comparison-context-agent.md•21.7 kB
# MCP Server Comparison: Nextcloud MCP Server vs Context Agent
This document compares the two MCP server implementations in the Nextcloud ecosystem:
1. **Nextcloud MCP Server** (this project) - Standalone MCP server for external access to Nextcloud
2. **Context Agent MCP Server** - MCP server embedded within Nextcloud as an External App
## Executive Summary
Both projects expose Nextcloud functionality via the Model Context Protocol (MCP), but serve different purposes and audiences:
- **Nextcloud MCP Server**: Brings Nextcloud OUT to external MCP clients (Claude Code, etc.)
- **Context Agent**: Brings external MCP servers IN to Nextcloud's AI Assistant
## Architecture Overview
```mermaid
graph TB
subgraph External["External Clients"]
CC[Claude Code]
IDE[IDEs with MCP]
APP[Other MCP Clients]
end
subgraph NMCP["Nextcloud MCP Server<br/>(This Project)"]
NMCP_Server[FastMCP Server]
NMCP_Client[HTTP Clients]
NMCP_Auth[OAuth/BasicAuth]
end
subgraph NC["Nextcloud Instance"]
subgraph CA["Context Agent ExApp"]
CA_Agent[LangGraph Agent]
CA_MCP[MCP Server /mcp]
CA_Tools[Tool Loader]
end
NC_Apps[Nextcloud Apps<br/>Notes, Calendar, Files, etc.]
NC_Assistant[Assistant App]
end
subgraph ExtMCP["External MCP Servers"]
Weather[Weather MCP]
Other[Other Services]
end
%% External clients connect to standalone MCP server
CC --> NMCP_Server
IDE --> NMCP_Server
APP --> NMCP_Server
%% Standalone MCP server talks to Nextcloud over HTTP
NMCP_Server --> NMCP_Auth
NMCP_Auth --> NMCP_Client
NMCP_Client -->|HTTP/HTTPS| NC_Apps
%% Context Agent is inside Nextcloud
CA_Agent --> CA_Tools
CA_Tools --> NC_Apps
CA_MCP -->|Exposes to| NC_Assistant
NC_Assistant -->|User requests| CA_Agent
%% Context Agent can consume external MCP servers
CA_Tools -->|Consumes| ExtMCP
%% Context Agent could consume Nextcloud MCP Server
CA_Tools -.->|Could consume| NMCP_Server
classDef external fill:#e1f5ff
classDef standalone fill:#fff4e1
classDef internal fill:#e8f5e9
class CC,IDE,APP external
class NMCP_Server,NMCP_Client,NMCP_Auth standalone
class CA_Agent,CA_MCP,CA_Tools,NC_Apps,NC_Assistant internal
```
## Deployment Models
```mermaid
graph LR
subgraph Deploy1["Nextcloud MCP Server Deployment"]
direction TB
D1[Docker Container]
D2[Cloud VM]
D3[Local Machine]
D4[Kubernetes Pod]
end
subgraph Deploy2["Context Agent Deployment"]
direction TB
NC[Nextcloud Instance<br/>with AppAPI]
ExApp[External App Container<br/>Managed by Nextcloud]
end
Deploy1 -.->|HTTP/HTTPS| NC
ExApp -->|Integrated| NC
classDef deploy fill:#fff4e1
classDef integrated fill:#e8f5e9
class D1,D2,D3,D4 deploy
class NC,ExApp integrated
```
### Nextcloud MCP Server
- **Location**: Runs anywhere with network access to Nextcloud
- **Deployment**: Docker, VM, local machine, Kubernetes
- **Connection**: HTTP/HTTPS to Nextcloud APIs
- **Independence**: Fully standalone service
### Context Agent
- **Location**: Runs inside Nextcloud as External App
- **Deployment**: Managed by Nextcloud AppAPI
- **Connection**: Native nc-py-api integration
- **Integration**: Deep Nextcloud integration
## Authentication Architecture
```mermaid
graph TB
subgraph NMCP_Auth["Nextcloud MCP Server Authentication"]
direction TB
Client1[MCP Client]
subgraph BasicAuth["BasicAuth Mode"]
BA_Shared[Shared NextcloudClient]
BA_Creds[Username + Password]
end
subgraph OAuth["OAuth Mode"]
OAuth_Token[OAuth Token]
OAuth_Verify[Token Verifier]
OAuth_OIDC[OIDC Discovery]
OAuth_Client[Per-Request Client]
end
Client1 -->|Basic Auth| BasicAuth
Client1 -->|Bearer Token| OAuth
BA_Creds --> BA_Shared
OAuth_Token --> OAuth_Verify
OAuth_OIDC --> OAuth_Verify
OAuth_Verify --> OAuth_Client
end
subgraph CA_Auth["Context Agent Authentication"]
direction TB
Client2[MCP Client]
CA_Header[Authorization Header]
CA_OCS[OCS API Validation]
CA_User[User Context]
CA_NC[nc-py-api Client]
Client2 --> CA_Header
CA_Header --> CA_OCS
CA_OCS -->|Extract user_id| CA_User
CA_User -->|nc.set_user| CA_NC
end
classDef auth fill:#fff4e1
classDef user fill:#e1f5ff
class BasicAuth,OAuth auth
class CA_User user
```
## Tool Registration & Loading
```mermaid
sequenceDiagram
participant Startup
participant NMCP as Nextcloud MCP<br/>Server
participant CA as Context Agent
participant Request as Client Request
Note over Startup,NMCP: Nextcloud MCP Server (Static)
Startup->>NMCP: Server starts
NMCP->>NMCP: configure_notes_tools(mcp)
NMCP->>NMCP: configure_calendar_tools(mcp)
NMCP->>NMCP: configure_contacts_tools(mcp)
Note over NMCP: Tools registered once<br/>at startup
Request->>NMCP: Call tool
NMCP->>NMCP: Use pre-registered tool
Note over Startup,CA: Context Agent (Dynamic)
Startup->>CA: Server starts
CA->>CA: Install ToolListMiddleware
Request->>CA: List tools (or 60s elapsed)
CA->>CA: get_tools(nc)
CA->>CA: Import all_tools/*.py
CA->>CA: Call module.get_tools(nc)
CA->>CA: Regenerate tool functions
Note over CA: Tools refreshed every 60s<br/>or on demand
Request->>CA: Call tool
CA->>CA: Regenerate with fresh nc
```
## Tool Definition Patterns
### Nextcloud MCP Server
```python
# Static registration at startup
def configure_notes_tools(mcp: FastMCP):
@mcp.tool()
async def nc_notes_create_note(
title: str,
content: str,
category: str,
ctx: Context
) -> CreateNoteResponse:
"""Create a new note"""
client = get_client(ctx) # Auto-detects auth mode
note_data = await client.notes.create_note(
title=title,
content=content,
category=category
)
return CreateNoteResponse(
id=note_data["id"],
title=note_data["title"],
etag=note_data["etag"]
)
# Resources for structured data access
@mcp.resource("nc://Notes/{note_id}")
async def nc_get_note_resource(note_id: int):
"""Get user note using note id"""
ctx = mcp.get_context()
client = get_client(ctx)
note_data = await client.notes.get_note(note_id)
return Note(**note_data)
```
**Key Features**:
- Native FastMCP `@mcp.tool()` decorator
- Pydantic models for type safety
- MCP Resources support
- Comprehensive error handling with McpError
- Context-based client resolution
### Context Agent
```python
# Dynamic loading at runtime
async def get_tools(nc: Nextcloud):
@tool
@safe_tool
def list_calendars():
"""List all existing calendars by name"""
principal = nc.cal.principal()
calendars = principal.calendars()
return ", ".join([cal.name for cal in calendars])
@tool
@dangerous_tool
def schedule_event(
calendar_name: str,
title: str,
description: str,
start_date: str,
end_date: str,
attendees: list[str] | None,
start_time: str | None,
end_time: str | None
):
"""Create a new event or meeting in a calendar"""
# Parse dates and times
start_datetime = datetime.strptime(start_date, "%Y-%m-%d")
# ... event creation logic
principal = nc.cal.principal()
calendar = {cal.name: cal for cal in calendars}[calendar_name]
calendar.add_event(str(c))
return True
return [list_calendars, schedule_event, ...]
def get_category_name():
return "Calendar and Tasks"
def is_available(nc: Nextcloud):
return True # or check capabilities
```
**Key Features**:
- LangChain `@tool` decorator
- `@safe_tool` / `@dangerous_tool` decorators
- Dynamic tool regeneration with fresh context
- Tools returned as list from async function
- Availability checking per module
## Client Architecture
```mermaid
graph TB
subgraph NMCP_Client["Nextcloud MCP Server Clients"]
direction TB
NMCP_Main[NextcloudClient]
NMCP_Base[BaseNextcloudClient]
NMCP_Notes[NotesClient]
NMCP_Cal[CalendarClient]
NMCP_Contacts[ContactsClient]
NMCP_Tables[TablesClient]
NMCP_WebDAV[WebDAVClient]
NMCP_Deck[DeckClient]
NMCP_Main --> NMCP_Notes
NMCP_Main --> NMCP_Cal
NMCP_Main --> NMCP_Contacts
NMCP_Main --> NMCP_Tables
NMCP_Main --> NMCP_WebDAV
NMCP_Main --> NMCP_Deck
NMCP_Notes -.->|extends| NMCP_Base
NMCP_Cal -.->|extends| NMCP_Base
NMCP_Contacts -.->|extends| NMCP_Base
NMCP_Base --> HTTPX["httpx.AsyncClient"]
NMCP_Base --> Retry["@retry_on_429"]
end
subgraph CA_Client["Context Agent Client"]
direction TB
CA_NC["nc-py-api<br/>NextcloudApp"]
CA_NC --> CA_Cal["nc.cal<br/>CalDAV"]
CA_NC --> CA_Talk["nc.talk<br/>Talk API"]
CA_NC --> CA_OCS["nc.ocs<br/>OCS API"]
CA_NC --> CA_Session["nc._session<br/>HTTP Adapter"]
end
HTTPX -->|"HTTP/HTTPS"| NextcloudAPI["Nextcloud APIs"]
CA_Session -->|"HTTP/HTTPS"| NextcloudAPI
classDef custom fill:#fff4e1
classDef native fill:#e8f5e9
class NMCP_Main,NMCP_Base,NMCP_Notes,NMCP_Cal custom
class CA_NC,CA_Cal,CA_Talk,CA_OCS native
```
## Functionality Comparison
### Available Tools & Features
| Feature Category | Nextcloud MCP Server | Context Agent MCP |
|-----------------|---------------------|-------------------|
| **Notes** | ✅ Full CRUD, search, attachments (7 tools) | ❌ Not implemented |
| **Calendar** | ✅ Full CalDAV (events, recurring, attendees) | ✅ Schedule events, list calendars, free/busy, tasks (4 tools) |
| **Contacts** | ✅ Full CardDAV (address books, contacts) | ✅ Find person, current user details (2 tools) |
| **Files** | ✅ Full WebDAV (read, write, directories) | ✅ Get content, folder tree, sharing (3 tools) |
| **Tables** | ✅ Row CRUD operations | ❌ Not implemented |
| **Deck** | ✅ Boards, stacks, cards | ✅ Create board, add card (2 tools) |
| **Talk** | ❌ Not implemented | ✅ List/send messages, create conversation (4 tools) |
| **Mail** | ❌ Not implemented | ✅ Send email, list mailboxes (2 tools) |
| **AI Features** | ❌ Not implemented | ✅ Image gen, audio2text, doc-gen, context_chat (4 tools) |
| **Web Search** | ❌ Not implemented | ✅ DuckDuckGo, YouTube search (2 tools) |
| **Location** | ❌ Not implemented | ✅ OpenStreetMap, HERE transit, weather (3 tools) |
| **OpenProject** | ❌ Not implemented | ✅ Integration (2 tools) |
| **MCP Resources** | ✅ notes://, nc:// URIs | ❌ Not supported |
| **External MCP** | ❌ Pure server only | ✅ Consumes external MCP servers |
| **Sharing** | ✅ Share management API | ❌ Not implemented |
| **Capabilities** | ✅ Server info resource | ❌ Not exposed |
### Tool Count Summary
- **Nextcloud MCP Server**: ~50+ tools and resources
- Deep integration with specific apps
- Full CRUD operations
- MCP Resources for structured data
- **Context Agent**: ~28+ tools
- Broader feature coverage
- Action-oriented (agent tasks)
- Can aggregate external MCP servers
## Tool Safety & Confirmation
### Context Agent Safety Model
```mermaid
graph TD
Request[User Request] --> Agent[LangGraph Agent]
Agent --> Model[LLM generates tool calls]
Model --> Check{Tool type?}
Check -->|"@safe_tool"| Execute[Execute immediately]
Check -->|"@dangerous_tool"| Queue[Queue for confirmation]
Queue --> UserNode[Request user confirmation]
UserNode -->|Approved| Execute
UserNode -->|Denied| Cancel[Cancel with reason]
Execute --> Result[Return result to agent]
Cancel --> Result
Result --> Agent
classDef safe fill:#e8f5e9
classDef danger fill:#ffe8e8
class Execute safe
class Queue,UserNode,Cancel danger
```
**Safe Tools** (read-only):
- `list_calendars`
- `find_person_in_contacts`
- `list_talk_conversations`
- `get_file_content`
- `get_folder_tree`
**Dangerous Tools** (write operations):
- `schedule_event`
- `send_message_to_conversation`
- `create_public_sharing_link`
- `send_email`
### Nextcloud MCP Server Safety
**No built-in safety classification**:
- All tools treated equally
- Relies on MCP client for validation
- OAuth scopes could control permissions
- User must review all actions
## Error Handling
### Nextcloud MCP Server
```python
try:
note_data = await client.notes.create_note(...)
return CreateNoteResponse(...)
except HTTPStatusError as e:
if e.response.status_code == 403:
raise McpError(ErrorData(
code=-1,
message="Access denied: insufficient permissions"
))
elif e.response.status_code == 413:
raise McpError(ErrorData(
code=-1,
message="Note content too large"
))
elif e.response.status_code == 409:
raise McpError(ErrorData(
code=-1,
message="Note with this title already exists"
))
```
**Features**:
- Comprehensive HTTP status code handling
- User-friendly error messages
- Specific error codes
- Guidance on resolution
### Context Agent
```python
def schedule_event(...):
"""Create event"""
# ... implementation
calendar.add_event(str(c))
return True # Simple boolean return
```
**Features**:
- Minimal error handling
- Exceptions propagate to agent
- LangChain handles retries
- Agent interprets failures
## Use Cases
### When to Use Nextcloud MCP Server
```mermaid
graph LR
Root[Nextcloud MCP Server]
Root --> ExtAccess[External Access]
Root --> OAuth[OAuth Security]
Root --> DeepAPI[Deep API Access]
Root --> Deploy[Standalone Deployment]
ExtAccess --> EA1[Claude Code integration]
ExtAccess --> EA2[IDE plugins with MCP]
ExtAccess --> EA3[Custom MCP clients]
ExtAccess --> EA4[Cross-platform tools]
OAuth --> O1[Token-based auth]
OAuth --> O2[OIDC compliance]
OAuth --> O3[Per-user permissions]
OAuth --> O4[Secure external access]
DeepAPI --> DA1[Full CRUD operations]
DeepAPI --> DA2[Notes management]
DeepAPI --> DA3[Calendar CalDAV]
DeepAPI --> DA4[Contacts CardDAV]
DeepAPI --> DA5[File operations]
DeepAPI --> DA6[Table data]
Deploy --> D1[Docker containers]
Deploy --> D2[Cloud VMs]
Deploy --> D3[Kubernetes]
Deploy --> D4[On-premise servers]
classDef rootStyle fill:#4a90e2,stroke:#2e5c8a,color:#fff
classDef categoryStyle fill:#f39c12,stroke:#d68910,color:#fff
classDef itemStyle fill:#e8f5e9,stroke:#81c784
class Root rootStyle
class ExtAccess,OAuth,DeepAPI,Deploy categoryStyle
class EA1,EA2,EA3,EA4,O1,O2,O3,O4,DA1,DA2,DA3,DA4,DA5,DA6,D1,D2,D3,D4 itemStyle
```
**Best for**:
1. External clients accessing Nextcloud (Claude Code, IDEs)
2. OAuth/OIDC authentication requirements
3. Full CRUD on Notes, Calendar, Contacts, Tables
4. WebDAV file system access
5. MCP Resources for structured data
6. Flexible deployment scenarios
7. Building external integrations
### When to Use Context Agent MCP Server
```mermaid
graph LR
Root[Context Agent MCP]
Root --> Assistant[AI Assistant]
Root --> ActionOriented[Action-Oriented]
Root --> MCPAgg[MCP Aggregation]
Root --> Safety[Safety Features]
Assistant --> A1[Nextcloud UI integration]
Assistant --> A2[Task Processing API]
Assistant --> A3[User requests in Assistant]
Assistant --> A4[Human-in-the-loop]
ActionOriented --> AO1[Send emails]
ActionOriented --> AO2[Create calendar events]
ActionOriented --> AO3[Post Talk messages]
ActionOriented --> AO4[Generate images]
ActionOriented --> AO5[Search web]
MCPAgg --> M1[Consume external MCP servers]
MCPAgg --> M2[Weather services]
MCPAgg --> M3[Maps and transit]
MCPAgg --> M4[Custom integrations]
MCPAgg --> M5[Unified tool interface]
Safety --> S1[Read operations auto-execute]
Safety --> S2[Write operations require approval]
Safety --> S3[User confirmation flow]
Safety --> S4[Agent safety]
classDef rootStyle fill:#9b59b6,stroke:#6c3483,color:#fff
classDef categoryStyle fill:#e74c3c,stroke:#c0392b,color:#fff
classDef itemStyle fill:#fff4e1,stroke:#f39c12
class Root rootStyle
class Assistant,ActionOriented,MCPAgg,Safety categoryStyle
class A1,A2,A3,A4,AO1,AO2,AO3,AO4,AO5,M1,M2,M3,M4,M5,S1,S2,S3,S4 itemStyle
```
**Best for**:
1. AI-driven actions inside Nextcloud UI
2. Assistant app integration
3. Safe/dangerous tool distinction
4. Talk, Mail, Deck operations
5. AI features (image gen, audio2text)
6. Web search and maps
7. Aggregating external MCP servers
8. Agent acting on behalf of users
## Complementary Architecture
The two MCP servers can work together in complementary ways:
```mermaid
graph TB
User[User] -->|Requests AI assistance| Assistant[Nextcloud Assistant App]
Assistant --> ContextAgent[Context Agent]
subgraph ContextAgent["Context Agent (Inside Nextcloud)"]
direction TB
Agent[LangGraph Agent]
MCPServer[MCP Server /mcp]
ToolLoader[Tool Loader]
Agent --> ToolLoader
ToolLoader --> InternalTools[Internal Tools<br/>Talk, Mail, Calendar]
end
subgraph ExternalMCP["External MCP Ecosystem"]
NextcloudMCP[Nextcloud MCP Server<br/>This Project]
WeatherMCP[Weather MCP]
CustomMCP[Custom MCP Services]
end
ToolLoader -->|Consumes| NextcloudMCP
ToolLoader -->|Consumes| WeatherMCP
ToolLoader -->|Consumes| CustomMCP
subgraph ExternalClients["External Clients"]
Claude[Claude Code]
IDE[IDEs with MCP]
end
Claude -->|Direct access| NextcloudMCP
IDE -->|Direct access| NextcloudMCP
NextcloudMCP -->|OAuth/HTTP| NextcloudApps[Nextcloud Apps<br/>Notes, Calendar, Files]
InternalTools -->|nc-py-api| NextcloudApps
classDef internal fill:#e8f5e9
classDef external fill:#e1f5ff
classDef mcp fill:#fff4e1
class Assistant,Agent,MCPServer,ToolLoader,InternalTools,NextcloudApps internal
class Claude,IDE external
class NextcloudMCP,WeatherMCP,CustomMCP mcp
```
### Example Workflows
**Workflow 1: External Client → Nextcloud MCP Server**
```
Claude Code → Nextcloud MCP Server → Nextcloud Notes API
```
- User asks Claude Code to search notes
- Claude Code calls `nc_notes_search_notes` tool
- Returns results directly to user
**Workflow 2: Assistant → Context Agent → Internal Tools**
```
User → Assistant → Context Agent → Send Email Tool
```
- User asks Assistant to send an email
- Context Agent identifies "send_email" as dangerous
- Requests user confirmation
- Sends email via nc-py-api
**Workflow 3: Assistant → Context Agent → External MCP**
```
User → Assistant → Context Agent → Nextcloud MCP Server → Notes
```
- User asks Assistant about notes
- Context Agent consumes Nextcloud MCP Server as external MCP
- Gets notes data via MCP protocol
- Returns to user via Assistant
## Technical Comparison Matrix
| Aspect | Nextcloud MCP Server | Context Agent MCP |
|--------|---------------------|-------------------|
| **Framework** | FastMCP (native) | FastMCP + LangChain |
| **Tool Decorator** | `@mcp.tool()` | `@tool` from LangChain |
| **Tool Loading** | Static (startup) | Dynamic (runtime) |
| **Tool Refresh** | No (restart required) | Every 60 seconds |
| **Resources** | Yes (`@mcp.resource()`) | No |
| **Transports** | SSE, HTTP, Streamable-HTTP | Stateless HTTP only |
| **MCP Mode** | Server only | Server + Client (hybrid) |
| **Client Type** | httpx (custom HTTP) | nc-py-api (native) |
| **Deployment** | Standalone external | Inside Nextcloud (ExApp) |
| **Auth** | BasicAuth or OAuth/OIDC | Session-based (ExApp) |
| **User Context** | Shared or per-token | Per-request `nc.set_user()` |
| **Error Handling** | McpError with codes | Basic exceptions |
| **Type Safety** | Pydantic models | Python types |
| **Safety Model** | No built-in | Safe/Dangerous classification |
| **Dependencies** | FastMCP, httpx, Pydantic | nc-py-api, LangChain, LangGraph |
| **Integration** | HTTP APIs | AppAPI + Task Processing |
| **External MCP** | No | Yes (consumes) |
## Summary
Both MCP servers serve important but different roles in the Nextcloud ecosystem:
### Nextcloud MCP Server (This Project)
- **Purpose**: Expose Nextcloud to external MCP clients
- **Strength**: Deep CRUD operations, OAuth security, standalone deployment
- **Audience**: External developers, Claude Code users, integration builders
### Context Agent MCP Server
- **Purpose**: Bring AI agent capabilities to Nextcloud users
- **Strength**: Action-oriented, safe/dangerous tools, MCP aggregation
- **Audience**: Nextcloud users via Assistant app, AI-driven workflows
**Key Insight**: These are complementary, not competing. Context Agent could even consume Nextcloud MCP Server as one of its external MCP sources, creating a unified ecosystem where:
- External clients access Nextcloud via Nextcloud MCP Server
- Internal users leverage Context Agent for AI assistance
- Context Agent aggregates both internal tools and external MCP servers (including Nextcloud MCP Server)