LightCMS MCPサーバー
コミット 2026年11月10日130種類のMCPツールを使用して、エージェントがウェブサイトのコンテンツの読み取り、書き込み、公開、管理を行えるAIネイティブなコンテンツ管理システムです。
別名 jonradoff/lightcms
- スター
- 34
- ツール
- —
- ダウンロード数(30日間)
- —
- 最新バージョン
- 7.3.4
- 最終コミット
- 2026年11月10日
- ライセンス
- MIT
LightCMS MCPとは
LightCMSはMCPサーバーです。 130種類のMCPツールを使用して、エージェントがウェブサイトのコンテンツの読み取り、書き込み、公開、管理を行えるAIネイティブなコンテンツ管理システムです。.
プロジェクトのREADMEから生成された概要
LightCMS MCP server について
LightCMSは、自然言語による対話を通じてウェブサイトのコンテンツ管理を開発者やコンテンツチームに提供します。Goで構築されたこのシステムは、130種類の特化したMCPツールを使用して、エージェントがサイトデータの読み取り、書き込み、公開、管理を行えるAIネイティブな環境を提供します。Claude Code、Claude Desktop、またはローカルのstdioやHTTP streamableトランスポートを介したあらゆるMCP対応クライアントと連携するように設計されています。
ユーザーは、アンビエントなコパイロット、またはOAuth 2.1 (PKCE) を使用したセキュアな接続によるリモートエージェントを通じてプラットフォームを制御できます。このシステムには、コンテンツのフォークと人間によるレビューを伴うマージを可能にするエージェントサンドボックスなどの高度な機能が含まれており、変更が公開される前に安全であることを保証します。また、Ollamaを使用したローカル埋め込みによるセルフホスト型のセマンティック検索をサポートしており、リンク切れや古いページの特定といった自動メンテナンスタスクも提供します。
単なる編集にとどまらず、このサーバーはMarkdownやCSVの一括インポート、予約投稿、検索エンジンへのIndexNowの自動送信など、複雑なワークフローを処理します。さらに、AIクローラーがサイトを効率的にナビゲートできるように、llms.txtや公開読み取り専用MCPアクセスなどの専用エンドポイントも提供しています。
できること
- 1コンテンツの一括インポートAIエージェントは、Markdownファイルを使用して大量のコンテンツを一度の操作で生成およびインポートできます。
- 2安全なコンテンツの試行開発者は、人間が差分を確認する前に、エージェントを隔離されたフォーク内で動作させて変更をテストできます。
- 3自動サイトメンテナンスシステムは、リンク切れや不足しているメタデータを自動的に検出し、エージェントが修正できるようにします。
- 4検索エンジンとの同期ページが編集または削除されると、CMSが自動的に検索エンジンに通知します。
プロジェクトの README から作成されています。すべてのユースケースは、その引用と照らし合わせて確認されています。
設定
LIGHTCMS_API_KEY必須シークレットAPI key for authentication. Create one in the admin panel at /cm → Settings → API Keys.
LIGHTCMS_API_KEY必須シークレットAPI key for authentication. Create one in the admin panel at /cm → Settings → API Keys.
LIGHTCMS_API_KEY必須シークレットAPI key for authentication. Create one in the admin panel at /cm → Settings → API Keys.
LIGHTCMS_API_KEY必須シークレットAPI key for authentication. Create one in the admin panel at /cm → Settings → API Keys.
LIGHTCMS_URL必須URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082)
LIGHTCMS_URL必須URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082)
LIGHTCMS_URL必須URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082)
LIGHTCMS_URL必須URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082)
| 名前 | 説明 | 種類 |
|---|---|---|
| LIGHTCMS_API_KEY | API key for authentication. Create one in the admin panel at /cm → Settings → API Keys. | 必須シークレット |
| LIGHTCMS_API_KEY | API key for authentication. Create one in the admin panel at /cm → Settings → API Keys. | 必須シークレット |
| LIGHTCMS_API_KEY | API key for authentication. Create one in the admin panel at /cm → Settings → API Keys. | 必須シークレット |
| LIGHTCMS_API_KEY | API key for authentication. Create one in the admin panel at /cm → Settings → API Keys. | 必須シークレット |
| LIGHTCMS_URL | URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082) | 必須 |
| LIGHTCMS_URL | URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082) | 必須 |
| LIGHTCMS_URL | URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082) | 必須 |
| LIGHTCMS_URL | URL of your LightCMS instance (e.g., https://example.com or http://localhost:8082) | 必須 |
自動チェック
実行日 2026年11月12日完全なレポート →まだ検証されていません。サーバーには80点のスコア、重大な問題がないこと、および検証に必要な十分なデータが必要です。 チェックの仕組み · 点数を上げるための改善点
- ソースリポジトリがリンクされており、アクセス可能合格
- オープンソースライセンス (OSI)合格
- 過去1年以内にコミットまたはリリースあり合格
- パッケージ名が有名なパッケージに酷似していない未チェック
- リモートエンドポイントがHTTPSを使用未チェック
- 破壊的なツールがラベル付けされている未チェック
- モデルへの隠れた指示がない合格
- パッケージおよびその依存関係に重大な勧告なし未チェック
README
GitHubで見るLightCMS
LightCMS is a Go-powered content management system built for the AI era. It's simultaneously AI-native (semantic search, built-in Claude-powered chat widget, MCP server for agent control), agentically controllable (Claude Code and any MCP client can read, write, publish, and bulk-import content via 130 MCP tools), and agentically updatable (the codebase is clean, well-structured Go — coding agents can safely extend it). For teams that want a CMS that works with AI rather than around it.
What's New in v7.3 — SEO & AI
| Feature | Summary |
|---|---|
| AI Traffic | See which AI crawlers read your site (training vs. AI search vs. user-initiated fetches), what they read most, and how many visits ChatGPT, Perplexity, Claude, Gemini and Copilot send you. |
| AI Crawler Policy | Allow or block AI training, AI search and user fetches separately, with per-crawler overrides and an optional Content-Signal line, rendered into robots.txt. |
| Markdown Copies | Every page is also available as clean Markdown at /<page>.md, linked from the page and from llms.txt, so agents can read it without the HTML. |
| Richer Structured Data | Authors, publisher with logo, breadcrumbs, FAQ markup, and modified dates that only move when the page content actually changes. |
| RSS & Atom Feeds | /feed.xml, /atom.xml and per-collection feeds with full content. |
| Hide from Search & AI | Per-page noindex that also removes the page from the sitemap, llms.txt, feeds and IndexNow. |
What's New in v7.2
| Feature | Summary |
|---|---|
| IndexNow | Published, edited, moved and deleted pages are pushed to Bing, Yandex and other IndexNow engines right away. Zero-config: each install generates its own key, verifies it owns its BASE_URL before submitting, and submits the whole site once on first activation. Status and history at Tools → IndexNow. |
| CMS Agent | Configurable email digests (via Resend) covering site health, traffic, review queue, agent activity and broken links, with optional AI commentary. |
What's New in v7.1
| Feature | Summary |
|---|---|
| Ambient Copilot | The copilot is a slide-in drawer on every admin page — floating 🤖 button, fullscreen toggle, ChatGPT-style searchable chat history, live typing indicator, and rendered tables. It edits, creates, publishes, and reads analytics and maintenance reports in plain language. |
| Analytics Ranges | 60/90-day presets and custom date ranges across all analytics views. |
| Fast AI-Crawler Endpoints | llms.txt serves in ~1 second on large sites (projected queries), and homepages emit schema.org WebSite JSON-LD with SearchAction. |
| Version Visibility | The admin sidebar shows the running version. |
What's New in v7.0
| Feature | Summary |
|---|---|
| Agent Sandbox ("PRs for content") | Agents work in an isolated fork with copy-on-write; a person reviews a complete per-field diff and merges exactly what was reviewed. The server enforces it: a Sandbox key or connection can't change the live site at all. |
| Agent Governance | Every key and OAuth connection acts as a person and is Sandbox or Full; merging its own forks is a separate permission only an admin grants. Per-session change ledger with one-call rollback (merges included), and per-version provenance (human vs agent, which session, which key or connection). |
| Admin Copilot | /cm/copilot — edit, create, and publish content in plain language, with RBAC and full audit logging. |
| llms.txt + JSON-LD | Auto-generated /llms.txt and /llms-full.txt for AI crawlers, schema.org structured data on every page. |
| MCP for Readers | Public read-only MCP endpoint at /mcp-public — visitors' agents can search and read the site natively. |
| Local Embeddings | LIGHTCMS_EMBEDDINGS_PROVIDER=ollama for fully self-hosted semantic search — no API credits. |
| Self-Maintaining Sites | Daily maintenance scans surface stale pages, missing meta, and broken links as an agent-ready work queue. |
What's New in v6.0
| Feature | Summary |
|---|---|
| Content Approvals | Contributors submit content for approval; editors/admins approve or reject from /cm/approvals. Rejection comments auto-post to the discussion thread. |
| Contributor Role | New RBAC role between Viewer and Editor. Can create content + upload assets (pending), post comments, and submit for approval — but cannot publish directly or manage system settings. |
| Approval Workflows | Configurable trigger-based workflows (contributor, folder path, template ID, or tag). Sequential or concurrent mode with configurable approver lists. |
| Content Discussion | Inline comment thread at the bottom of every edit page. @mention autocomplete, live badge count, admin delete. |
| Tabbed Bottom Panel | Discussion, Version History, and Forks organized into tabs on the content edit page. |
| Approvals Dashboard | My Queue + Other Pending + Workflow Config at /cm/approvals. Sidebar badge shows pending count. |
| Dashboard Sections | Requiring Approvals and Recent Comments appear on the admin dashboard when relevant. |
| New Webhook Events | comment.created, content.pending_approval, asset.pending_review. |
| 14 new MCP tools | Full comment and approval lifecycle — list/create/delete comments, full workflow CRUD, list/get/submit/approve/reject/cancel approval requests. |
What's New in v5.0
| Feature | Summary |
|---|---|
| Import Pipeline | Three new import types — RSS/Atom feeds, Markdown/ZIP upload, CSV bulk import — with a unified job dashboard at /cm/imports. |
| RSS/Atom Import | Configure recurring feed sources with hourly/daily/weekly schedules, template mapping, folder targeting, and auto-publish. |
| Markdown Import | Upload .md files or .zip archives with YAML frontmatter. Supports Notion exports, Obsidian vaults, Hugo/Jekyll migrations, and AI-generated content. |
| CSV Import | Upload CSV files and map columns to content fields. Specify the title column; all other columns become fields automatically. |
| Real-time Job Status | SSE-powered live log stream at /cm/imports/{jobID}. Watch imports happen line-by-line or review full history after the fact. |
| 10 new MCP import tools | list_import_sources, create_import_source, update_import_source, delete_import_source, trigger_import_source, import_markdown, import_csv, list_import_jobs, get_import_job, cancel_import_job. |
| Agentic bulk content creation | import_markdown is designed for AI agents to generate and import large content batches in a single call. See MCP.md. |
| Deduplication | Imports match by full_path — re-importing the same slug updates rather than duplicates. |
What's New in v4.5
| Feature | Summary |
|---|---|
| Webhooks | HMAC-SHA256 signed events for publish, unpublish, delete, create, update. Admin UI at /cm/webhooks with delivery history and a docs page. |
| Scheduled Publishing | Set a future publish_at timestamp on any content item; a background scheduler auto-publishes at the right time. |
| Content Locking | Advisory lock when editing (30-min expiry). Warning banner if another user is already editing. Admins can force-unlock. |
| Incremental Static Regeneration (ISR) | Template layout changes regenerate affected pages in 20-page batches, preventing server overload on large sites. |
| Edge Caching Headers | ETag, Cache-Control, Last-Modified, and Vary headers on all public pages. 304 Not Modified support. |
| Cloudflare Integration | Configure Zone ID + API Token to auto-purge Cloudflare cache on publish/unpublish. |
| Structured JSON Logging | All server logs emit structured JSON with timestamp, level, message, and context fields. |
| Rate Limit Dashboard | New tab on the audit log page showing locked IPs, attempt counts, and a one-click clear button. |
| MCP Prompt Resources | Three new MCP resources: lightcms://site/structure, lightcms://content/recent, lightcms://theme/config. |
Why LightCMS?
Lightweight: A clean, focused codebase that's easy to understand, modify, and extend. No bloated frameworks or complex abstractions.
AI-Native: Built from the ground up for the AI era:
- MCP Integration: Full Model Context Protocol server with 130 tools and 3 prompt resources for website management. Supports both local stdio and HTTP streamable transports — connect from Claude Code, Claude Desktop, or any MCP-compatible client.
- OAuth 2.1 for Remote Agents: Sandboxed desktop apps like Claude's Cowork can securely connect over HTTP using OAuth 2.1 with PKCE. No embedded passwords: sign in once, choose what the agent may do, and it acts as you within that.
- Fork-Friendly: Designed to be forked and customized by Claude Code. Ask Claude to add new content types, modify templates, or build custom features — the codebase is structured for AI-assisted development.
- Natural Language Website Management: Skip the admin UI entirely. Create pages, manage assets, customize themes, and publish content through conversation.
Features
Content Management
- Template System: Define reusable content structures with custom fields (text, richtext, image, date, select, markdown)
- Static Page Generation: Fast page loads from pre-rendered HTML — no runtime templating overhead
- Content Versioning: Full version history with diff comparison and one-click revert
- Soft Delete: Recover deleted content with undelete functionality
- Content Tagging: Tag any content item with one or more freeform labels, then query by tag across your site
- Snippets: Named HTML template fragments used as reusable rendering units in dynamic queries
lc:queryDirectives: Embed live content queries directly in template layouts — at publish time they expand into rendered lists of matching pages- Content Collections: Auto-generated paginated listing pages filtered by category
- Folders & URL Organization: Hierarchical content organization with clean URL paths
- Rich Text Editor: Quill 2 for visual content editing (vendored in
static/admin/quill/, served from the site itself) - Regex Search & Replace: Site-wide or scoped search-and-replace with RE2 regex support, capture groups, and mandatory preview step
- Bulk Operations: Update or apply field operations across up to 100 pages in a single API call; export/transform/re-import pipelines
- Scheduled Publishing (v4.5+): Set a future
publish_attimestamp; a background scheduler auto-publishes at the right time - Content Locking (v4.5+): Advisory lock while editing (30-min expiry); warning banner if another user holds the lock; admins can force-unlock
- Incremental Static Regeneration (v4.5+): Template layout changes regenerate pages in 20-page batches to prevent server overload on large sites
Import Pipeline (v5.0+)
- RSS/Atom Feed Sources: Configure recurring import sources with configurable schedule (hourly/daily/weekly), template mapping, folder targeting, and auto-publish. Manage sources and run history from
/cm/imports. Feed URLs must be publicly reachable (private and loopback addresses are refused, v7.4.3). - Markdown + ZIP Import: Upload
.mdfiles or.ziparchives of Markdown. YAML frontmatter in each file controls title, slug, folder, template, tags, and scheduled publish time. Supports Notion exports, Obsidian vaults, Hugo/Jekyll site migrations, and AI-generated content. - CSV Bulk Import: Upload a CSV and specify which column is the title; all other columns are stored as content fields automatically.
- Real-time SSE Job Status: Live log stream at
/cm/imports/{jobID}— watch imports happen line-by-line or review full history after the fact. - MCP-first Design:
import_markdownis specifically designed for AI agents to generate and import large content batches in a single call, replacing dozens ofcreate_contentcalls with oneimport_markdown+ oneget_import_job. See MCP.md for workflow examples.
Content Forks (v4.0+)
- Fork Workspaces: Create named staging workspaces where sets of page edits can be authored, previewed, and reviewed before going live
- Sparse Model: Only edited pages live in a fork — unmodified pages fall through to live content automatically
- Fork Preview Mode: Activate via a floating bar injected into the live site; a cookie routes all page requests through the fork so you see exactly how the site will look after merge
- Merge with Conflict Detection: Admins merge forks into live content; if a live page was changed after the fork was created, the conflict is recorded (fork wins). New pages created in the fork are inserted into live on merge, keeping the publish state they had in the fork (normally draft) unless the merge is run with
publish_new - Merges Clean Up (v7.4+): A merge deletes the fork's page copies and keeps the fork record, with created/updated counts, as history. Forks merged before v7.4 can be cleaned with
purge_fork_copies - Fork Copies Stay Out of the Way (v7.4+): Fork copies are left out of content listings and search unless
include_forksis set, and can never be published directly or in bulk — only merged - Hold Flag (v7.4+): Mark any draft
holdto block every way of publishing it (publish, bulk publish, scheduled publish, approval, fork merge) until the flag is cleared - Full MCP Toolset: 9 dedicated fork tools —
list_forks,create_fork,get_fork,fork_page,remove_fork_page,merge_fork,archive_fork,delete_fork,purge_fork_copies
Batch & Parallel Operations
Designed for agents that prefer parallelized, high-throughput workflows over sequential single-item calls:
bulk_update_content: Update up to 100 pages in a single API call. Each item uses merge semantics — only the fields you specify are touched. Supportsdry_runvalidation before committing, andauto_republishto re-publish all previously-published pages in the same call, eliminating a separate publish stepbulk_field_operation: Apply a single operation (set,clear,prepend,append,wrap) to a field across every matching page in one call. Scope by template, folder, category, or explicit ID list. Ideal for adding disclaimers, updating metadata, or clearing stale fields across a content typepublish_multiple: Publish a list of IDs — or all drafts at once withpublish_all_drafts: true— in a single request instead of looping overpublish_contentexport_content: Dump full field data for a scoped set of pages as a structured JSON array. Designed for export → transform → re-import pipelines; pair withbulk_update_contentfor large-scale content migrations- Scoped Search & Replace: Both
scoped_search_replace_previewandscoped_search_replace_executeaccept scope filters (folder, template, category, IDs) so agents can target precise subsets rather than running site-wide operations - Parallel-Safe Read API:
list_contentwithinclude_data: truereturns full field values in one fetch; agents can fan out reads across multiplelist_content/get_contentcalls concurrently and then batch-write withbulk_update_content
Recommended agent pattern for large updates: list_content → transform in parallel → bulk_update_content (up to 50/call) → publish_multiple.
AI Chat Widget (v4.2+)
- Embeddable Widget: Add a floating AI chat bubble to any page with a single
<script>tag — self-contained, no build step required - Two-Phase Pipeline: Each visitor query runs hybrid semantic+fulltext search to retrieve relevant content excerpts, then streams those excerpts through Claude Haiku for a conversational synthesized answer
- SSE Streaming: Haiku's token-by-token output is forwarded live to the browser via Server-Sent Events; falls back to plain JSON for non-SSE clients
- AI-Optional: Without an Anthropic API key, the widget works as a search-in-chat experience returning ranked excerpts — no API cost
- Fully Configurable: Admin "Chat Widget" page controls title, welcome message, placeholder text, primary color, position (bottom-left/right), max results, and editable system/user prompt templates
- Dedicated Rate Limiting: Separate per-IP (5/min) and global (30/min) limiters independent from the search and API limiters
- Source Attribution: Every response includes the content pages whose excerpts were used, with titles and paths
Multi-User Access Control & Approvals (v2.0+, v6.0+)
- Role-Based Access Control (RBAC): Four roles — admin, editor, contributor, viewer — with granular permission enforcement on all admin UI pages and REST API endpoints
- Contributor Role (v6.0+): Create content, upload assets, post comments, and submit for editorial approval — without publish rights
- Approval Workflows (v6.0+): Configurable trigger-based workflows (by role, folder, template, or tag). Sequential or concurrent mode. Default (no workflow): any editor or admin can approve
- Content Approvals Dashboard (v6.0+): My Queue, Other Pending, and Workflow Config at
/cm/approvals. Sidebar badge shows pending count - Content Discussion (v6.0+): Inline threaded comments on every content edit page. @mention autocomplete, admin delete, live count badge
- User Management: Admin panel for creating users, assigning roles, disabling accounts, and resetting passwords
- Audit Log: Persistent, searchable log of all mutations (who did what, when) with 365-day retention
- Rate Limit Dashboard (v4.5+): New tab on the audit log page showing locked IPs, attempt counts, and a clear button
- User-Scoped API Keys: API keys inherit the permissions of their owning user
- Force Password Change: Temporary passwords trigger a mandatory change on first login
Smart End-User Search
- Hybrid Search: Combines full-text exact matching with semantic vector search (Voyage AI embeddings), merged via reciprocal rank fusion
- Configurable Ranking: All ranking weights editable in the admin panel — nav boost, title boost, boosted templates, demoted path prefixes, and penalty scores
- Intelligent Defaults: Nav-linked pages surface first, concept-template pages rank above generic content, video transcripts are deprioritised
- Title Boost: Pages where the query appears in the title always rank above body-only matches
- Typeahead Suggestions: Fast prefix-matching suggestions — pages for direct navigation, keywords for full search — with the same structural ranking
- Works Without Embeddings: Falls back to full-text search if no Voyage API key is configured
- Rate Limiting: Per-IP and global rate limiting for DDoS protection
Developer & Integration
- REST API: Full
/api/v1/JSON API with API key authentication, RBAC-enforced - MCP Server: 130 tools + 3 prompt resources for agentic website management (stdio + HTTP streamable)
- OAuth 2.1: Authorization code flow with PKCE for remote MCP clients — no embedded passwords
- CLI Tool: Command-line interface for all content management operations
- URL Redirects: 301/302 redirect rules managed from the admin panel
- Webhooks (v4.5+): HMAC-SHA256 signed event delivery for 6 event types (
content.create,content.update,content.publish,content.unpublish,content.delete, and more); per-webhook secrets; delivery history with retry visibility; admin UI at/cm/webhooks. Webhook URLs must be publicly reachable: a URL that resolves to a loopback, private or link-local address is refused and logged as "blocked" (v7.4.3) - Cloudflare Integration (v4.5+): Auto-purge Cloudflare cache on publish/unpublish via Zone ID + API Token
- Edge Caching Headers (v4.5+): ETag, Cache-Control, Last-Modified, Vary, and 304 Not Modified on all public pages
- Structured JSON Logging (v4.5+): All server logs emit structured JSON with timestamp, level, message, and context fields
Site Customization
- Theme Customization: Colors, fonts, border radius, custom CSS — all editable in the admin panel with version history
- Header/Footer HTML: Full HTML control over site chrome injected around all pages
- Asset Management: Upload and manage images, documents, and other files with path-based serving
Prerequisites
- Go 1.24 or later
- MongoDB Atlas account (free tier works great)
Quick Start
- Clone the repository
- Copy
config.dev.json.exampletoconfig.dev.json - Edit
config.dev.jsonwith your MongoDB connection string - Run
go run cmd/server/main.go - Visit http://localhost:8082/cm and log in with your email and password
- On first run, an admin account is created — set
LIGHTCMS_ADMIN_EMAILto use your email, or it defaults toadmin@localhost
MongoDB Atlas Setup
Step 1: Create an Atlas Account
- Go to MongoDB Atlas
- Sign up for a free account (no credit card required)
Step 2: Create a Cluster
- Click "Build a Database"
- Select "M0 FREE" (Shared) tier
- Choose your preferred cloud provider and region (closest to you)
- Click "Create Deployment"
Step 3: Set Up Database Access
-
Create a database user:
- Username:
lightcms(or your choice) - Password: Generate a secure password (save this!)
- Click "Create User"
- Username:
-
Add your IP address:
- Click "Add My Current IP Address"
- Or add
0.0.0.0/0to allow access from anywhere (less secure, but convenient for development) - Click "Finish and Close"
Step 4: Get Your Connection String
- Click "Connect" on your cluster
- Select "Drivers"
- Copy the connection string, it looks like:
mongodb+srv://lightcms:<password>@cluster0.xxxxx.mongodb.net/?retryWrites=true&w=majority - Replace
<password>with your actual password
Step 5: Create Your Config File
For development, copy the example and fill in your values:
cp config.dev.json.example config.dev.json
Edit config.dev.json:
{
"port": "8082",
"mongo_uri": "mongodb+srv://lightcms:YOUR_PASSWORD@cluster0.xxxxx.mongodb.net/lightcms",
"env": "development",
"session_secret": "any-random-string-for-dev"
}
For production, use config.prod.json:
cp config.prod.json.example config.prod.json
Edit with production values (use openssl rand -hex 32 for session_secret).
Installation
# Clone or navigate to the project
cd lightcms
# Install dependencies
go mod tidy
# Run the server
go run cmd/server/main.go
Or use the run script:
./run.sh
LightCMS MCPのよくある質問
AIエージェントはどのようにLightCMSとやり取りできますか?
エージェントは130以上のMCPツールを使用して、コンテンツの読み取り、書き込み、公開、一括インポートを行うことができます。また、公開されている読み取り専用のMCPエンドポイントを使用して、サイトの検索や読み取りを行うことも可能です。
エージェントはどのようにしてライブサイトへの変更を安全に行いますか?
エージェントはcopy-on-writeを備えた隔離されたサンドボックス内で動作します。人間がフィールドごとの差分(diff)を確認し、変更をライブサイトにマージする必要があります。