V2.5.3 · Complete guide

From beginner to expert
complete documentation

Quick start, deep features, API integration, Python plugin development — every doc you need is here.

Doc categories

Find what you need by role

Getting started

5-minute install → first analysis

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Feature deep-dive

Deep guides for all 8 feature modules

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AI assistant

9 local + 13 online AI + Agent

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Python plugins

Developer API + sandbox security

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API integration

Enterprise REST API + JWT auth

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Best practices

SEO in the wild + case studies

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Quick start

Up and running in 5 minutes

From download to your first SEO analysis — just 5 minutes

1

Download & install

Get the V2.5.3 installer from the download page, double-click, install with defaults. .NET 6.0 is auto-detected.

2

Sign up

Email signup → free tier auto-activated. Pro users enter the license key from your purchase email.

3

Add your site

Site management → add site → enter your domain. The system auto-detects robots.txt and sitemap.xml.

4

First SEO analysis

SEO analysis → select site → one-click full-page audit. A report is generated in 30-60 seconds.

5

AI assistant chat

AI assistant → "Analyze my site SEO" → AI Agent auto-invokes 7 tools, full diagnosis in 30 seconds.

🎉

Start automating

Set up Cron jobs → AI auto-monitors ranks/content/competitors. PDF reports every week.

Feature deep-dive

8 feature modules

V2.5.3 highlight

AI Assistant + Agent quick reference

7 tools reference

Tool Trigger Example
analyze_seoFull-page SEO audit"Analyze https://example.com SEO"
analyze_keywordKeyword research"Research 'AI SEO' keyword"
analyze_competitorCompetitor analysis"Analyze competitor semrush.com"
generate_contentContent generation"Write a 1500-word SEO article"
crawl_pageSingle-page crawl"Crawl this page's content"
track_ranksRank tracking"Track 'AI SEO' ranking"
full_analysisFull diagnosis"Full audit of my site"

Conversation flow: AI auto-invokes up to 3 rounds, results are reinjected into the prompt. Live status bar in the UI shows progress and lets you cancel any time.

Developers

Python plugin development

Pro and above · Sandbox secured · Network/files/DB blocked by default

Hello World plugin

# plugins/hello_world.py
from CalfSystem_plugin import Plugin, on_command

class HelloWorld(Plugin):
    name = "Hello World"
    version = "1.0.0"
    description = "My first CalfSystem plugin"

    @on_command("hello")
    async def hello(self, ctx, name: str = "World"):
        return f"Hello, {name}! From CalfSystem plugin"

plugin = HelloWorld()

Sandbox security rules

  • Network: socket/urllib/requests blocked by default, opt-in via permissions
  • Files: only the %PLUGIN_DATA% sandbox directory is accessible
  • Database: sqlite3/pymysql blocked by default, declare in plugin.yaml
  • Resources: CPU 60s, memory 512MB, disk 100MB hard limits
  • Timeout: signal.SIGALRM force-kill
Enterprise

REST API integration

Quick call

curl -X POST https://seotoolsdownload.net/Server/api/v1/analyze \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com",
    "checks": ["seo", "performance", "content"]
  }'

Available endpoints

  • POST /v1/analyze — SEO analysis
  • POST /v1/keywords — Keyword research
  • POST /v1/chat — AI conversation
  • GET /v1/ranks/{keyword} — Rank query
  • POST /v1/report — Generate report
More resources

Further learning

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