Vector Search

HireBase - AI-powered CV search engine with LanceDB and MCP

Official MCP server for Dataswap — licensed web search, page reading and SEO/competitive data as a curated agent tool-belt.

MAMA MCP Server - Memory-Augmented MCP Assistant for Claude Code & Desktop

Official MCP server for Noesis — the markdown notes manager for Claude Code. Search, sync, and manage your .md knowledge base via 19 AI-powered tools.

Turn editor chat history (Cursor, Claude Code, Windsurf, Copilot) into typed Markdown decisions + AGENTS.md rules — local-first, git-trackable, zero remember() calls.

Versioned memory for AI agents — structured keypaths, conflict detection, and 80% fewer tokens than alternatives.

Autonomous Repository Intelligence engine with web UI and MCP server. Unified semantic code understanding, local RAG, and agent working memory.

Read-only MCP server giving AI agents the web as compact, ranked, verified evidence. Local cross-encoder reranker, NLI claim verification, semantic cross-source agreement and contradiction detection. No API keys.

Persistent memory for AI agents — pgvector + BM25 keyword search with RRF fusion, credential scrubbing, auto-consolidation.

MCP persistent memory service — let AI assistants remember across sessions. Powered by Qdrant vector search + official embeddings (via OpenAI-compatible relay or Gemini Vertex AI) with Ollama fallback and hybrid retrieval (vector + BM25).

MCP server for code context with semantic search, AI analysis and summary

Local RAG MCP Server with extended file support (including PPTX)

MCP server wrapping the PROTEUS resume-matching pipeline — deterministic scoring, gap analysis, rewrites, and cover letters

Chitta - permission-aware memory for AI agents: a knowledge-graph + vector memory MCP server + SDK with per-user access control. Runs on Bun. By 100xprompt.

PostgreSQL-based RAG Memory MCP Server with Supabase - knowledge graph + semantic search

MCP server for knowledge base with Mastra.ai and pgvector

PIGX 微服务开发平台知识库助手 - 基于 Milvus 向量数据库的智能知识检索

Persistent memory for AI coding assistants. Injects context from past sessions into every LLM request.

Neruva MCP -- proprietary memory + grounding substrate for AI assistants (Claude Desktop / Claude Code / any MCP client). Typed Records store, document knowledge graph with exact multi-hop traversal (ownership/relationship tracing), semantic + structural

npx launcher for magpie-search — a federated search engine for AI agents (transcripts, files, knowledge graph, vector, web in one call), trust-ranked and token-budgeted, exposed as an MCP server. Runs the Python package via uv.