Skip to main content
Glama

Server Details

Search for AI agents. Closes the LLM-cutoff gap: CVEs, papers, frontier AI, prediction markets.

Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.

If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.

Status
Unhealthy
Uptime
61.8% over 62 days
Last Tested
Transport
Streamable HTTP
URL

TDQS

A3.9/5.0

Scored across 17 tools

Disambiguation3/5

Most specialized queries (query_cves, query_frontier, query_markets, query_papers) and marketplace tools are clearly distinct. However, fillin_query, glyph_search, retrieve_auto, encode, and fillin_answer all belong to one retrieval/output-substrate family and could easily be misselected without carefully reading the differences. fillin_health and fillin_stats also overlap in purpose.

Naming Consistency2/5

The set mixes several conventions: most tools use fillin_* verb_noun names, but encode and retrieve_auto drop the prefix, glyph_search uses a bare noun_verb, and query_cves/query_frontier/query_markets/query_papers use a different query_* prefix. The pattern is readable but clearly inconsistent across the surface.

Tool Count4/5

Seventeen tools is slightly above the comfortable 3-15 range, but the count is justified by the broad scope: retrieval variants, synthesis, glyph rendering, marketplace mint/buy/search, auth/payment helpers, health/stats, and four specialized query domains. Each tool appears to earn its place, though a couple of status/health tools could plausibly be merged.

Completeness4/5

The server covers retrieval, answer synthesis, glyph substrate, marketplace minting and buying, access/trial/payment flows, and specialized domain queries, so agents have most lifecycle paths covered. Minor gaps exist, such as no explicit balance/account tool or marketplace management beyond buy/mint, but the core workflows are not dead-ended.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Addedfillin_payment_challenge
  2. 2 tool updates
    • Addedfillin_probe
    • Addedfillin_signup
  3. 2 tool updates
    • Addedencode
    • Removedglyph_eval
  4. 1 tool update
    • Addedglyph_eval
  5. 1 tool update
    • Addedretrieve_auto
  6. 1 tool update
    • Addedglyph_search
  7. 3 tool updates
    • Addedfillin_buy_mint
    • Addedfillin_market_search
    • Addedfillin_mint
  8. 8 tool updates
    • First observedfillin_answer
    • First observedfillin_health
    • First observedfillin_query
    • First observedfillin_stats
    • First observedquery_cves
    • First observedquery_frontier
    • First observedquery_markets
    • First observedquery_papers

Related MCP Connectors

Related MCP Servers

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources