Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
HIAI_DOCS_URL, HIAI_DOCS_API_KEY, Authorization, X-Docsmint-Workspace비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"docsmint": {
"command": "npx",
"args": [
"-y",
"@hiai-gg/docsmint",
"docsmint-mcp"
],
"env": {
"HIAI_DOCS_URL": "your-value",
"HIAI_DOCS_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport http docsmint https://docsmint.com/mcp --header 'Authorization: your-value' --header 'X-Docsmint-Workspace: your-value'claude mcp add docsmint --env HIAI_DOCS_URL=your-value --env HIAI_DOCS_API_KEY=your-value -- npx -y @hiai-gg/docsmint docsmint-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"docsmint": {
"url": "https://docsmint.com/mcp",
"headers": {
"Authorization": "your-value",
"X-Docsmint-Workspace": "your-value"
}
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"docsmint": {
"command": "npx",
"args": [
"-y",
"@hiai-gg/docsmint",
"docsmint-mcp"
],
"env": {
"HIAI_DOCS_URL": "your-value",
"HIAI_DOCS_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"docsmint": {
"type": "http",
"url": "https://docsmint.com/mcp",
"headers": {
"Authorization": "your-value",
"X-Docsmint-Workspace": "your-value"
}
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"docsmint": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@hiai-gg/docsmint",
"docsmint-mcp"
],
"env": {
"HIAI_DOCS_URL": "your-value",
"HIAI_DOCS_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
HIAI_DOCS_URL envAuthorization 비밀 필수 HTTP headerX-Docsmint-Workspace HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
서버가 도구 목록을 보여 주기 전에 로그인을 요구해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 GitHub 계정 HiAi-gg 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
423ms 만에 응답(HTTP 401)
OAuth 로그인을 지원한다고 밝혀서, AI 앱이 로그인 화면으로 안내해 줘요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: HIAI_DOCS_API_KEY, Authorization
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.1.1)은 5일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Give your AI agents persistent project knowledge. Search, read, create, and organize documents with hybrid retrieval, reranking, GraphRAG, and scoped access.
DocsMint Cloud is recommended: connect to https://docsmint.com/mcp over Streamable HTTP. No server deployment is required. For an advanced self-hosted setup, run your own DocsMint API and connect the docsmint-mcp stdio bridge with your own API key. The bridge ships in `@hiai-gg/docsmint` alongside the TypeScript SDK and CLI.
Start at Connect DocsMint Cloud. No self-hosted server or local MCP process is required.
OAuth-capable clients use the same hosted URL. An unauthenticated request returns 401 with a WWW-Authenticate link to /.well-known/oauth-protected-resource/mcp. That resource metadata points to /.well-known/oauth-authorization-server. The current hosted authorization and client-connection methods are described in the DocsMint Cloud setup guide.
Current authorization metadata advertises the code response type, only the authorization_code grant, no token-endpoint client authentication, and PKCE with S256. The token endpoint exchanges an authorization code and does not issue or accept refresh tokens.
Authorization uses your existing DocsMint account and browser consent with the authorization-code grant and required PKCE S256. Consent binds access to the selected workspace, optional category, and requested mcp:read, mcp:edit, and mcp:write scopes. Opaque bearer tokens are bound to the hosted MCP resource, expire after one hour, and can be revoked in the browser UI. No refresh tokens are issued; authorize again after expiry. This is a DocsMint Cloud feature, not an OAuth server installed by the stdio npm bridge.
API-key clients connect to https://docsmint.com/mcp using Authorization: Bearer . Credential creation, changes, and revocation are browser-session-owned: MCP/API credentials cannot create or elevate credentials.
export HIAI_DOCS_API_KEY="your-global-or-category-key"
codex mcp add docsmint \ --url https://docsmint.com/mcp \ --bearer-token-env-var HIAI_DOCS_API_KEY
Generic HTTP clients should connect to https://docsmint.com/mcp with Authorization: Bearer . Bound workspace keys need no extra header; unbound keys can supply the documented X-Docsmint-Workspace slug.
The published MCP binary connects to an already running DocsMint API. Installing the package does not deploy DocsMint itself.
Run DocsMint first, create an API key in its authenticated browser UI, set HIAI_DOCS_URL to your deployment API URL and HIAI_DOCS_API_KEY to that key, then start the stdio bridge. Do not use an /api/health URL as an MCP endpoint. The bridge authenticates to your own DocsMint API with that Bearer API key; it does not install or expose the DocsMint Cloud OAuth authorization server.
bunx --package @hiai-gg/docsmint docsmint-mcp
npx --yes --package @hiai-gg/docsmint docsmint-mcp
git clone https://github.com/HiAi-gg/docsmint.git
cd docsmint bun install --frozen-lockfile bun run packages/mcp-server/src/index.ts
All three methods run the same stdio server from @hiai-gg/docsmint.
{
"mcpServers": { "docsmint": { "command": "npx", "args": ["--yes", "--package", "@hiai-gg/docsmint", "docsmint-mcp"], "env": { "HIAI_DOCS_URL": "http://localhost:50700", "HIAI_DOCS_API_KEY": "your-global-or-category-key" } } } }
HIAI_DOCS_URL defaults to http://localhost:50700. The optional API key is sent as a Bearer token. Prefer a category key for a category-bound agent and a global key for trusted owner-wide automation. Category read, edit, and write scopes are explicit rather than hierarchical; configure the combination required by the tools you expose.
For the Glama MCP Server directory, submit this open-source stdio bridge from the DocsMint repository. Start it with the NPX command above (Bun must be installed to execute the published binary). Provide HIAI_DOCS_URL as the URL of an already running, reachable DocsMint API and HIAI_DOCS_API_KEY as a secret API key with the permissions your tools need. Both values are required for a usable hosted Glama process: the default localhost URL refers to Glama's own environment, not your API. The process can advertise tools, prompts, and resources without API access, but document operations need a reachable API and a valid key. Glama's hosted Connector uses DocsMint Cloud at https://docsmint.com/mcp and is a separate listing.
DocsMint exposes 22 MCP tools. The former 31 operations are still available; grouped tools require an explicit mode, view, kind, or action so an agent cannot confuse browsing with search, restoring a version with restoring trash, or a reversible delete with permanent purge. No second or legacy tool catalog is advertised. Use a matching version of the self-hosted bridge or Cloud endpoint when migrating an MCP client that invokes the old tool names.
Choose the tool by resource and intent. save_* creates or updates one document, folder, category, or tag; delete_* removes one resource under its documented rules. For one document, prefer the matching single-document tool. Use batch_documents when multiple explicitly selected documents need the same placement, tag, trash, restore, or indexing action. It accepts one ID for automation compatibility, but runs sequentially and can return partial success. It does not discover IDs, perform arbitrary updates, restore versions, or purge. Read-only browsing, graph exploration, version history, trash inspection, and index status remain distinct intents and do not add parallel CRUD sets. create_snapshot uses create because snapshots are new, immutable history entries; it cannot update an existing snapshot like a save_* resource.
find_documents: Browse by folder/tag UUID with mode=list, or hybrid-search by text/tag names with mode=search.read_document: Read content and metadata with view=detail, export Markdown with view=markdown, or list revisions and snapshots with view=versions.save_document: Create a document with action=create or patch an existing one with action=update. Omitted patch fields remain unchanged; null placement clears it. The API enforces the effective category and schedules indexing.delete_document: Move a document to trash without purging its content or versions.list_workspace_structure: List folders, categories, or tags with kind=folders|categories|tags; folders optionally accept parentId.save_folder: Create with action=create or rename, move, or reorder with action=update; metadata changes queue reindexing.delete_folder: Remove a folder while preserving its documents under the API's detachment rules.save_category: Create with action=create or rename/reorder with action=update; requires full workspace write access.delete_category: Remove a category and detach its documents; requires full workspace write access.save_tag: Create with action=create or rename/recolor with action=update; requires full workspace write access.delete_tag: Delete a tag and its assignments without deleting documents.set_document_tag: Assign with action=add or unassign with action=remove; requires edit access to the document.create_snapshot: Save a named version of the current document content.restore_document_version: Restore content from a revision or snapshot selected through read_document(view=versions); pass that document's UUID as documentId.explore_graph: Traverse one document with mode=neighbors or rank relations from seed IDs with mode=search.get_document_index_status: Inspect indexing state without starting work.refresh_document_index: Queue an explicit asynchronous retry after checking status.list_trash: List soft-deleted documents visible in the active scope.restore_trashed_document: Recover a soft-deleted document; this does not restore an older version.permanently_delete_document: Irreversibly purge a document already in trash on explicit user request.batch_documents: Apply one action to 1–25 explicit document IDs: move, set category, add/remove one tag, trash, restore, or refresh indexing. Prefer it for multiple IDs; use the corresponding single-document tool for one ID. Results identify success or failure for each ID; partial success is possible. It never permanently purges documents.get_workspace_item: Read one visible folder, category, or tag by UUID. Categories and tags are selected from the complete permission-filtered lists; an inaccessible ID is reported as not found.Grouped tools return { "operation": " ", "result": ... } in both text and structured MCP content. Other tools preserve their prior result shapes. The 31-to-20 migration from version 0.10.0 is:
| Previous tools | Current tool and selector | ||
|---|---|---|---|
search_documents, list_documents | find_documents with `mode=search | list` | |
get_document, export_document, get_version_history | read_document with `view=detail | markdown | versions` |
create_document, update_document | save_document with `action=create | update` | |
list_folders, list_categories, list_tags | list_workspace_structure with `kind=folders | categories | tags` |
create_folder, update_folder | save_folder with `action=create | update` | |
create_category, update_category | save_category with `action=create | update` | |
create_tag, update_tag | save_tag with `action=create | update` | |
add_tag_to_document, remove_tag_from_document | set_document_tag with `action=add | remove` | |
get_related_documents, search_knowledge_graph | explore_graph with `mode=neighbors | search` | |
delete_document, delete_folder, delete_category, delete_tag, create_snapshot, restore_document_version, get_document_index_status, refresh_document_index, list_trash, restore_trashed_document, permanently_delete_document | Same names and behavior |
| Operation | Required permission | Effect |
|---|---|---|
| Delete document | write in its effective category | Soft-delete to trash; content and version history remain stored. |
| Delete folder | write in its effective category | Remove folder; direct child folders and documents are detached, not deleted. |
| Delete category | Full workspace write | Detach category membership; preserve content and queue reindexing. Category keys cannot do this. |
| Restore version | edit on the document | Back up current content, restore selected version content, queue indexing. Does not change title or placement. |
| Create, update, or delete tag | Full workspace write | Manage the workspace tag catalog; category keys cannot do this. |
| Assign or remove document tag | edit on the document | Change one document's tag membership and queue metadata
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요