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I Built an AI CLI That Lets You Chat With Your APIs

Tired of writing Postman test scripts? I built Octrafic - a CLI tool where you describe API tests in plain English and AI executes them. It's open-source, runs locally, and supports multiple LLM providers. Why I Built…

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Tired of writing Postman test scripts? I built Octrafic - a CLI tool where you describe API tests in plain English and AI executes them. It's open-source, runs locally, and supports multiple LLM providers.








Why I Built This



API testing sucks. You're either:




  • Clicking through Postman manually (doesn't scale)

  • Writing JavaScript test scripts (tedious boilerplate)

  • Using curl and forgetting the syntax every time



I wanted something faster: load your API spec, describe what you want tested, get results. The AI figures out the right HTTP requests, payloads, and validations.






How It Works



1. Install (single binary, no dependencies)




# Linux/macOS
curl -fsSL https://octrafic.com/install.sh | bash

# Homebrew
brew install octrafic/tap/octrafic

# Windows
iex (iwr -useb https://octrafic.com/install.ps1)






2. Configure your AI provider

Octrafic supports Claude, OpenAI, OpenRouter, Ollama, or llama.cpp. You bring your own API key - nothing goes through my servers.




# Run
octrafic






3. Load your API




octrafic -u https://api.example.com -s openapi.json -n "My API"






4. Start testing

The AI understands your API structure and generates appropriate requests based on natural language:








Technical Stack



Go - Single binary distribution across Linux, macOS, Windows. No runtime dependencies.



Bubble Tea - Terminal UI framework for interactive chat interface. Arrow key navigation, command history, proper scrolling.



Multi-LLM Support - Built adapters for Claude, OpenAI, OpenRouter, Ollama, and llama.cpp. Switch providers without changing your workflow.






Real Use Cases



API Exploration - Point it at an unfamiliar API and ask questions. What does this endpoint do?

What parameters does it accept?

Faster than reading docs.



Quick Testing - Test this endpoint with edge cases generates multiple requests with boundary conditions, missing fields, invalid data types.



Manual Testing Alternative - Instead of clicking through Postman, describe what you want tested. The AI executes and shows results.



Local Models - Privacy-focused? Run Ollama or llama.cpp locally. Your API data never leaves your machine.






Current State



It works. I use it daily for API testing. A few other developers are using it too.

That said, it's alpha software. Some features are rough. But the core is solid and I'm actively fixing issues.



GitHub repo: https://github.com/Octrafic/octrafic-cli

Website: https://octrafic.com

Try it. Open issues for bugs. PR's welcome if you want to contribute.

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Remote Code Execution (RCE) Defense
Syntax validiert (0 Fehler)
title: Detect Exploitation - I Built an AI CLI That Lets You Chat With Your APIs
id: 7d2a6060-c135-473c-a837-b927067706b5
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-26
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-26"
        description = "YARA Signature for "
    strings:
        $str = "I Built an AI CLI That Lets Yo" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("I Built an AI CLI That Lets You Chat Wit")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*I Built an AI CLI That Lets You Chat Wit*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "I Built an AI CLI That Lets You Chat Wit"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc

2. Cyber Threat Intelligence & Forensik

CTI Threat Relationship Graph2 Knoten / 1 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
🛡️
Exploit PoC Security Sandbox & Payload Analyzer TEXT
Danger Index:25/100 SAFE_ANALYSIS_ONLY
✅ Keine offensichtlich destruktiven Befehle erkannt.
Standard-Analystenprüfung vor Ausführung empfohlen.
Erkannte Gefahrensignaturen (1):
HIGHPAYLOAD_DROPPER:Download-and-Execute Dropper-Muster (Piped Shell-Execution).
curl -fsSL https://octrafic.com/install.
tsecurity.de Cognitive Threat RAG
Fokus-Vektor:

Kognitive Analyse für identifizierte Bedrohung: Erhöhte Bedrohungslage im Bereich I Built an AI CLI That Lets You Chat Wit.... Basierend auf 368k Vektor-Korrelationen werden sofortige Isolationsmaßnahmen für betroffene Endpunkte empfohlen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
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