Unified Tool GraphCAUTION
Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, prevents infinite loops, and enables modular, intelligent agent workflows.
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
[](https://mseep.ai/app/pratikjadhav2726-unified-mcp-tool-graph)
Unified MCP Tool Graph is a research-driven project that aggregates and structures tool APIs from diverse Model Context Protocol (MCP) servers into a centralized Neo4j graph database. This graph functions as an intelligent infrastructure layer that enables large language models (LLMs) and agentic AI systems to dynamically retrieve the most relevant tools for any task — without being overwhelmed by redundant or confusing options.
🚀 Recent Updates: This has been integrated into SmarterMCP in the preview mode.
Dynamic MCP Server Spin-Up & Minimal Tool Context
🟢 Dynamic MCP Server Orchestration
- The system now spins up only the MCP servers required for a given user query. Five popular MCP servers (including the Dynamic Tool Retriever MCP) are kept warm by default; others are started on demand and kept alive for 10 minutes after last use.
- Dynamic Tool Retriever MCP returns not just tool metadata, but also the config needed to run/connect to the MCP server for each tool (fetched from the vendor's GitHub README automatically).
- Automatic MCP Config Extraction: Uses the vendor's GitHub repo to extract the MCP server config (from README) for each tool, so agents can spin up/connect to the right server on the fly.
- Error Handling: If config extraction fails, the system logs a warning and continues, ensuring robust tool retrieval.
🟢 Minimal Tool Context for LLMs/Agents
- Only the exact tools required for the user query are loaded into the agent's context (not all tools from all MCP servers). This prevents LLM confusion and infinite tool loops.
1afe13b7bd63OBSERVED · 2026-10-08Connect
Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control. Replace the environment placeholders with a token scoped to the least it needs.
claude mcp add unified-mcp-tool-graph --env GROQ_API_KEY=${GROQ_API_KEY} --env NEO4J_PASSWORD=${NEO4J_PASSWORD} -- uvx unified-mcp-tool-graph{
"mcpServers": {
"unified-mcp-tool-graph": {
"command": "uvx",
"args": [
"unified-mcp-tool-graph"
],
"env": {
"GROQ_API_KEY": "${GROQ_API_KEY}",
"NEO4J_PASSWORD": "${NEO4J_PASSWORD}"
}
}
}
}Exposed tools (3)
3 read · 0 write · 0 destructive.
| Tool | Risk | Description |
|---|---|---|
dynamic_tool_retriever | read | |
get_available_tools | read | |
health_check | read |
Trust audit
CAUTIONgrade B · trust 87/100 Install with care. The audit found things worth knowing before you trust its output.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | WARN |
| L1 | Static analysis of the code | WARN |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- declared (2 observation(s))
- Shell
- declared (2 observation(s))
- Dependencies
- not all pinned
- Secrets in source
- none-found
Findings (11)
.DS_Store
__import__(import_name)
__import__(package.replace("-", "_")).DS_Store
@modelcontextprotocol/sdk
Data/Glama/all_servers.json
Data/Smithery/Smithery_Servers.json
Data/Smithery/smithery_servers_with_tools.json
Ingestion_pipeline/multi_label_vendors.json
curl -LsSf https://astral.sh/uv/install.sh | sh
curl -LsSf https://astral.sh/uv/install.sh | sh
Gates applied: no_behavioural_pass.
1afe13b7bd63full audit observations/trust-audit/mcp-server/pratikjadhav2726__unified-tool-graph.json · Report an issue / request a re-scanAudit history
Every audit this server has had. A grade with a past is a grade somebody is still checking.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | 1afe13b7bd63 | CAUTION | B | 87 | first audit |
Questions
What is the Unified Tool Graph MCP server?
Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, prevents infinite loops, and enables modular, intelligent agent workflows.
What tools does Unified Tool Graph expose?
3 in total: 3 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.
Is Unified Tool Graph safe to connect to an agent?
With care. The audit graded it B (87/100) and found 11 things worth knowing before you trust this server, listed below with the exact line each was found on.
What credentials does Unified Tool Graph need?
It reads GROQ_API_KEY and NEO4J_PASSWORD from the environment. Give it a token scoped to the least it needs — an agent that can be talked into calling a tool can be talked into calling it with your credentials.
How does Unified Tool Graph run?
It speaks stdio and streamable-http, so it runs as a local process your client starts. It is published on PyPI as unified-mcp-tool-graph.
How current is this page?
The grade is for one exact copy of the source (1afe13b7bd63), read on 2026-10-08. The repository is watched and re-audited when it changes.