Type

Tag “vector-search” — 29

InsForge

insforge.dev

A tool to build and deploy backends with AI agents.

Platform Coding & development Web + mobile

Chroma

trychroma.com

Open-source search and retrieval database for AI applications. Vector, full-text, regex, and metadata search. Self-host or Cloud available.

Tool GitHub projects Command line

Lano-enterprise-mcp

smithery.ai

Store and retrieve semantic memories using advanced vector search and intelligence-driven insight extraction. Organize knowledge across projects with secure access controls and comprehensive system health monitoring. Optimize your information flow by detecting duplicates and analyzing usage patterns for better decision support.

MCP server MCP servers Command line

In-memory vector search API for AI agents. Store documents and query by semantic meaning using TF-IDF vectorization with cosine similarity. Lightweight alternative to Pinecone/Weaviate for small datasets. Tools: data_vector_search. Use this for building simple RAG systems, document matching, or semantic search over small collections (< 10K docs). IMPORTANT: For web-wide search, use web_search_query instead. Returns: {results[], scores[], matchCount}. No API key required —

MCP server MCP servers Command line

Pinecone

pinecone.io

Vector database for applications that require real-time, scalable vector embedding and similarity search.

Tool Coding & development API only

Graphify

graphify.com

Инструмент кодовой аналитики с открытым исходным кодом, превращающий репозитории в запрашиваемые и проверяемые графы знаний для ИИ-ассистентов разработки.

Tool AI agents Web + desktop

ParadeDB

paradedb.com

Современная альтернатива Elasticsearch на базе Postgres, обеспечивающая поиск и аналитику в реальном времени с поддержкой нативной интеграции Postgres.

Tool Search & research Linux only

LM-Kit SDK

lm-kit.com

Build Smarter Apps with Language Models

Agent Agent frameworks Web + desktop

AI Power

aipower.org

Комплексный пакет ИИ для WordPress, предлагающий создание контента, чат-боты, генерацию изображений и обучение ИИ с широкой поддержкой моделей.

Tool Customer support Web only

LlamaCloud

docs.cloud.llamaindex.ai

Managed parsing, ingestion, and retrieval for LLM applications

Agent Models & platforms Web + mobile

Agent Creator

snaplogic.com

Enterprise solution for building and deploying autonomous AI agents

Agent AI agents Web only

Zylon AI

zylon.ai

An on-premise, private AI collaborator designed for enterprises and SMBs

Agent Automation Web only

Gateco

gateco.ai

Permission-aware retrieval for AI systems: policy-enforced access to organizational knowledge.

MCP server MCP servers Command line

Amber

ambermem.com

Long-term memory for AI assistants. Hybrid retrieval, query expansion, auto-topics.

MCP server MCP servers Command line

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

MCP server MCP servers Command line

Seamless

thereisnospoon.org

Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI.

MCP server MCP servers Command line

Exomem

substratesystems.io

Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search.

MCP server MCP servers Command line

Codebase Memory

deusdata.github.io

Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens.

MCP server MCP servers Command line

Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.

MCP server MCP servers Command line

io.github.HBarefoot/engram

next.henrybarefoot.com

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

MCP server MCP servers Command line

LlamaCloud

developers.llamaindex.ai

LlamaCloud helps AI process complex documents for smart search.

Agent Infrastructure & MLOps Web + mobile

Citadel

citadeldb.dev

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

MCP server MCP servers Command line

kimik3

kimik3.net

Unofficial guide and workspace for the Kimi K3 AI assistant

Agent Agent frameworks Web only

PrivateGPT

privategpt.dev

Run AI on your own documents, offline and completely private.

Agent Infrastructure & MLOps Web only

Voyage AI

voyageai.com

Enhances search and data retrieval using powerful AI models.

Agent Infrastructure & MLOps Web only

turbopuffer

smithery.ai

Search engine that combines vector search, full-text search, and filters on object storage. Bring your own API key from the [turbopuffer dashboard](https://turbopuffer.com/dashboard).

MCP server MCP servers Command line

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