AI for systematic literature review — search 125 million papers, extract data into tables, and screen at scale.
Semantic Search
Retrieval by meaning rather than exact wording, using embeddings to rank results.
13 apps, 4 skills and 7 MCP servers tagged Semantic Search.
Apps
Local-first AI memory for your media: index terabytes of video, audio and documents on your own machine and search them in plain language.
Turn a Postgres database into working memory for AI agents — relational rows, graph traversal and vector search fused into one ranked, token-budgeted context block.
Enterprise Work AI platform — permission-aware search across every company app, plus an assistant and agents that act on the results.
A search engine built for AI — embeddings-based retrieval that finds pages by meaning, not keyword overlap.
An open-source AI-native database combining vector search, structured filtering, and built-in model integrations.
The embedding database that starts as a Python import and grows into a distributed cloud service.
An open-source vector search engine written in Rust — fast, memory-efficient, and self-hostable.
A fully managed vector database for semantic search and retrieval at billion-scale, with no infrastructure to run.
An AI email client for Gmail that searches, drafts, organises, and schedules from a single prompt.
Pieces organizes code snippets and context with AI.
Mem is an AI-powered workspace for notes and tasks.
Consensus responsibly uses AI to help you conduct research faster
Skills
Persistent cross-session memory for coding agents: hooks capture each session, a local SQLite + vector store compresses it, and a mem-search skill reads it back.
Weaviate's official skill for searching and managing vector collections — hybrid, semantic and keyword search, schema inspection, filtered fetches and bulk imports.
VideoDB's official skill giving an agent one interface to ingest, index, search and edit video — including live RTSP feeds and real-time desktop capture.
Skill: NVIDIA VSS Video Q&A
by NVIDIA
NVIDIA's official skill for asking a vision-language model fresh questions about recorded video through the Video Search and Summarization blueprint — only when the pixels actually need looking at.
MCP servers
Attio's official hosted MCP server — search, read and write your CRM records, lists, notes, tasks, meetings and emails from any MCP client over OAuth.
MCP: Sourcegraph
by Sourcegraph
Sourcegraph's MCP server — cross-repository keyword and semantic code search, go-to-definition, find-references, commit and diff search, and Deep Search, served from your own instance.
MCP: Patent & Literature Search
by Patsnap
Patsnap's MCP server for searching global patents across WIPO, EPO, USPTO, CNIPA, JPO and KIPO alongside scientific literature, returning records as AI-readable Markdown.
MCP: Compartment
by Max Freedom Pollard
Encrypted, fully offline agent memory: one local vault shared by every agent on the machine, AEAD-encrypted down to the embedding vectors, searched in about 12 ms.
MCP: Codanna
by Codanna
Local code intelligence MCP server that returns symbol context, call graphs and impact analysis in a single call — 15 languages, indexed on your own machine.
MCP: Qdrant
by Qdrant
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.
MCP: Exa Search
by Exa
Real-time web search and crawling built for AI — neural search with configurable tools and live content retrieval.
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