cognicore-env
Persistent memory, reflection & safety for AI agents. Zero dependencies — no vector DB, no embedding server. BM25 + multi-hop graph retrieva...
AI topic
Best RAG Tools
RAG (retrieval-augmented generation) connects your documents and data to LLMs. Browse frameworks and platforms below, then compare top picks for stack fit.
Top tools
450 tools · sorted by quality
aomail-app
Aomail is an AI interface that connects to Gmail, Outlook, or any IMAP service. It leverages LLMs to categorize, summarize, prioritize, and...
heimdall
A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective.
mcp-automem
MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vector memory across conversations.
zettelforge
Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and L...
scribe
LLM-managed personal knowledge base. Auto-extracts from git repos, Claude Code sessions (via ccrider FTS5), and iMessage bookmarks. Cross-pr...
kirby-mcp
CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and u...
milvus-model
A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.
langchain-oracle
The Oracle LangChain integration provides official LangChain support for Oracle’s Generative AI and AI Platform services, enabling developer...
RAG-Enterprise
🚀 100% local RAG system with one-command setup. Your data never leaves your server.
zer0dex
A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector...
OmniMem
Self-hosted semantic memory for AI Agents. Persistent sessions, experience scoring, and a graveyard for dead ends, backed by knowledge acqui...
StarAgent
Lightweight agent multiplexer, all in one Web dashboard
snippets
Automatically extracts, processes, and indexes code snippets from GitHub repositories into a searchable vector database.
HuggingFace
C# SDK for the Hugging Face API -- inference, embeddings, and model hub
bgts-context-engine
Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.
Xcode-Disk-Cleanup-Agent-Skill
Audit Xcode developer storage, report recoverable GiB, and clean only explicitly approved items.
MeetingTax
Meeting cost and focus-fragmentation analyzer - turn an ICS calendar into a cost summary and a fragmented-time report.
srclight
Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysi...
reader-source
Open-source native macOS AI reading workspace for PDF, EPUB, and TXT with highlights, notes, book chat, and local-first storage. Download: r...
docsmint
Open-source knowledge base for people and AI agents. Rich-text editing, hybrid search, GraphRAG, and MCP. Self-host with Docker or use DocsM...
Brevia
Brevia · 言录(https://brevia.work): A minimal meeting recorder that stays on your device. Transcribe, distill with AI, remember—without the...
frai
Open-source toolkit for responsible AI: CLI + SDK to scan code, collect evidence, and generate model cards, risk files, evals, and RAG index...
silica-core
Retrieval tools for coding agents, no model in the loop: files, search, read, code_pack and write_note over the folder your session is opene...
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