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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
HOSTNoHost to bind the HTTP server.0.0.0.0
PORTNoPort to bind the HTTP server.8000
GITHUB_TOKENNoGitHub personal access token.
NCBI_API_KEYNoAPI key for NCBI (PubMed).
BRAVE_API_KEYNoAPI key for Brave Search API.
SERPER_API_KEYNoAPI key for Serper (Google search).
DEFAULT_TIMEOUTNoDefault timeout for search requests in seconds.10
FINNHUB_API_KEYNoAPI key for Finnhub.
REDDIT_CLIENT_IDNoReddit API client ID.
SERPBASE_API_KEYNoAPI key for SerpBase (Google search).
ENABLED_PROVIDERSNoComma-separated list of enabled provider names (if empty, all are enabled).
AGGREGATOR_TIMEOUTNoAggregator timeout in seconds.15
REDDIT_CLIENT_SECRETNoReddit API client secret.
ALPHA_VANTAGE_API_KEYNoAPI key for Alpha Vantage.
STACKEXCHANGE_API_KEYNoAPI key for Stack Exchange.
ALLOW_UNSTABLE_PROVIDERSNoSet to 'true' to allow potentially unstable providers (e.g., direct Google scraping).false
MAX_RESULTS_PER_PROVIDERNoMaximum number of results to take from each provider.10
SEMANTIC_SCHOLAR_API_KEYNoAPI key for Semantic Scholar.

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
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
search_webB

Aggregate structured web search results from all enabled providers.

search_googleC

Search Google through configured hosted providers.

search_academicC

Search academic and reference sources for research workflows.

search_githubC

Search GitHub repositories with structured metadata.

compare_enginesB

Compare providers side by side for the same query.

search_financeA

Search stock tickers, company names, and financial instruments across finance providers (Yahoo Finance, Alpha Vantage, Finnhub, SEC EDGAR filings).

search_codeA

Search code repositories, packages, and developer resources across GitHub, GitLab, npm, PyPI, crates.io, pkg.go.dev, MetaCPAN, lib.rs, Maven Central, RubyGems, Docker Hub, Stack Overflow, and Hacker News.

search_newsA

Search recent news headlines and articles across news providers (Google News, Hacker News, Lobsters, Lemmy, Reddit).

search_socialB

Search social media posts and community discussions across Bluesky, Mastodon, Lemmy, and Lobsters.

search_imagesB

Search images across image providers (Openverse, Wikimedia Commons, Flickr, Unsplash, NASA Image Library).

search_videosB

Search videos and streaming media across PeerTube instances.

search_bioA

Search biomedical and life-science databases: proteins (UniProt), clinical trials (ClinicalTrials.gov), and literature (PubMed, Europe PMC).

list_providersA

List all available search providers with their names, descriptions, and tags. Use this to discover what search backends are available before issuing queries.

provider_healthA

Report availability/health of search providers. For each provider, returns whether it is enabled and configured to run (e.g. missing API keys make a provider unavailable). Optionally filter by tag.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

B3.4/5.0

Scored across 14 tools

Disambiguation3/5

Most search_* tools are clearly separated by domain, but search_google overlaps with search_web, search_github is a subset of search_code, and sources like Hacker News appear across search_code, search_news, and search_social. These overlapping boundaries could cause an agent to pick the wrong tool when a topic spans categories.

Naming Consistency4/5

The naming is predominantly a consistent search_<domain> pattern in snake_case, with list_providers and compare_engines following a verb_noun pattern. provider_health breaks the pattern as a noun_noun name, but overall conventions are predictable.

Tool Count5/5

Fourteen tools is well-scoped for a meta-search server: eleven domain-specific search tools plus provider discovery, health checking, and comparison. Each tool covers a distinct area without excessive fragmentation.

Completeness5/5

The surface covers the full lifecycle of a meta-search workflow: discovering providers, checking their health, running domain-specific searches, doing broad web searches, and comparing engines side by side. No major dead ends or obvious missing operations for this domain.

Maintenance

ActivityActive
ResponsivenessWithin a week