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MCP server · Developer Tools

Agent Template

by · github.com/bigshark002/MCP-Agent-Template

🤖 Build multi-agent, retrieval-augmented AI workflows with ready-to-use components for document serving, Q/A bots, and agent orchestration.

Unclaimed last commit 8 months ago agent-orchestrationai-agentsclaude-codecloudrundockergeminigemini-cligkegrafanalangfuselangraphllmmechanistic-interpretabilitymodel-context-protocolnginxprometheussleeper-agents
InstallView source
49Fair

Scored 7 days ago · breakdown

About Agent Template

Agent Template is an MCP server published by bigshark002 in the Developer Tools category: 🤖 Build multi-agent, retrieval-augmented AI workflows with ready-to-use components for document serving, Q/A bots, and agent orchestration.

The repository has 14 stars and 1 forks, with the last commit 8 months ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/bigshark002/MCP-Agent-Template

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

Static checks derived from the repository 4 hours ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • !License declaredNo license file. Legally you have no right to use it in a product.
  • !Tests presentNo tests found. Behaviour changes may go unnoticed between versions.
  • !Dependencies pinnedNo lockfile. Installs can pull different code over time.
  • ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

README

MCP Agent Template

A collection of minimal, production-ready starter projects for building multi-agent and retrieval-augmented AI workflows.
This agent includes three main components:

  • mcp-docs-server: Exposes a folder of documents as a tool via REST API and optional MCP agent integration.
  • website-qa-bot: Retrieval-Augmented Generation (RAG) Q/A bot for websites and documents, with Pinecone and OpenAI integration.
  • multi-agent-workflow: Demonstrates multi-agent orchestration for collaborative AI tasks.

Projects Overview

1. mcp-docs-server

  • FastAPI server to serve documents from a local folder.
  • REST endpoints for listing and retrieving documents.
  • Optional MCP integration via fastmcp for agent workflows.

2. website-qa-bot

  • Upload text or PDF files, store embeddings in Pinecone.
  • Semantic search and context-aware answers using OpenAI LLM.
  • FastAPI backend with endpoints for ingestion and querying.

3. multi-agent-workflow

  • Orchestrates multiple AI agents (Researcher, Summarizer, Planner).
  • Demonstrates agent collaboration for solving tasks.
  • OpenAI integration for summarization, mock mode available.

Setup

  1. Clone this repository and navigate to the desired project folder.
  2. Copy .env.example to .env in each project and add your API keys.
  3. Install dependencies for each project: 
    pip install -r requirements.txt
  4. Run the server for each project (see individual README files for details).

File Tree

MCP Agent Template/
├─ mcp-docs-server/
│  ├─ app/
│  │  ├─ server.py
│  │  ├─ mcp_adapter.py
│  │  ├─ docs/
│  │  │  ├─ README.md
│  │  │  └─ sample-doc.md
│  ├─ requirements.txt
│  ├─ .env.example
│  ├─ README.md
├─ website-qa-bot/
│  ├─ app/
│  │  ├─ main.py
│  │  ├─ ingest.py
│  │  ├─ query.py
│  │  ├─ utils.py
│  ├─ requirements.txt
│  ├─ .env.example
│  ├─ README.md
├─ multi-agent-workflow/
│  ├─ app/
│  │  ├─ agents.py
│  │  ├─ orchestrator.py
│  ├─ requirements.txt
│  ├─ .env.example
│  ├─ README.md

README fetched from the repository 4 hours ago. The original is authoritative.

Questions

About Agent Template

How do I install Agent Template?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Agent Template safe to use with an AI agent?

Its trust score is 49 out of 100 (fair). It passes 2 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Agent Template still maintained?

The last commit was 8 months ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.