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⚡ AI Lessons

Dev.to · correctover
4d ago
I audited 12 MCP servers and found the same vulnerability in every one
This is the second post in our MCP security series. Read the first: We found an attack class in MCP...

Dev.to · correctover
4d ago
We found an attack class in MCP tool-call receipts — and built a 7KB linter for it
We've been building an inline security proxy for MCP (Model Context Protocol) tool calls. It produces...

Dev.to · correctover
5d ago
Two Independent CCS Implementations Achieve 14/14 Interoperability
The Correctover Conformance Shape (CCS) specification — IETF Internet-Draft draft-correctover-ccs-06,...

Dev.to · correctover
1w ago
I built a 7-dimension runtime verification standard for AI agents
Structure, Schema, Latency, Cost, Identity, Integrity, Security. Every tool call gets a signed receipt. Here is why and how.

Dev.to · correctover
1w ago
Try MCP security scanning in 30 seconds — `npx correctover-scan --demo`
Correctover is an AI agent runtime authorization and evidence verification layer. We just shipped...

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Your AI Agent Stack May Have These 16 Vulnerability Patterns
An MCP ecosystem audit of 37 repositories and 24 standalone servers found 16 recurring vulnerability patterns — path traversal in 6 of 6 targets, a CVSS 10.0 ev

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment
A practical guide to AI security audit methodology for LLM agents and MCP servers, based on 24 CCS detection rules and real-world vulnerability findings across

Dev.to · correctover
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Even LLM Security Tools Have Vulnerabilities: SSRF in protectai/llm-guard
The Irony LLM Guard is a security tool — it's supposed to protect LLM applications from...

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
We Published the First Formal Conformance Standard for AI Agents
We audited 8,000+ real API calls across multiple providers and fault scenarios. The results exposed a...

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
The Gap Every AI Gateway Misses: Why HTTP 200 Is Not a Correct Response
There's a $140M elephant in the room. In April 2026, Palo Alto Networks acquired Portkey for $140M —...

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
The Invisible Leak: 5 Catastrophic AI Agent Failures and the 56.8% Truth No One Talks About
The Invisible Leak: 5 Catastrophic AI Agent Failures and the 56.8% Truth No One Talks...

Dev.to · correctover
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Honesty Theater: Why Disclosure Reliability in LLM Guardrails
Honesty Theater: Why Disclosure ≠ Reliability in LLM Guardrails When a guardrail says it...

Dev.to · correctover
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI
The Problem LLM evaluation tools like Patronus AI excel at hallucination detection,...

Dev.to · correctover
🧠 Large Language Models
⚡ AI Lesson
1mo ago
That 200 OK From Your LLM Gateway Probably Means Nothing
Every AI gateway on the market — LiteLLM, Portkey, OpenRouter, Olla — checks the same things: HTTP...

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your AI Gateway's 200 OK Is Lying to You — A Practical Guide to Response Validation
Every AI gateway on the market — LiteLLM, Portkey, OpenRouter, Olla — checks the same things: HTTP...

Dev.to · correctover
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Correctover MCP Server: Your AI Assistant Now Knows When Your LLM Calls Are Actually Correct
Correctover MCP Server is the first contract-validation MCP tool on the Official Registry. 6-dimension validation in 22us. BYOK, zero markup. Install in 30 seco

Dev.to · correctover
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I Built a Desktop AI Gateway in 73 Lines of Python
Every desktop AI tool lets you configure one API endpoint. When that provider goes down, your tool stops. Here is a lightweight fix.
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