Amalgix
Mixture-of-Agents document intelligence engine — 100% recall across 10 languages, x402 micropayment (USDC on Base/Solana), 6 tools from $0.08/call
Amalgix
Document Intelligence Engine — MCP + REST + x402 Pay-Per-Call
Website • OpenAPI Spec • Smithery • x402scan
What is Amalgix?
Amalgix is a production-grade document intelligence API powered by the proprietary Crucible™ Engine — a Mixture-of-Agents (MoA) architecture that runs multiple AI models against each other. Hallucinations get caught before they reach you.
- MoA Cross-Verification — multiple models (Gemini Flash, Haiku, Sonnet) independently analyze your document, then a Critic validates every finding against the source text. No single model can hallucinate unchecked.
- Up to 56x cheaper than calling frontier models directly — MoA achieves higher accuracy than any single model while costing less than the cheapest one alone.
- Zero API keys — pay per call with USDC via x402 protocol
- MCP-native + REST API — works with any AI agent or HTTP client
Why Mixture-of-Agents?
Calling a single LLM is fast but unreliable. Every model has blind spots — GPT misses Arabic/Russian data, Gemini drops Chinese entities, Opus hallucinates financial figures. Amalgix solves this with a multi-model Actor-Critic pipeline:
- Multiple Workers extract findings independently (different models, different perspectives)
- A cross-provider Critic validates every claim against the original source text
- A Manager synthesizes verified results into structured, confidence-scored output
The result: 100% accuracy across 10 languages in benchmark tests — something no single model achieves alone. And because MoA uses cost-efficient models (Haiku, Flash) in parallel instead of a single expensive one (Opus, GPT-5.5), it's dramatically cheaper too.
Quick Start
MCP (Recommended)
Add to your MCP client config:
{
"mcpServers": {
"amalgix": {
"url": "https://amalgix.io/mcp",
"transport": "streamable-http"
}
}
}
REST API
curl -X POST https://amalgix.io/api/health_check
All paid endpoints require x402 payment headers. Use estimate_cost (free) to preview pricing before any paid call.
Try It Instantly
npx agentcash try https://amalgix.io
Tools
| Tool | Description | Pricing |
|---|---|---|
analyze_document | Deep analysis with cross-provider verification. Structured JSON output with findings, evidence, and confidence scores. | Dynamic — from $0.01 |
extract_web | Extract and analyze content from any URL, including JS-rendered pages. | From $0.01 |
summarize | Fast single-pass summarization with key points. Best for short documents. | From $0.01 |
delegate_bulk_translate | Translate all string values in a JSON object. Preserves structure. | From $0.01 |
estimate_cost | FREE — Get exact price quote before paying. | Free |
health_check | FREE — Check service availability and engine status. | Free |
How It Works — Crucible™ MoA Pipeline
┌─ Worker A (Gemini Flash) ─┐
Document → Smart Router → ├─ Worker B (Gemini Flash) ─┼→ Critic (Haiku) → Manager (Sonnet) → Output
↓ └─ (parallel extraction) ──┘ ↓ ↓
3-Tier Routing Cross-Verify vs Synthesize +
(T1/T2/T3) source text confidence scores
- Ingest — Document, URL, or raw text up to 20MB. Auto-detected language and format.
- Smart Routing — 3-tier router selects the optimal pipeline: single-pass (T1), large-context (T2), or chunked MoA (T3).
- MoA Extraction — Multiple Workers extract findings independently from different angles (breadth vs depth).
- Cross-Verify (CoVe) — A cross-provider Critic validates every finding against the original source text. Contradictions flagged, hallucinations eliminated.
- Synthesize — Manager merges verified results into schema-enforced structured JSON with confidence scores.
Pricing
Dynamic pricing based on document size. Settled instantly via x402 in USDC.
| Tier | Document Size | Price Range | Routing |
|---|---|---|---|
| L1 — Lightweight | < 128KB | $0.01 – $0.16 | Single Haiku call, ~3s |
| L2 — Standard | 128KB – 3.2MB | $0.16 – $5.77 | Haiku extract + cross-provider verify, ~10–30s |
| L3 — Enterprise | > 3.2MB | $5.77 – $15.00 | Chunked MoA: 2× Flash workers + Haiku critic per chunk, Sonnet manager synthesis, ~30s–2min |
Price by Document Size
| File Size | Amalgix | Opus 4.7 | GPT-5.5 Pro | vs Opus 4.7 |
|---|---|---|---|---|
| 250KB | $0.45 | $0.94 | $1.63 | 52% cheaper |
| 1MB | $1.80 | $3.75 | $6.50 | 52% cheaper |
| 3.2MB | $5.77 | $12.00 | $20.80 | 52% cheaper |
| 5MB | $5.77 | $18.75 | $32.50 | 69% cheaper |
| 10MB | $8.25 | $37.50 | $65.00 | 78% cheaper |
| 20MB | $15.00 | $75.00 | $130.00 | 80% cheaper |
💡 Use the free
estimate_costtool to get an exact quote before any paid call.
No subscriptions. No API keys. No prepaid credits.
Benchmark Results
Tested on real enterprise documents (Samsung, Toyota, Aramco, Inditex, LVMH):
| Metric | Amalgix | GPT-5.5-Pro | Opus 4.7 | Gemini 3.1 Pro |
|---|---|---|---|---|
| 5-Dimension Accuracy | 100% | 100% | 100% | 85.5% |
| 10-Language Accuracy | 100% | 90.6% | 95.0% | 73.9% |
| Chinese Document | 100% | 100% | 50% | 27% |
| Arabic + Russian | 100% | 53% | 100% | 78% |
| Hallucinations | 0 | 0 | 0 | 0 |
| Cost per test | $0.034 | $1.892 | $0.119 | $0.074 |
| Cost Efficiency vs GPT | 56x | 1x | 16x | 26x |
Payment
Amalgix uses the x402 protocol for trustless micropayments:
- Currency: USDC
- Chains: Base (EVM) or Solana (SVM)
- Scheme:
exact(both chains — ceiling pre-auth, settle actual price) - Settlement: Instant, on-chain
No wallet setup required for agents — x402-compatible clients handle payment automatically.
Security & Privacy
- Zero Storage — Documents processed in volatile memory only, never written to disk
- Encrypted Transit — All connections use TLS; no document content in logs
- Third-Party Processing — Content is sent to LLM providers (Google, Anthropic) for analysis
- PII Redaction — Built-in output guard removes sensitive data from responses
⚠️ Do not submit documents containing passwords, private keys, SSNs, or other regulated PII.
Links
- 🌐 Website: amalgix.io
- 📖 API Docs: amalgix.io → Docs
- 🔌 MCP Registry: Smithery
- 💰 x402 Listing: x402scan
- 📧 Contact: [email protected]
License
All Rights Reserved © 2026 Amalgix. This repository contains documentation and configuration files only. The Amalgix engine source code is proprietary and not included.
Máy chủ liên quan
Kone.vc
nhà tài trợMonetize your AI agent with contextual product recommendations
Inked
A memory management server for Claude apps with optional AI-powered search, using local SQLite storage.
Plausible Analytics
An MCP server for interacting with the Plausible Analytics API to access website traffic data.
MCP Sound Tool
A sound tool for MCP-compatible IDEs like Cursor. Plays sounds for events like completion, error, and notification.
Excalidraw
An MCP server for creating, modifying, and manipulating Excalidraw drawings via an API.
CyberEdu MCP Server
This is the Oficial Model Context Protocol (MCP) server for the CyberEdu CTF platform (cyber-edu.co / cyberedu.ro)
byAir MCP
Personal Flight Tracking MCP
Todoist
An unofficial server for managing Todoist tasks, allowing agents to create, list, and complete them.
Israeli Bank MCP
Manage Israeli bank accounts and transactions.
Time
Time and timezone conversion capabilities
Kibela
Manage content on the Kibela knowledge sharing platform.