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Glama
AzDeltaQQ

MCP Advanced Reasoning Server

by AzDeltaQQ

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Server capabilities have not been inspected yet.

Tools

Functions exposed to the LLM to take actions

NameDescription
mcts_reasoningD–
beam_search_reasoningD–
r1_reasoningD–
hybrid_reasoningD–
reason_mctsD–
reason_beamD–
reason_r1D–
reason_hybridD–

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

D1.3/5.0

Scored across 8 tools

Disambiguation1/5

The tool set has severe ambiguity issues with multiple tools appearing to do the same thing. There are clear duplicates: beam_search_reasoning and reason_beam, hybrid_reasoning and reason_hybrid, mcts_reasoning and reason_mcts, r1_reasoning and reason_r1. Without descriptions, these appear to be identical pairs, making it impossible for an agent to distinguish between them.

Naming Consistency2/5

The naming is inconsistent with two different patterns mixed together: some use 'algorithm_reasoning' (e.g., beam_search_reasoning) while others use 'reason_algorithm' (e.g., reason_beam). This creates confusion and lacks a unified convention, though both patterns are readable individually.

Tool Count3/5

With 8 tools, the count is reasonable for a reasoning server, but the apparent duplication suggests it's borderline. If these are truly 4 distinct algorithms with redundant naming, the effective count would be 4, which feels thin for an 'advanced' reasoning server.

Completeness2/5

The server appears to cover multiple reasoning algorithms (beam search, hybrid, MCTS, R1), but without descriptions, it's unclear if there are gaps in the reasoning lifecycle. The duplication suggests potential missing operations like configuration or result retrieval, and the lack of clear domain coverage makes assessment difficult.

Maintenance

ActivityInactive
ResponsivenessNo issues