AgentMinds — AI Agent Intelligence Platform

Install once. Every agent gets smarter. Every project benefits.

AgentMinds connects your project's AI agents to a central intelligence pool. Agents share what they learn — error patterns, proven fixes, performance benchmarks — so every connected site benefits from collective wisdom.

Works seamlessly with Claude Code for automatic agent installation and optimization.

What is AgentMinds?

Every web application has problems: security vulnerabilities, SEO issues, performance bottlenecks, content quality gaps. Finding and fixing them requires expertise, constant monitoring, and experience.

AgentMinds solves this by creating a network of AI agents that learn from each other.

When one site's security agent discovers a fix for a common vulnerability, every other connected site's agent learns about it. When a performance agent finds that a specific caching strategy gives 100x speedup, that knowledge propagates to all sites.

The more sites connected, the smarter every agent becomes.

Features

Automatic Project Scanning

Open any project in VS Code — AgentMinds instantly detects:

• Framework (FastAPI, Django, Flask, Express, Next.js, Unity)
• Programming language (Python, C#, JavaScript, TypeScript, Go, Rust, Java)
• Existing AI agents (any directory structure, any naming convention)
• Site type (Q&A platform, trading, e-commerce, SaaS, blog, game)

Agent Data Sync

Push your agents' learned patterns and reports to AgentMinds Central. Pull back collective wisdom — benchmarks, proven recommendations, cross-site analysis.

Smart Agent Installation

No agents yet? AgentMinds analyzes your project and recommends the right agents for your site type. Works with Claude Code — just say "Install AgentMinds agents" and Claude reads the setup instructions and creates custom agents for your project.

Cross-Site Intelligence

• Pattern sharing: Error patterns detected across multiple sites become universal rules
• Benchmarks: Compare your metrics against all connected sites of the same type
• Proven fixes: Recommendations that worked on other sites are highlighted
• Trend analysis: See if your site is improving or degrading compared to peers

Status Bar

Always-visible agent count and sync status in your VS Code status bar. One click to see details or push/pull data.

Auto-Update

Install from VS Code Marketplace — updates are automatic. No files to copy, no manual upgrades.

How It Works

Your Project                    AgentMinds Central
  |                                    |
  | Extension auto-scans               |
  | Finds 12 agents, 500+ patterns     |
  |                                    |
  |---- Push agent data ------------>  |
  |                                    |-- Merges with 100+ sites
  |                                    |-- Builds collective wisdom
  |                                    |-- Generates recommendations
  |<--- Pull recommendations ---------|
  |                                    |
  | Agents use collective wisdom       |
  | in their next analysis cycle       |

Commands

Open Command Palette (Ctrl+Shift+P) and type "AgentMinds":

Supported Technologies

Frameworks

FastAPI, Django, Flask, Express.js, Next.js, Unity, and more

Languages

Python, C#, JavaScript, TypeScript, Go, Rust, Java, C++

Agent Types

• Health — Uptime, SSL, DNS, response time monitoring
• Security — OWASP checks, header validation, vulnerability scanning
• Performance — Core Web Vitals, latency, cache efficiency
• SEO — Meta tags, schema markup, sitemap, keyword tracking
• Content — Quality scoring, freshness, E-E-A-T signals
• UI — Accessibility, responsive design, semantic HTML
• E2E — End-to-end testing, smoke tests, broken links
• Quality — Answer confidence, hallucination detection
• Feedback — User satisfaction tracking, sentiment analysis
• And more — Custom agents supported

Getting Started

1. Install the Extension

Search "AgentMinds" in VS Code Extensions marketplace and click Install.

2. Open Your Project

Open any project folder in VS Code. AgentMinds automatically scans it.

3. Push or Install

• Have agents? → Run "AgentMinds: Push Agent Data" to share with Central
• No agents? → Run "AgentMinds: Install Agents" then tell Claude Code: "Install AgentMinds agents"

4. Get Recommendations

Run "AgentMinds: Pull Recommendations" to see cross-site analysis, scores, and actionable fixes.

Works With Claude Code

AgentMinds is designed to work with Claude Code (Anthropic's AI coding assistant). When you run "Install Agents", AgentMinds creates a detailed setup file (.claude/AGENTMINDS_SETUP.md) that Claude Code reads and follows to:

1. Analyze your project structure
2. Create the right agents for your site type
3. Set up the agent lifecycle (observe → analyze → recommend → learn)
4. Connect agents to AgentMinds Central via SDK
5. Configure automatic sync

You can also use AgentMinds without Claude Code — the setup instructions work with any AI coding assistant or manual setup.

Architecture

AgentMinds is built on principles from Anthropic's research on building effective agents:

• Evaluator-Optimizer pattern — Central evaluates every agent report and sends feedback
• Ground truth — Agents measure real metrics, not just use memory
• Collective learning — Patterns confirmed by multiple sites get higher confidence
• Simplicity first — Start with basic agents, add complexity only when measurably better

Intelligence Engine

• Pattern Analyzer — Auto-detect error patterns across sites
• Eval Manager — Test sets, regression detection, agent comparison
• Prompt Optimizer — Analyze and improve agent prompts
• Orchestration Learner — Learn optimal agent combinations
• Tool Tuner — Improve tool descriptions from usage data
• Chunk Quality Manager — RAG pipeline quality monitoring

Privacy & Security

• No sensitive data leaves your machine — Only metrics, patterns, and recommendations are synced
• No database content — Agent reports contain aggregated data, not raw records
• No API keys — Credentials never leave your project
• No user data — Personal information is never collected
• Open source — Full source code available on GitHub

Connected Sites

AgentMinds currently connects sites running AI agents in production:

• Q&A platforms with 15+ agents and 700+ learned patterns
• Trading platforms with 12+ agents
• Game projects with 9+ C# agents
• And growing...

Free & Open Source

AgentMinds is completely free. No paid tiers. No feature limits.

Source code: github.com/UzunGridera/agentforge

Feedback & Support

• Issues: GitHub Issues
• Email: mimari@mimari.ai