Adaptive Graph of Thoughts

Processes complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds knowledge graphs in Neo4j, and provides confidence-scored conclusions with bias detection and falsifiability assessment for systematic research analysis.

→ saptadey/adaptive-graph-of-thoughts-mcp-server · listed on pulsemcp

Install from

PulseMCP mcp.so

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

🚨

Code appears obfuscated

2 files are unreadable to a human reviewer. Cannot audit what they do.

⚠️

Known vulnerabilities in dependencies: 1 high

Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.

🔐

You'll be asked for 4 credentials: ANTHROPIC_API_KEY, NEO4J_PASSWORD, OPENAI_API_KEY, PUBMED_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configAGOT_BACKEND_URL

configAGOT_BASE_URL

🔐 secretANTHROPIC_API_KEY— export ="your_anthropic_key" # Optional

configCONFIDENCE_THRESHOLD— Minimum confidence for hypothesis acceptance 0.7 No

configENABLE_EXTERNAL_SEARCH— Enable external database search true No

configLOG_LEVEL— export ="INFO" # DEBUG, INFO, WARN, ERROR

configMAX_REASONING_DEPTH— Maximum graph traversal depth 5 No

🔐 secretNEO4J_PASSWORD— export ="your_password"

configNEO4J_URI— export ="bolt://localhost:7687"

configNEO4J_USERNAME— export ="neo4j"

🔐 secretOPENAI_API_KEY— export ="your_openai_key" # Optional

🔐 secretPUBMED_API_KEY— PubMed API key for evidence gathering - No

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 6 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/saptadey-adaptive-graph-of-thoughts-mcp-server-1c22vk)](https://m8ven.ai/mcp/saptadey-adaptive-graph-of-thoughts-mcp-server-1c22vk)

commit: 1c4b6580fd66394dee151a8507606cb216d14ebd

code hash: a46185eee5a8f59541ba265dfc8c65a0ee6fc3c89da115bfbe533cc70ffe2aca

verified: 4/11/2026, 1:51:13 PM

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