Fast and accurate code search library for AI agents, achieving ~98% token reduction over grep+read via hybrid retrieval and code-aware reranking.

RAGModel Context ProtocolAI Agents

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A local code knowledge graph tool built on Tree-sitter that provides precise context to AI coding assistants via MCP, achieving an average 8.2× token reduction with support for 24 programming languages.

Model Context ProtocolRustCLI

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A local-first context runtime for AI coding agents that significantly reduces token consumption from file reads and shell outputs via multi-strategy compression and property graph techniques, compatible with 28+ AI coding tools including Cursor, Claude Code, and Copilot.

Model Context ProtocolAI AgentsRust

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An official Docker AI Agent builder and runtime that enables multi-agent orchestration, model-agnostic scheduling, and OCI-standard distribution through declarative YAML/HCL configuration.

Model & Inference FrameworkRAGModel Context Protocol

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Open-source, local-first conversation memory infrastructure that transcribes meetings and voice memos into structured Markdown, queryable by humans and AI agents.

Docs, Tutorials & ResourcesRAGModel Context Protocol

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A local-first knowledge compiler for AI agents, built on the LLM Wiki pattern, compiling raw materials into persistent markdown wikis, knowledge graphs, and hybrid search engines.

OtherRAGModel Context Protocol

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A bio-inspired memory layer for AI agents modeled on the hippocampus, featuring decay-by-default, retrieval strengthening, and sleep consolidation for cross-session, cross-tool consistent memory.

Model & Inference FrameworkRAGModel Context Protocol

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A Python library providing key functional primitives for research in multimodal language models, agentic AI, and knowledge graphs, featuring unified model invocation, multi-agent collaboration and debate, knowledge graph lifecycle management, and multimodal generation.

Model & Inference FrameworkLarge Language ModelsMultimodal

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A secure persistent personal AI agent server delivered as a single Rust binary, supporting 20+ LLM providers, 9 communication channels, sandboxed execution, and hybrid memory search.

Model & Inference FrameworkRAGModel Context Protocol

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A node-based visual AI workflow and LLM Agent builder with local model support and multimodal orchestration across desktop, web, CLI, and mobile.

Model & Inference FrameworkLarge Language ModelsMultimodal

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