Bareun — Korean NLP & Spell/Grammar Checking

Bareun MCP Server — Korean NLP & Spell/Grammar Checking

바른(Bareun) is a Korean natural-language platform. This is its **MCP (Model

Context Protocol)** server — it lets any MCP-compatible AI tool (Claude, Cursor,

VS Code, Claude Desktop, …) perform Korean morphological analysis and

spell/grammar correction by calling Bareun as a tool.

Large language models still miss the subtle spacing, particle agreement, and confusable-word rules of Korean. Plug Bareun in as an MCP tool and your agent can hand off analysis and proofreading to a dedicated Korean engine, then use the result to produce more accurate Korean output.

• Hosted endpoint: https://api.bareun.ai/mcp
• Transport: Streamable HTTP (JSON-RPC 2.0) — no SSE, no extra port, no install
• Auth: API key (api-key header or Authorization: Bearer )
• Get an API key: https://bareun.ai

The /mcp endpoint is available on the spell-checker–included build of Bareun

(the morphological-analysis-only build does not expose /mcp). The same endpoint

works on self-hosted/on-prem installs — just swap the host.

What it looks like

Spelling & spacing — `correct_grammar` (real output from https://api.bareun.ai/mcp):

Every fix comes back as a block, so an agent can explain the edit instead of silently rewriting the sentence:

Morphological analysis — `analyze_syntax` (format: compact):

Homograph senses — `analyze_syntax` with `with_sense: true` (_beta_): 배 in 배가 아프다 comes back with senseNo: 1 and its dictionary definition — 사람이나 동물의 몸에서 … 가슴과 엉덩이 사이의 부위 (*belly*, probability 0.87), plus the Urimalsaem entry id — so the agent knows which 배 it is reading.

Tools

`correct_grammar` options (all boolean, default off): treat_as_title, disable_split_sentence, disable_caret_spacing, disable_vx_spacing, enable_limited_punctuation, disable_confusion, enable_cleanup_whitespace, disable_typo_correction, enable_sentence_check.

`encoding` controls the unit for morpheme offsets: utf32 (default, code points — matches Python), utf16 (JS/Java), utf8 (bytes — Go/C++).

`with_sense` — homograph sense disambiguation (WSD, _beta_). Korean writes many unrelated words identically: 배 can be *belly*, *ship*, or *pear*. Set with_sense: true on analyze_syntax/analyze_syntax_raw and each content morpheme carries a sense object — the dictionary sense number, its Korean definition, the Urimalsaem entry id, and the probability of the chosen sense among that word's candidate senses. It is off by default (one extra model pass; responses are byte-identical to before when omitted), and format=compact renders it inline as 배__002/NNG. This feature is in beta and ships officially with Bareun 3.1.0.

Resources

Quick start

Tip — register globally. Most tools default to *project* scope (the server is

only available in one project). To use Bareun across all your projects, register

it at global / user scope as shown below.

Claude Code

# -s user → global: available in every project

claude mcp add -s user --transport http bareun https://api.bareun.ai/mcp \ --header "api-key: YOUR_API_KEY"

Omit -s user for project-local scope. Check with claude mcp get bareun.

Cursor

Global: ~/.cursor/mcp.json · Project: /.cursor/mcp.json

{

"mcpServers": { "bareun": { "url": "https://api.bareun.ai/mcp", "headers": { "api-key": "YOUR_API_KEY" } } } }

VS Code

Global: run MCP: Open User Configuration · Project: /.vscode/mcp.json

{

"servers": { "bareun": { "type": "http", "url": "https://api.bareun.ai/mcp", "headers": { "api-key": "YOUR_API_KEY" } } } }

Claude Desktop — claude_desktop_config.json

Claude Desktop bridges header-authenticated remote servers via mcp-remote (Node.js required):

{

"mcpServers": { "bareun": { "command": "npx", "args": [ "-y", "mcp-remote", "https://api.bareun.ai/mcp", "--header", "api-key: YOUR_API_KEY" ] } } }

Cline — cline_mcp_settings.json

Open MCP Servers → Configure MCP Servers in Cline, then add:

{

"mcpServers": { "bareun": { "type": "streamableHttp", "url": "https://api.bareun.ai/mcp", "headers": { "api-key": "YOUR_API_KEY" }, "disabled": false, "autoApprove": [] } } }

All five tools are read-only (readOnlyHint), so listing them in autoApprove is safe if you would rather not confirm every call.

ChatGPT — Developer Mode

ChatGPT talks to Streamable HTTP servers directly — no directory review needed. Turn on Developer mode (Settings → Apps & Connectors → Advanced), then Create a connector:

• URL: https://api.bareun.ai/mcp
• Authentication: OAuth — Bareun runs its own OAuth 2.1 (PKCE) endpoint, so ChatGPT opens a login page where you paste your Bareun API key. (ChatGPT's connector dialog offers OAuth or no-auth; if your build also lets you set request headers, an api-key header works just as well.)

Menu wording and plan availability shift between ChatGPT releases — Developer mode is an account-level toggle, and on Business/Enterprise a workspace owner enables it first.

Test with MCP Inspector

npx @modelcontextprotocol/inspector

Set Transport to Streamable HTTP, URL to https://api.bareun.ai/mcp, and add header api-key: YOUR_API_KEY.

Example

// tools/call → analyze_syntax  (format: compact)

{ "text": "나는 학교에 간다.", "format": "compact" } // → "나/NP 는/JX 학교/NNG 에/JKB 가/VV ㄴ다/EF ./SF"

Links

• Service: https://bareun.ai
• Docs: https://bareun.ai/docs
• MCP guide: https://bareun.ai/docs/howtouse/mcp
• API keys & usage: https://bareun.ai/docs/howtouse/cloud-api

License

The contents of this repository (documentation, registry manifests, examples) are released under the MIT License. The Bareun engine itself is a proprietary service operated by Baikal AI; access is governed by the bareun.ai terms of service.