Fillin
Server Details
Search for AI agents. Closes the LLM-cutoff gap: CVEs, papers, frontier AI, prediction markets.
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- Status
- Unhealthy
- Uptime
- 61.8% over 62 days
- Last Tested
- Transport
- Streamable HTTP
- URL
TDQS
Scored across 17 tools
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.
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.
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.
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 tool update
- Added
fillin_payment_challenge
2 tool updates
- Added
fillin_probe - Added
fillin_signup
2 tool updates
- Added
encode - Removed
glyph_eval
1 tool update
- Added
glyph_eval
1 tool update
- Added
retrieve_auto
1 tool update
- Added
glyph_search
3 tool updates
- Added
fillin_buy_mint - Added
fillin_market_search - Added
fillin_mint
8 tool updates
- First observed
fillin_answer - First observed
fillin_health - First observed
fillin_query - First observed
fillin_stats - First observed
query_cves - First observed
query_frontier - First observed
query_markets - First observed
query_papers
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