Adaptive Graph Of Thoughts MCP Server

Name: Adaptive Graph Of Thoughts MCP Server
Author: SaptaDey

by SaptaDey

LLM Reasoning Framework for Scientific Research

30 0 tools GitHub

No known CVEs

MIT license

Maintained

Last commit 35d ago

Works with most clients

Transport: stdio, sse, http

0 tools

Grade F

Edit this pageView history

AI / ML Education

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "adaptive-graph-of-thoughts": {
      "cwd": "/path/to/Adaptive-Graph-of-Thoughts-MCP-server",
      "env": {
        "NEO4J_URI": "bolt://localhost:7687",
        "NEO4J_USER": "neo4j",
        "NEO4J_PASSWORD": "your_password",
        "MCP_TRANSPORT_TYPE": "stdio"
      },
      "args": [
        "-m",
        "adaptive_graph_of_thoughts.main"
      ],
      "command": "python"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/adaptive-graph-of-thoughts-mcp-server)](https://mcppedia.org/s/adaptive-graph-of-thoughts-mcp-server)

Read me

What Adaptive Graph Of Thoughts MCP Server does

🚀 Next-Generation AI Reasoning Framework for Scientific Research

Test This Server

This server supports HTTP transport. Be the first to test it — help the community know if it works.

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

39/100across 5 weighted dimensions

How we score →

0255075100

−61

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

No package registry to scan.

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is Adaptive Graph Of Thoughts MCP Server safe to use?: Adaptive Graph Of Thoughts MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.
How do I install Adaptive Graph Of Thoughts MCP Server?: Adaptive Graph Of Thoughts MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What AI clients work with Adaptive Graph Of Thoughts MCP Server?: Adaptive Graph Of Thoughts MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is Adaptive Graph Of Thoughts MCP Server actively maintained?: Adaptive Graph Of Thoughts MCP Server is recently maintained — last commit was 35 days ago. It has 30 GitHub stars.

Similar servers

Others in ai-ml / education

View all →

Memory MCP Server98

Persistent memory using a knowledge graph

86.4k 5

Sequential Thinking MCP Server98

Dynamic problem-solving through sequential thought chains

86.4k 1

Antigravity Workspace Template96

Workspace template + MCP server for Claude Code, Codex CLI, Cursor & Windsurf. Multi-agent knowledge engine (ag-refresh / ag-ask) that turns any codebase into a queryable AI assistant.

1.2k 2

Context Mode95

Privacy-first. MCP is the protocol for tool access. We're the virtualization layer for context.

16.0k 6

MCP Security Weekly

Get CVE alerts and security updates for Adaptive Graph Of Thoughts MCP Server and similar servers.

Community

Discussion

Start a conversation

Ask a question, share a tip, or report an issue.

Has anyone used this with Cursor?How do you handle auth?Any alternatives?

{ "mcpServers": { "adaptive-graph-of-thoughts": { "cwd": "/path/to/Adaptive-Graph-of-Thoughts-MCP-server", "env": { "NEO4J_URI": "bolt://localhost:7687", "NEO4J_USER": "neo4j", "NEO4J_PASSWORD": "your_password", "MCP_TRANSPORT_TYPE": "stdio" }, "args": [ "-m", "adaptive_graph_of_thoughts.main" ], "command": "python" } } }

🔍 Overview

Adaptive Graph of Thoughts (AGoT) is a high-performance MCP server that implements the Advanced Scientific Reasoning Graph-of-Thoughts (ASR-GoT) framework. It uses a Neo4j graph database as a dynamic knowledge store and exposes reasoning capabilities through the Model Context Protocol (MCP), enabling seamless integration with AI assistants like Claude Desktop.

Key Highlights

Feature	Description
🧠 Graph-Based Reasoning	Multi-stage pipeline with 8 specialized reasoning stages
📊 Dynamic Confidence Scoring	Multi-dimensional evaluation with uncertainty quantification
🔬 Evidence Integration	Real-time connection to PubMed, Google Scholar & Exa Search
⚡ High Performance	Async FastAPI with Neo4j graph operations
🔌 MCP Protocol	Native Claude Desktop & VS Code integration
🐳 Cloud-Ready	Full Docker + Kubernetes (Helm) support

Feature

Description

🧠 Graph-Based Reasoning

Multi-stage pipeline with 8 specialized reasoning stages

📊 Dynamic Confidence Scoring

Multi-dimensional evaluation with uncertainty quantification

🔬 Evidence Integration

Real-time connection to PubMed, Google Scholar & Exa Search

⚡ High Performance

Async FastAPI with Neo4j graph operations

🔌 MCP Protocol

Native Claude Desktop & VS Code integration

🐳 Cloud-Ready

Full Docker + Kubernetes (Helm) support

🏗️ System Architecture

%%{init: {'theme': 'base', 'themeVariables': {'primaryColor': '#4A90D9', 'primaryTextColor': '#fff', 'primaryBorderColor': '#2C5F8A', 'lineColor': '#666', 'secondaryColor': '#52B788', 'tertiaryColor': '#F8F9FA'}}}%% graph TB subgraph Clients["🖥️ Client Layer"] CD["🤖 Claude Desktop"] VS["💻 VS Code / Cursor"] CC["🔗 Custom MCP Clients"] end subgraph Gateway["🌐 API Gateway Layer"] MCP_EP["⚡ MCP Endpoint\n/mcp"] NLQ_EP["🔍 NLQ Endpoint\n/nlq"] GE_EP["📊 Graph Explorer\n/graph"] HE["💚 Health Check\n/health"] end subgraph Core["🧠 Core Application Layer"] direction TB GTP["🔄 GoT Processor\nOrchestrator"] subgraph Pipeline["ASR-GoT 8-Stage Pipeline"] S1["1️⃣ Init &\nContext Setup"] S2["2️⃣ Query\nDecomposition"] S3["3️⃣ Hypothesis\nGeneration"] S4["4️⃣ Evidence\nIntegrat ... [View full README on GitHub](https://github.com/SaptaDey/Adaptive-Graph-of-Thoughts-MCP-server#readme)

Frequently Asked Questions

Is Adaptive Graph Of Thoughts MCP Server safe to use?

Adaptive Graph Of Thoughts MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.

How do I install Adaptive Graph Of Thoughts MCP Server?

Adaptive Graph Of Thoughts MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What AI clients work with Adaptive Graph Of Thoughts MCP Server?

Adaptive Graph Of Thoughts MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is Adaptive Graph Of Thoughts MCP Server actively maintained?

Adaptive Graph Of Thoughts MCP Server is recently maintained — last commit was 35 days ago. It has 30 GitHub stars.

🔍 Overview

Key Highlights

Feature	Description
🧠 Graph-Based Reasoning	Multi-stage pipeline with 8 specialized reasoning stages
📊 Dynamic Confidence Scoring	Multi-dimensional evaluation with uncertainty quantification
🔬 Evidence Integration	Real-time connection to PubMed, Google Scholar & Exa Search
⚡ High Performance	Async FastAPI with Neo4j graph operations
🔌 MCP Protocol	Native Claude Desktop & VS Code integration
🐳 Cloud-Ready	Full Docker + Kubernetes (Helm) support

Feature

Description

🧠 Graph-Based Reasoning

Multi-stage pipeline with 8 specialized reasoning stages

📊 Dynamic Confidence Scoring

Multi-dimensional evaluation with uncertainty quantification

🔬 Evidence Integration

Real-time connection to PubMed, Google Scholar & Exa Search

⚡ High Performance

Async FastAPI with Neo4j graph operations

🔌 MCP Protocol

Native Claude Desktop & VS Code integration

🐳 Cloud-Ready

Full Docker + Kubernetes (Helm) support

🏗️ System Architecture

Adaptive Graph Of Thoughts MCP Server

Install in your client