ReadMe-hosted MCP server attached to the Instill Core developer docs (docs.instill-ai.com). It exposes the published API reference (list/search/get endpoint) plus a generic execute-request tool that sends a HAR request to the Instill Core API. It is a docs/API-reference server, not a purpose-built product tool server. Its docs pages (https://instill-ai.readme.io/docs/mcp.md and the changelog entry "MCP is now live for Instill Core docs!") are listed in llms.txt, but on 2026-10-09 they returned 404 or a 429 anti-bot page.
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Endpoint
Hosted endpoint · transport
Connect
This is a remote MCP server — point an MCP client at the endpoint URL. Clients with native remote support (Claude, Cursor, VS Code, …):
For stdio-only clients (older Claude Desktop, etc.), bridge with mcp-remote:
If the server requires authentication, add the provider's token/header (e.g. an X-API-Key) per its docs. A quick reachability check:
Tool quality observed · not scored
tools with readOnly / destructive hints
parameters described (4 total)
state-changing tools without destructiveHint
tool-list tokens (5 tools)
tools over ~1,200 tokens
From an anonymous initialize + tools/list capture measured 2026-10-27; tokens are chars/3.6 of each tool definition. Recorded for the Kin Score's agent readiness as an observed signal — it contributes no points yet.
Tools
list-endpoints— Lists all API paths and their HTTP methods with summaries, organized by path. Results can be passed directly into 'get-endpoint'.get-endpoint— Gets detailed information about a specific API endpoint, including security schemes and serverssearch-endpoints— Performs a deep search through paths, operations, and parameters to discover relevant API endpoints. Use this tool to find specific API capabilities, required parameters, or data models based on search keywords. Results can be passed directly into 'get-endpoint'.execute-request— Executes an API request with a given HAR request object.get-server-variables— Gets the server variables for each server within a specific OpenAPI spec.
About MCP
The Model Context Protocol (MCP) is an open protocol Anthropic introduced for connecting LLM-based agents to external tools and data sources. Providers publish MCP servers that expose their API surface as structured, discoverable tools — an MCP-compatible client (Claude Desktop, Cursor, Cline, Continue, etc.) can connect to the server and call its tools without any per-provider integration code.
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