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Glama
maxbaluev

mcp-retrieve

by maxbaluev

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

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
index_folderA

Index all text files under a local folder for retrieval.

Reads supported text files recursively, splits them into overlapping chunks, and embeds each chunk into a multi-vector representation. Re-indexing replaces any previous index. Returns the number of files and chunks indexed.

Args: folder: Path to a local directory to index.

searchA

Search the indexed folder with ColBERT-style MaxSim late interaction.

Embeds the query into token vectors and ranks every indexed chunk by score(q, d) = sum_i max_j sim(q_i, d_j). Returns up to k results, highest score first, each with its source file, score, and a snippet.

Args: query: Natural-language or keyword query. k: Maximum number of results to return (default 5).

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.4/5.0

Scored across 2 tools

Disambiguation5/5

The two tools have entirely non-overlapping purposes: one indexes a folder, the other performs searches. There is no ambiguity between them.

Naming Consistency5/5

Both tool names follow a clear verb_noun pattern (index_folder, search). The second tool uses a single verb, which is consistent and concise for its action.

Tool Count4/5

With only two tools, the server is minimal but well-scoped for its purpose (index and retrieve). It covers the essential operations without unnecessary extras.

Completeness4/5

The pair index+search provides a complete core workflow for retrieval. Missing operations like listing indexed files or deleting specific entries are minor gaps that do not break the main use case.

Maintenance

ActivityInactive
ResponsivenessNo issues