swaggbot
Integrates with Ollama as a local LLM provider for natural language understanding and response generation.
Integrates with OpenAI's API as an LLM provider for natural language understanding and response generation.
Allows interaction with any Swagger/OpenAPI documented API, enabling natural language queries and automated workflow execution.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@swaggbotList all users with role admin"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Swaggbot
Transform Swagger/OpenAPI docs into conversational interfaces. Self-hosted, local-first, AI-powered API exploration.
Quick Start
# Docker (recommended)
git clone https://github.com/techbloom-ai/swaggbot.git
cd swaggbot && cp .env.example .env
# Generate SESSION_SECRET and add LLM API keys
docker-compose up -dWhat is Swaggbot?
Swaggbot converts any Swagger/OpenAPI documented API into a conversational interface. Built for developers who want to:
Explore APIs naturally β Chat instead of reading raw JSON
Automate workflows β Multi-step operations with data extraction
Stay in control β Self-hosted, data stays local
Integrate anywhere β Web UI, MCP server, or direct API
Features
π€ Natural Language API Interaction β "List all users" β
GET /usersπ Workflow Automation β Chain multiple API calls with dependency resolution
π MCP Server β Use with Claude Desktop, Cursor, Windsurf
π Self-Hosted β Your data, your infrastructure
π Session Management β Encrypted auth tokens, per-session isolation
π Multi-Provider LLM β Moonshot, OpenAI, Anthropic, Ollama
π Array Filtering β
[name=John].idsyntax for data extractionπ‘οΈ Security β CSP headers, rate limiting, encrypted storage
Architecture
βββββββββββ βββββββββββ βββββββββββ
β Web UI β β MCP β β API β
β Next.js β β Server β β Clients β
ββββββ¬βββββ ββββββ¬βββββ ββββββ¬βββββ
βββββββββββββββΌββββββββββββββ
βΌ
βββββββββββββββββββ
β Chat Service β Intent Classification
β + LLM Provider β β Curl Generation β Execution
βββββββββββββββββββ
β
βββββββββββββββΌββββββββββββββ
βΌ βΌ βΌ
ββββββββββ βββββββββββ ββββββββββββ
βSQLite β βWorkflow β β Target β
β(Local) β β Engine β β API β
ββββββββββ βββββββββββ ββββββββββββInstallation
Prerequisites
Node.js 18+ or Docker
LLM API key (Moonshot, OpenAI, Anthropic, or Ollama)
Docker (Recommended)
# 1. Clone and configure
git clone https://github.com/techbloom-ai/swaggbot.git
cd swaggbot
cp .env.example .env
# 2. Set SESSION_SECRET (required for auth)
# Linux/macOS:
export SESSION_SECRET=$(openssl rand -base64 32)
# Or add to .env: SESSION_SECRET=your_random_secret_here
# 3. Add your LLM API key to .env
# MOONSHOT_API_KEY=your_key_here
# 4. Start
docker-compose up -dDatabase migrations run automatically on first startup.
Local Development
git clone https://github.com/techbloom-ai/swaggbot.git
cd swaggbot
pnpm install
cp .env.example .env.local
# Edit .env.local with SESSION_SECRET and LLM API keys
pnpm db:migrate
pnpm devConfiguration
Variable | Required | Default | Description |
| Yes | β | Random secret for session encryption (min 32 chars) |
| Yes* | β | Moonshot AI API key |
| Yes* | β | OpenAI API key |
| Yes* | β | Anthropic API key |
| Yes* | β | Ollama server URL |
| No |
|
|
| No |
| SQLite database path |
| No |
| App base URL |
*At least one LLM provider required
Generate SESSION_SECRET
# Linux/macOS
openssl rand -base64 32
# Or any random string (min 32 characters)API Reference
REST API
All endpoints require authentication via session cookie.
Endpoint | Method | Description |
| POST | Authenticate and create session |
| POST | Create API session from Swagger URL |
| GET | List all sessions (paginated) |
| POST | Send message to API |
| POST | Create multi-step workflow |
| POST | Execute workflow |
MCP Server
{
"mcpServers": {
"swaggbot": {
"command": "docker",
"args": ["compose", "run", "--rm", "swaggbot-mcp"],
"env": {
"SESSION_SECRET": "your_secret",
"MOONSHOT_API_KEY": "your_key"
}
}
}
}Usage Examples
Web UI
Navigate to login page
Create a session with your Swagger URL
Start chatting:
"Create a user named John" "List all pets with status available" "Execute the login workflow"
API
# Authenticate
curl -X POST http://localhost:3003/api/auth/login \
-H "Content-Type: application/json" \
-d '{"password": "your_password"}' \
-c cookies.txt
# Chat with API
curl -X POST http://localhost:3003/api/chat \
-H "Content-Type: application/json" \
-b cookies.txt \
-d '{"sessionId": "...", "message": "List all users"}'Technology Stack
Component | Technology |
Framework | Next.js 16 (App Router) |
Language | TypeScript 5 |
Database | SQLite (libSQL/Turso) |
ORM | Drizzle ORM |
UI | shadcn/ui + TailwindCSS 4 |
State | Zustand |
LLM SDK | Vercel AI SDK patterns |
MCP | Model Context Protocol SDK |
Testing | Vitest |
Container | Docker + Docker Compose |
Project Structure
swaggbot/
βββ app/ # Next.js App Router
β βββ api/ # API routes
β βββ sessions/ # Session UI
β βββ settings/ # Settings page
βββ components/ # shadcn/ui components
βββ lib/
β βββ db/ # Database schema & migrations
β βββ llm/ # LLM provider implementations
β βββ services/ # Business logic
β βββ auth/ # Session & encryption
β βββ prompts/ # LLM prompt management
βββ scripts/ # MCP server & entrypoint
βββ data/ # SQLite storage (Docker volume)Security
Local-first: All data stored locally in SQLite
Encrypted tokens: Auth tokens encrypted with AES-256-GCM
Session-based auth: Password-protected access
CSP headers: Content Security Policy protection
Rate limiting: Per-endpoint limits configurable
No telemetry: Zero analytics or tracking
License
MIT Β© TechBloom
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