Every AI tool oversells what it can do. We show you what it can't.
The first truth-first AI marketplace. We gather, reality-check, and distribute the best open-source agents and workflows — each with its limits documented and one-click MCP deployment.
The Operating Philosophy — Not a storefront. A trust broker.
01 · The "What It Can't Do" Label
Every listed asset documents its failure states, latency breaks, and hallucination risks. No magic-box promises. No five-star vanity reviews.
02 · Stack-Unified Rating
How well an asset fits your existing tech stack instead of creating a new silo. Integration depth, not feature count.
03 · Automation Debt Score
A transparent estimate of monthly maintenance hours. Because "set and forget" is the most expensive lie in automation.
04 · Execution Metrics
Forks and active users, not reviews. We measure adoption and production longevity — the only numbers that don't lie.
Verified Listings — Browse the marketplace
Every asset below has been sifted, reality-checked, and formatted to our mandatory transparency standard.
Open Source Arsenal
The foundational repositories that run production workflows, slash token limits, and quietly print money while you sleep. Hand-picked for the modern AI engineer.
CLI proxy that filters terminal output before it hits your context. 60-90% reduction.
Sandboxes raw tool output into SQLite instead of dumping it into context. 98% context reduction.
Local knowledge graph that maps your codebase with Tree-sitter. 49x token reduction.
MCP server that navigates code by symbols, not full files. 97% reduction on code navigation.
Makes Claude talk like a caveman to cut output tokens. 65-75% output reduction.
One CLAUDE.md file that keeps responses terse. Drop-in, no code changes.
MCP server with caching, compression, and smart tool intelligence. 95%+ reduction.
Reusable setup prompts for optimizing any project. 90% token savings in 5 minutes.
Finds ghost tokens that silently eat your context. Survives compaction.
Code search MCP that makes your entire codebase the context. Hybrid BM25 + dense vector search.
Pre-indexed code knowledge graph for Claude Code, Cursor, OpenCode. 100% local.
The foundational framework used in production by Klarna, Replit, and AI startups.
Multi-agent coordination. The framework most Fortune 500 teams reach for first.
MCP is the standard. Knowing it puts you ahead of 99% of engineers.
Autonomous agent designed for comprehensive online research on any task.
Your Personal AI super intelligence. Private, Simple and powerful.
Persistent memory for AI coding agents based on real-world benchmarks.
Principles to build LLM-powered software for production customers.
Every receipt, invoice, and document scanned, OCR'd, and tagged automatically.
Lights, doors, thermostat, security cameras — all on one dashboard.
Microsoft's free course on building agents.
The playbook for the tool used inside top AI startups.
Complete code notebooks from basics to advanced fine-tuning.
Tutorials and code for building generative AI agents.
Summaries and resources from the popular ML systems book.
Free beginner-friendly ML curriculum from Microsoft.
The Aggregator Engine — Not a manual storefront. An automated intake-to-distribution pipeline.
The Sifter
Agents scan GitHub, Hugging Face, and ArXiv for useful open-source projects, filtered by fork velocity, documentation quality, and commercial-use licences.
The Reality-Check
Each repo runs through our Translation Agent: it pulls out the business value, names the technical limits, and formats it to our standard.
MCP Distribution
Complex code is wrapped into an MCP server. Non-technical users paste one link to deploy — no Docker, no API configs.
The Distribution Engine
Agents track updates and post industry threads on what each asset does, and where it breaks.
The Technological Moat — One link. Instant deployment.
Note: No Docker. No API keys. No DevOps. The backend lives in an MCP server — you deploy by pasting a URL.
{
"mcpServers": {
"hermes-router": {
"command": "npx",
"args": [
"-y",
"@aicantdothatyet/hermes-router-mcp"
]
}
}
}Competitive Landscape — Why this wins
| Competitor | Sells | Core weakness | Our edge |
|---|---|---|---|
| Agent.ai GTM, Sales | Prompt-chained agents | Hides limitations; high hallucination frustration | "What It Can't Do" transparency |
| AutomationWorkflows.io Agencies | n8n / Make.com templates | High technical skill required | Frictionless MCP deployment |
| MCP Directories Engineers | Raw API wrappers | Unusable for business operators | Business-friendly UI layer |
| GPT Store Consumer | Walled-garden bots | Noise; no enterprise stack fit | High-ticket B2B focus + data security |
Target Verticals — Built for operators, not engineers
GTM & Sales Agencies · Digital Marketing & ABM · Creative Studios · Law & CA Firms · E-Commerce & D2C · B2B SaaS · Staffing & Recruitment · Manufacturing · Energy, Solar & EV
Submit your workflow. Get the "Verified" badge.
Independent creators and developers can submit workflows for the "Verified by AICANTDOTHATYET" audit. If it passes reality-check, it gets distribution.
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