Vector Search

Persistent cross-project memory for Cursor and Claude Code using local semantic search.

Retrieve only the relevant code for a codebase question, within a token budget.

Local code-memory graph for AI coding agents.

Traceable Chinese-history MCP: 4 cited tools over 9 classical texts (pre-Qin to Wei-Jin).

Medical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.

Medical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.

Local-first MCP tools for searching and drafting from your X/Twitter archive.

Local, privacy-focused RAG service for code search via MCP. https://linggen.dev

Deterministic, token-minimal agent memory: multi-hop [[wikilink]] recall with no LLM in the loop.

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

Production-ready RAG + MCP demo: eval-in-CI merge gate, Langfuse traces, structure-aware chunking.

Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.

Query a verified document collection: passages that answer a question, with their source.

Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval

Recall locally stored agent memories through an MCP-compatible host.

Full-text Asian financial reports (China, Korea, Japan) as clean Markdown — 6 tools for RAG agents.

Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching

bioRxiv/medRxiv/arXiv preprint full text as structured sections for AI agents + search.

Tamper-evident record of what your AI agent did, plus local-first verifiable memory.