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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
MUNISPOT_API_KEYYesYour MuniSpot API key (e.g., ms_live_your_key_here). Required for authentication.

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": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
search_municipalitiesB

Search and filter 20,000+ US municipalities by name, state, sector, MuniScore range, and population.

get_municipalityB

Get detailed profile for a single municipality by EIN.

get_financialsB

Get detailed financial line items from ACFR statements. Pro/Enterprise tier only.

get_scores_historyA

Get MuniScore history across all available fiscal years for a municipality.

compare_municipalitiesB

Compare 2-10 municipalities side by side for a given fiscal year.

get_economyB

Get economic and demographic data by municipality EIN, CBSA code, or state FIPS code.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A3.6/5.0

Scored across 6 tools

Disambiguation4/5

Each tool targets a clear sub-resource: search (by name/filter), get_municipality (by EIN), compare (multi-entity), plus three data-domain getters (economy, financials, score history). The only soft overlap is that get_municipality's 'detailed profile' could plausibly subsume get_economy or get_scores_history, but the other descriptions are specific enough to steer selection.

Naming Consistency5/5

All six tools follow a consistent snake_case verb_noun pattern (get_*, search_*, compare_*), with nouns that clearly identify the resource being fetched. No mixed conventions or vague verbs.

Tool Count5/5

Six tools is a tight, well-scoped surface for a municipal-data API: one discovery tool, one entity lookup, one comparison, and three domain-specific data getters. Nothing looks redundant or padded.

Completeness4/5

The read-oriented surface covers discovery, single-entity detail, comparison, financials, economic/demographic data, and score trends across fiscal years, which handles most analytics workflows. Minor gaps exist: no way to enumerate available sectors/fiscal years or score components, and no bulk export, but agents can work around these.

Maintenance

ActivityMaintained
ResponsivenessNo recent community issues