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GitHub
AI Agent·2023
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Cognee

topoteretes, Cognee contributors·topoteretes, Cognee

Gives AI agents persistent long-term memory: ingests documents in any format and continuously builds a self-hosted knowledge graph fusing vector embeddings, graph reasoning, and ontology grounding, so agents recall and reason over connected facts.

#ai-agent#embeddings#RAG#python#cli+4
GitHub
AI Agent·2023
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Honcho

Plastic Labs

Provides a memory-first library and managed service that stores, reasons about, and serves long-term state for agents and users — offering continual representations, session context, vector search, and a chat-style API for personalized behavior.

#ai-agent#ai-library#embeddings#RAG#postgres+2
GitHub
AI Agent·2023
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MaxKB

1Panel-dev

Build and deploy enterprise-grade conversational agents with integrated RAG pipelines, workflow orchestration, multi-modal IO, and model-agnostic integrations (private and public LLMs). Designed for self-hosted production with vector stores and tooling integrations.

#RAG#ai-agent#agent-skills#llm#embeddings+3
GitHub
AI Audio·2024
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Call Center AI

Microsoft

Lets AI agents place and answer business phone calls, holding spoken conversations to collect structured data, answer questions, and escalate to humans. Built on Azure Communication Services and Azure OpenAI, with RAG over your own documents.

#microsoft#github#ai-api#chatbot#audio+5
GitHub
AI Agent·2024
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Oracle AI Developer Hub

Oracle DevRel

Curated developer resources that demonstrate building RAG systems, multi-agent workflows, and memory-augmented AI using Oracle AI Database and OCI — includes end-to-end reference apps, notebooks, guides, and workshops for hands-on prototyping.

#github#ai-development#ai-agent#agent-skills#RAG+3
AI Infra·2024
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GraphRAG

Microsoft Research

Builds a knowledge graph from a text corpus by extracting entities and relations, clusters it into communities with the Leiden algorithm, and summarizes them — so queries can synthesize across scattered documents instead of retrieving isolated chunks.

#microsoft#github#RAG#llm#embeddings
GitHub
Chatbot·2024
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Vane

ItzCrazyKns (Kushagra Srivastava)

Runs a privacy-first, self-hosted answering engine that combines web retrieval with local and cloud LLMs to produce cited answers. Supports SearxNG search, file uploads, image/video search, and mix-and-match models with Speed/Balanced/Quality modes.

#github#ai-tools#RAG#llm#embeddings+2
AI Client·2024
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Witsy • AI Desktop Assistant

Nicolas Bonamy (nbonamy), Witsy contributors·Kochava Studios

BYOK desktop app working as a universal MCP client: run any MCP server against OpenAI, Anthropic, Gemini, Grok, Ollama and 10+ providers. Also offers prompt-anywhere, AI text commands, local-file RAG, media generation and voice input.

#ai-client#mcp-client#chatbot#ai-tools#llm+7
GitHub
Large Language Model Tutorials·2024
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Hands-On Large Language Models

Jay Alammar, Maarten Grootendorst +1·O'Reilly Media

Official code companion to the O'Reilly book by Jay Alammar and Maarten Grootendorst: 12 chapters of runnable notebooks on tokens, embeddings, Transformers, text classification, clustering, prompt engineering, semantic search, RAG, and fine-tuning.

#github#book#llm#nlp#pytorch+4
GitHub
AI Agent·2024
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Yuxi

xerrors

Multi-tenant agent harness that makes enterprise knowledge retrievable, graph-reasonable, and deliverable by LLM-powered agents. Integrates RAG + a Milvus-based knowledge graph, LangGraph orchestration, and document parsing for citation-backed answers and graph reasoning; deployable via Docker (requires a compatible LLM API).

#RAG#agent-skills#ai-agent#mcp-server#mcp+3
GitHub
AI Client·2024
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SurfSense

MODSetter

Connects any LLM to internal knowledge sources and lets teams chat with cited, RAG-style answers. Notable for broad connectors (Drive, Notion, GitHub, YouTube), universal LLM/embedding support, and self-hostable Docker deployment — aimed at teams that need private, searchable LLM-backed knowledge.

#llm#RAG#embeddings#ai-client#docker+3
GitHub
AI Agent·2024
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ReMe

ReMe Team (Agentscope AI)·AgentScope

Stores agent memory as human- and agent-readable Markdown files with wikilinks instead of an opaque vector DB. Auto Memory/Resource/Dream jobs distill conversations into long-term notes, and hybrid wikilink + BM25 + embedding search retrieves them.

#ai-agent#embeddings#RAG#python#github+3
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