MCP testing dependencies for Adaptive Graph of Thoughts
Adaptive graph of thoughts mcp server lets Claude, Cursor and other MCP clients work with Adaptive Graph Of Thoughts directly. MCP testing dependencies for Adaptive Graph of Thoughts.
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.
Setup follows the standard MCP pattern: clone or install the server, then register it in your client's configuration file and restart the client. The configuration snippets on this page cover Claude Desktop, Claude Code and Cursor.
Before the server will start you need to supply 6 environment variables: NEO4J_URI, NEO4J_USER, NEO4J_PASSWORD, MCP_TRANSPORT_TYPE, OPENAI_API_KEY, ANTHROPIC_API_KEY. Keep credentials in your client's env block or a secrets manager rather than committing them.
pyproject.toml, e.g., the Docker image uses Python 3.11.x or 3.12.x, 3.13.x) - Poetry: For dependency management - Docker and Docker Compose: For containerized deploymentDeveloper-tool servers are usually the first ones people connect, because they turn "help me with this code" into an assistant that can actually read the repo and act on it. Adaptive Graph Of Thoughts sits in that group, and the shape of its toolset — scientific_reasoning_query, analyze_research_hypothesis, explore_scientific_relationships among others — tells you what it is really for. Worth comparing against the other developer tools servers in this directory before you commit to one, since several overlap in scope but differ sharply in setup cost and permissions.
scientific_reasoning_query — Advanced scientific reasoning with graph analysisanalyze_research_hypothesis — Hypothesis evaluation with confidence scoringexplore_scientific_relationships — Concept relationship mappingvalidate_scientific_claims — Evidence-based claim validationThis listing has no verified copy-paste launch configuration. Use the project documentation to confirm the entry point, runtime and authentication before registering it in your MCP client. A package name or repository alone is not a runnable configuration.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| scientific_reasoning_query | Advanced scientific reasoning with graph analysis |
| analyze_research_hypothesis | Hypothesis evaluation with confidence scoring |
| explore_scientific_relationships | Concept relationship mapping |
| validate_scientific_claims | Evidence-based claim validation |
{
"mcpServers": {
"adaptive-graph-of-thoughts": {
"command": "python",
"args": [
"-m",
"adaptive_graph_of_thoughts.main"
],
"cwd": "/path/to/Adaptive-Graph-of-Thoughts-MCP-server",
"env": {
"NEO4J_URI": "bolt://localhost:7687",
"NEO4J_USER": "neo4j",
"NEO4J_PASSWORD": "YOUR_NEO4J_PASSWORD",
"MCP_TRANSPORT_TYPE": "stdio"
}
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
pyproject.toml, e.g., the Docker image uses Python 3.11.x or 3.12.x, 3.13.x) - Poetry: For dependency management - Docker and Docker Compose: For containerized deployment| Variable | Description | Required |
|---|---|---|
| NEO4J_URI | Declared in the maintainer’s client configuration. | Check documentation |
| NEO4J_USER | Declared in the maintainer’s client configuration. | Check documentation |
| NEO4J_PASSWORD | Declared in the maintainer’s client configuration. | Check documentation |
| MCP_TRANSPORT_TYPE | Declared in the maintainer’s client configuration. | Check documentation |
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