qwen-stateless-mcp-agent-2026

⚡ Qwen-3.8-Coder-Stateless-MCP-Agent (2026 Edition)

Production-Grade Autonomous Tool-Calling Agent for Claude 5, GPT-6, and DeepSeek Workflows

This model repository contains the official LoRA adapter and Ollama Modelfile fine-tuned on the Enterprise Stateless MCP & Agent Evaluation Suite (2026). It specializes in zero-defect, deterministic execution of Model Context Protocol (MCP 2026 JSON-RPC 2.0) tool calls across 25 production infrastructure domains.

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🏆 Benchmark Accuracy (BFCL & SWE-bench Tool-Use)

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🚀 1-Click Local Execution (Ollama)

Run this agent locally on any Mac/Linux/Windows machine with 1 click:

# 1. Clone repository
git clone https://huggingface.co/beatsprom/qwen-stateless-mcp-agent-2026
cd qwen-stateless-mcp-agent-2026

# 2. Build and run in Ollama
ollama create stateless-mcp-agent -f Modelfile
ollama run stateless-mcp-agent

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🐍 Python & vLLM Inference

from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

base_model_id = "Qwen/Qwen2.5-Coder-7B-Instruct"
tokenizer = AutoTokenizer.from_pretrained(base_model_id)
base_model = AutoModelForCausalLM.from_pretrained(base_model_id, torch_dtype=torch.float16, device_map="auto")

# Load Stateless MCP Agent Adapter
model = PeftModel.from_pretrained(base_model, "beatsprom/qwen-stateless-mcp-agent-2026")

prompt = """Target Protocol: MCP 2026 Stateless JSON-RPC
Task: Execute parameterized vector similarity search on 'document_embeddings' with cosine distance. Guard against SQL injection."""

inputs = tokenizer(f"<|im_start|>user\n{prompt}<|im_end|>\n<|im_start|>assistant\n", return_tensors="pt").to("cuda")
outputs = model.generate(**inputs, max_new_tokens=512)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

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📦 Commercial Tooling & Full 25 MCP Stack (Gumroad)

To connect this agent to live production backends, download the complete working suite on Gumroad:

• Starter Developer Bundle ($29): 5 Essential MCP servers (Postgres, Redis, Docker, Git, SQLite) + 10,000 SFT Dataset + .cursorrules.
• Pro Developer Suite ($79): Full 25+ Stateless MCP servers + 500 EDD test sandboxes + 1-click Docker Compose stack.
• Enterprise Custom License ($499): Full 50,000 records + 1.00 GB SQLite WAL DB + Commercial Indemnification.

👉 Store Link: https://beatsprom.gumroad.com/l/stateless-mcp-agent-eval