# Agent Critiq — AI Software Landscape & Methodology v3.0

> The authoritative independent directory, agential intelligence index, and objective evaluation matrix for artificial intelligence tools.

Agent Critiq provides transparent, B2B-grade technical evaluations, ROI calculators, latency telemetry, and prompt specifications for autonomous coding agents, Large Language Models (LLMs), multimodal engines, and productivity software.

## Methodology v3.0 (4-Phase Independent Evaluation Protocol)

All software ratings on Agent Critiq follow the strict **Methodology v3.0 Protocol** (maximum score 4.3 / 5.0 to reflect realistic enterprise limits):
1. **Phase 1: Ecosystem & Community Pulse (25% Weight):** GitHub commit velocity, open-source adoption, community discussions, and API accessibility.
2. **Phase 2: Laboratory Stress Engine & SLA (25% Weight):** Context window consistency, 50+ turn memory persistence, rate limit tolerance, and uptime SLA.
3. **Phase 3: Security & Data Privacy Audit (20% Weight):** Zero-data retention, shadow-training risk, SOC 2 compliance, and enterprise licensing.
4. **Phase 4: Expert Human Field Test (30% Weight):** 40+ hours hands-on testing by senior staff engineers in real production workflows.

## Official MCP Server (Model Context Protocol)

Agent Critiq provides a live MCP server for Claude Desktop, Cursor, and autonomous AI agents:
- **Repo:** `mcp-server/index.mjs`
- **Resources:**
  - `agentcritiq://dataset/tools.json` (Full 100+ tool database with Methodology v3.0 scores)
  - `agentcritiq://dataset/categories.json` (Category distribution)
- **Key Tools:**
  - `search_ai_tools`: Filter by category, pricing, minimum rating threshold.
  - `get_tool_detail`: Retrieve deep pros/cons, features, Community Index, and SLA.
  - `get_methodology_audit`: Inspect the 4-phase scorecard for any tool.
  - `get_agent_telemetry`: Modeled response latency (ms), uptime SLA (%), and throughput.
  - `compare_tools`: Side-by-side technical comparison matrix.

## Core Interactive Tools

- [AI Cost Calculator](https://agentcritiq.com/tools/calculator): Estimate monthly B2B infra vs human labor savings when switching to AI workflows.
- [AI Match Quiz & Compatibility Test](https://agentcritiq.com/tools/quiz): 60-second quiz matching workflow, budget, and runtime requirements to the optimal AI tool.
- [Compare Hub](https://agentcritiq.com/compare): Side-by-side technical, pricing, and SLA comparison of leading AI competitors.
- [Visual Output Gallery](https://agentcritiq.com/gallery): Authentic high-fidelity visual and video generations with exact prompts and parameters.

## Top AI Tools & Benchmarks (2026 Index)

### Autonomous Coding & Developer Agents
- [Cursor](https://agentcritiq.com/review/cursor): AI-first IDE fork of VS Code. Rating: 4.9★ | Community Index: 4.3 / 5.0 (High Confidence) | SLA: 99.95% | Latency: ~120ms.
- [Windsurf](https://agentcritiq.com/review/windsurf): Agentic IDE with Cascade flow. Rating: 4.8★ | Community Index: 4.2 / 5.0 | SLA: 99.90% | Latency: ~135ms.
- [Devin AI](https://agentcritiq.com/review/devin-ai): First autonomous software engineer by Cognition. Rating: 4.7★ | Community Index: 4.1 / 5.0 | SLA: 99.85%.
- [Cline](https://agentcritiq.com/review/cline): Autonomous VS Code sidebar agent (BYOK). Rating: 4.7★ | Community Index: 4.2 / 5.0 (Open Source).
- [Claude Code](https://agentcritiq.com/review/claude-code): CLI-based developer agent by Anthropic. Rating: 4.8★ | Community Index: 4.3 / 5.0 | SLA: 99.98%.
- [Lovable](https://agentcritiq.com/review/lovable): Full-stack React app generation agent. Rating: 4.6★ | Community Index: 4.0 / 5.0.

### Generative Media & Visual Engines
- [Midjourney](https://agentcritiq.com/review/midjourney): Photorealistic generative image engine. Rating: 4.8★ | Community Index: 4.2 / 5.0.
- [Runway Gen-3](https://agentcritiq.com/review/runway-gen-2): High-motion cinematic video synthesis. Rating: 4.7★ | Community Index: 4.1 / 5.0.
- [Google Veo 3.1](https://agentcritiq.com/review/google-veo-3-1): Ultra-high definition generative video model. Rating: 4.8★ | Community Index: 4.2 / 5.0.
- [Ideogram](https://agentcritiq.com/review/ideogram-ai): Elite typography and graphic design generator. Rating: 4.6★ | Community Index: 4.0 / 5.0.

### Generative Audio & Music
- [Suno AI](https://agentcritiq.com/review/suno-ai): Full vocal and multitrack music creation. Rating: 4.7★ | Community Index: 4.1 / 5.0.
- [Udio](https://agentcritiq.com/review/udio): High-fidelity acoustic and genre music synthesis. Rating: 4.6★ | Community Index: 4.0 / 5.0.

### Local & Air-Gapped AI
- [Ollama](https://agentcritiq.com/review/ollama): Local model runner (Llama 3.3, Mistral, Qwen). Rating: 4.9★ | Community Index: 4.3 / 5.0 | Zero Network Latency.
- [Open Interpreter](https://agentcritiq.com/review/open-interpreter): Local terminal and script automation agent. Rating: 4.7★ | Community Index: 4.2 / 5.0.

## Machine-Readable Data Feeds
- **Sitemap Index:** https://agentcritiq.com/sitemap.xml
- **Full Machine Dataset:** https://agentcritiq.com/agent-critiq-2026-dataset.json
- **RSS Feeds:**
  - English: https://agentcritiq.com/rss-en.xml
  - Turkish: https://agentcritiq.com/rss-tr.xml
  - Spanish: https://agentcritiq.com/rss-es.xml