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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
JINA_API_KEYNoJina API key. Provides higher fetch rate for fetch_url (free tier: 1M tokens/month).
BRAVE_API_KEYNoBrave Search API key. Enables general web search via search_web (free tier: 2,000 queries/month).
TAVILY_API_KEYNoTavily API key. Enables general web search and research-optimized snippets via search_web (free tier: 1,000 queries/month).
WEB_RESEARCH_MAX_RETRIESNoMaximum number of retries for transient network errors, HTTP 5xx responses, and HTTP 429 responses.
WEB_RESEARCH_TIMEOUT_SECONDSNoDefault timeout in seconds for provider HTTP requests.
WEB_RESEARCH_MAX_BACKOFF_SECONDSNoMaximum backoff seconds between retries.
WEB_RESEARCH_TIMEOUT_JINA_SECONDSNoProvider-specific timeout override in seconds for Jina requests.
WEB_RESEARCH_RETRY_BACKOFF_SECONDSNoBase backoff seconds between retries.
WEB_RESEARCH_TIMEOUT_WIKIPEDIA_SECONDSNoProvider-specific timeout override in seconds for Wikipedia requests.

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
search_webA

Multi-source web search. Aggregates results from Brave Search and/or Tavily (whichever has a key configured) with dedup and cross-source scoring. Returns title, URL, snippet, and source for each result. Use as the default 'search the web' tool.

fetch_urlA

Fetch any URL and return clean markdown content. Uses Jina Reader which handles JS rendering and bot detection on your behalf, returning readable text. Ideal for reading articles, papers, docs, or blog posts.

search_wikipediaA

Search Wikipedia. Returns titles, URLs, and snippets. No API key required.

search_academicA

Search arXiv for academic preprints across all fields (CS, physics, math, bio, etc.). Returns title, authors, abstract snippet, and PDF URL. No API key required.

search_newsA

Search Hacker News for tech news, discussions, and trending links. Returns title, URL, points, comments, and dates. No API key required.

search_stackexchangeA

Search Stack Exchange sites (default: Stack Overflow) for high-quality technical Q&A. Set the 'site' parameter to search other SE communities (e.g. 'serverfault', 'superuser', 'askubuntu', 'math', 'tex'). No API key required.

search_scholar_metaA

Search Crossref for scholarly metadata across publishers (Elsevier, Springer, Wiley, IEEE, ACM, etc.). Returns DOI, citation count, publication date, and abstract. Covers peer-reviewed papers that arXiv may not. No API key required.

plan_researchA

Build a structured research plan for a complex question without executing it. Returns the planned sub-questions, the sources recommended for each, and estimated cost (searches + fetches). Use this when you want to review or edit the plan before committing to the full deep-research pipeline. Returns JSON; pass it back to the research tool to execute.

extract_evidenceA

Fetch a URL and extract the passages most relevant to a specific question. Returns each passage with a short context window before/after, a relevance score, and a character offset into the original page so citations are verifiable. Use this when you want to drill into a specific source for evidence on a narrow claim.

researchA

Run a full deep-research pipeline on a complex question. Decomposes the question into sub-questions, fans out across multiple sources (Wikipedia, arXiv, Hacker News, Stack Exchange, Crossref, plus Brave/Tavily if keys are configured), fetches the top URLs, extracts the most relevant passages, and returns a structured ResearchReport containing: the plan, a numbered citation manifest, per-sub-question evidence with quotes + character offsets, and a Markdown synthesis template for you to fill in. You (the model) should write the narrative synthesis citing the [n] markers; the server does the gathering, not the writing. Use depth='quick' for fast overviews, 'standard' for normal research, 'deep' for thorough multi-source investigations.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4/5.0

Scored across 10 tools

Disambiguation4/5

Most tools have clear, distinct purposes: general web, Wikipedia, arXiv, Hacker News, StackExchange, Crossref metadata, and evidence extraction are clearly separate. Minor overlap exists between search_academic (arXiv preprints) and search_scholar_meta (Crossref metadata), since both find scholarly papers, but their descriptions make the distinction clear enough. The plan_research and research tools are also clearly separated as planning vs. execution.

Naming Consistency4/5

Tools mostly follow verb_noun naming (search_web, fetch_url, search_wikipedia, plan_research, extract_evidence), but some are slightly off: search_scholar_meta uses a noun descriptor for a source rather than a clean object; research is a standalone verb, and fetch_url/extract_evidence are both verb_noun but diverge in verb choice. No mixed casing or chaotic naming, so overall predictable and readable.

Tool Count5/5

10 tools is within the ideal 3-15 range and appropriate for a research server: search methods for multiple sources, plus a planner, an executor, and a fetcher/extractor. Each tool serves a distinct role without redundancy, and the scale is not too heavy to handle.

Completeness4/5

The server covers the core research pipeline fairly well: plan, search, extract, synthesize. Minor gaps: no full-text search on Crossref tokens or thousands; abstracts only for arXiv; no search by author/full-text Google Scholar type search; PDF retrieval across fetch_url may not work; no citation graph or retrieval. Useful but not complete.

Maintenance

ActivityMaintained
ResponsivenessNo issues