Search results for "semantic"
Microsoft Azure Cognitive Search Client Library for Python
A Lucene query parser generating ElasticSearch queries and more !
AWS SDK extension for OpenTelemetry
Python Social Authentication, Django integration.
Official Python package for working with the Roboflow API
OpenInference Semantic Conventions
Python social authentication made simple.
Python framework for fast Vector Space Modelling
Lightweight, extensible schema and data validation tool for Pythondictionaries.
Azure Resource Detector for OpenTelemetry
Extended JWT integration with Flask
CloudEvents Python SDK
Dynamic version generation
Orchestrate your dbt projects in Airflow
Embeddings, Retrieval, and Reranking
A library implementing the 'SemVer' scheme.
An autocompletion tool for Python that can be used for text editors.
OpenTelemetry Semantic Conventions
Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compou
SmarterRouter: An intelligent LLM gateway and VRAM-aware router for Ollama, llama.cpp, and OpenAI. Features semantic caching, model profiling, and automatic failover for local AI labs.
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen
Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.
Human-like memory for AI agents β semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
NEXO Brain β Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MC
π‘ All-in-one AI framework for semantic search, LLM orchestration and language model workflows
A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.
Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.
β‘ Lightweight offline AI agent for local models. No cloud, no API keys β just your GPU.
Stop prompting. Start specifying.
21 writing rules for AI coding and writing agents. Drop-in for Claude Code, Codex, Copilot, Cursor, and Aider, so their output reads like a tech pro.
An open source, privacy focused alternative to NotebookLM for teams with no data limit's. Join our Discord: https://discord.gg/ejRNvftDp9
One brain, many harnesses. Portable .agent/ folder (memory + skills + protocols) that plugs into Claude Code, Cursor, Windsurf, OpenCode, OpenClaw, Hermes, or DIY Python β and keeps its knowledge when
Cognithor - Agent OS: Local-first autonomous agent operating system. 16 LLM providers, 17 channels, 112+ MCP tools, 5-tier memory, A2A protocol, knowledge vault, voice, browser automation, Computer-us
AI Observability & Evaluation
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
A MCP (Model Context Protocol) server for interacting with dbt.
The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM β local or cloud.
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generat
Self improving agents through iterations
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Most advanced AI coworker
KohakuTerrarium is a general-purpose AI agent framework and batteries-included app for building, running, and composing self-contained agents and multi-agent teams, with built-in tools, sub-agents, pe
Seedance 2.0 Shot Design Skills
Universal memory layer for AI Agents
Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!
ARIS βοΈ (Auto-Research-In-Sleep) β Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in β works wi
Declarative Agent Orchestration. Ship while you sleep.
Agentic memory for CTI in Python β STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo
Vibe-Skills is an all-in-one AI skills package. It seamlessly integrates expert-level capabilities and context management into a general-purpose skills packageοΌ enabling any AI agent to instantly upgr
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools for Eventhouse (https://aka.ms/eventhouse), Azure Data Explorer (https://aka.ms/adx, and other RTI services (co
OpenTelemetry Instrumentation for AI Observability
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controllin
The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Az
OpenAI and Anthropic compatible server for Apple Silicon. Run LLMs and vision-language models (Llama, Qwen-VL, LLaVA) with continuous batching, MCP tool calling, and multimodal support. Native MLX bac
Code repo for "Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio" at the (CAI2) workshop, jointly held at (COLING 2022)
One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.
Cyber Pilot is a traceable delivery system for requirements, design, plans, and code.
An open-source AI assistant framework with skills and agent architecture
Secure AI conversations with documents, video, audio, and more. Personal workspaces for focused context, group spaces for shared insight. Classify docs, reuse prompts, and extend with modular features
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, v
Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a
Give your AI agents persistent memory.
The Pinecone Python client
AI-powered development framework with task management, 41 agents, 83 skills, and MCP tools for Cursor, Claude Code, Gemini, Codex & OpenCode. File-based memory that survives across sessions.
Nextcloud MCP Server
AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation
OSCAL tools for AI agents
See how you really use AI β X-ray your AI coding sessions locally
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq instal
AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
"RAG-Anything: All-in-One RAG Framework"
Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js β 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.
Humans and AI agents, building knowledge bases together. Self-hosted document annotation, version control, semantic search, and MCP.
A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG framework with keyword, semantic, and chunk read tools for multi-hop QA.
Lad MCP Server: Autonomous code & system design review for AI coding agents (Claude Code, Cursor, Codex, etc.). Features multi-model consensus via OpenRouter and context-aware reviews via Serena.
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.
Core library used by SDKs for IBM Cloud Services
OpenClaw reimagined in pure Python β autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.
The LLM Anti-Framework
Production ready. AI Agent Workflow System for Claude Code
JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
A High-Availability, Transparent, and Smart Multi-Vendor Proxy for Claude Code. Support Claude Plans, GitHub Copilot, Google Antigravity, ZAI/GLM, MiniMax, Qwen, Xiaomi, Kimi, Doubao...
Buddhist Digital Text Platform β 9,200+ texts, 500+ sources, 8 UI languages, AI Q&A (RAG), knowledge graph, full-text search
Multi-agent memory consistency platform. We're hiring contributorsβcheck HIRING.md
One API for 20+ LLM providers, your databases, and your files β self-hosted, open-source AI gateway with RAG, voice, and guardrails.
AgenticX is a unified, production-ready multi-agent platform β Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m
"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
Benchmarking the gap between AI agent hype and architecture. Three agent archetypes, 73-point performance spread, stress testing, network resilience, and ensemble coordination analysis with statistica
Unified framework for building enterprise RAG pipelines with small, specialized models
754 structured cybersecurity skills for AI agents Β· Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF Β· agentskills.io standard Β· Works with Claude Code, GitHub Cop
autonomous agent with access to a tool library
Lightweight semantic code search engine β 2-stage vector + FTS + RRF fusion + MCP server for Claude Code
Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing
Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenA
Lightweight, embedded graph-based memory system for AI applications. Fast (<3ms recall), offline-first, with MCP server support for Claude and other AI tools.
A sovereign cognitive architecture with IIT 4.0 integrated information, residual-stream affective steering (CAA), Global Workspace Theory, active inference, and 72 consciousness modules β running loca
A curated list of products, benchmarks, and research papers on autonomous code agents. Beyond coding β they're redefining how software changes the world.
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" β solo operator managing 137 devices
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Dragon Brain β persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cur
YAO = Yielding AI Outcomes. A lightweight but rigorous system for creating, evaluating, packaging, and governing reusable agent skills.
Conversational & memory-enabled AI research partner for multi-omics analysis. From biological idea to full research paper.
Framework for AI agents to build and maintain an Obsidian wiki using Karpathy's LLM Wiki pattern
A multi-agent LLM system for detecting and resolving cognitive dissonance.
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
Advanced AI Real Estate Assistant using RAG, LLMs, and Python. Features market analysis, property valuation, and intelligent search.
π PageIndex: Document Index for Vectorless, Reasoning-based RAG
Agentic AI assistant on Telegram, powered by Claude Code. Runs locally with shell access, spec-driven PR reviews, layered security, persistent memory, and scheduled jobs. Your machine, your data, your
Description: Self-hosted graph-based associative memory for personal AI agents. Spreading activation, emotional weighting, zero LLM cost.
Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat & more. MCP server + web UI.
Local-first Agentic Memory Layer for MCP Agents β’ 25 tools β’ Hybrid search (FTS5 + vector + MMR) β’ GDPR β’ 100% local
Learn it. Build it. Ship it for others.
π€ The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-
The LLM Evaluation Framework
Semantic code search for AI agents β 166+ languages, hybrid search, works offline
A thing that uses AI to write perfect applications. For those who want to know how: a governance runtime enforcing immutable constitutional rules on AI coding agents.
Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine β zero data sent to external services.
MCP server for searching and retrieving Claude Agent Skills using vector search
One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/MCP native. Your agent forgot who you are. Again. Dory fixes that.
Search your files by talking to them - 100% offline
A self-improving AI agent that learns from experience. Runs entirely on a local 9B model. Security by absence β dangerous capabilities were never built.
A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.
220+ Claude Code skills & agent plugins for Claude Code, Codex, Gemini CLI, Cursor, and 8 more coding agents β engineering, marketing, product, compliance, C-level advisory.
An open-source, self-hosted API that turns standard email providers (Mailgun, SES, SendGrid) into "Inbox-as-a-Service" for AI Agents.
Connect any LLM to OpenClaw β production-tested middleware for Qwen3-235B and beyond
Automatically Update LLM-Agent Papers Daily using Github Actions (Update Every 12th hours)
Second Brain is a desktop application that acts as a personal knowledge base, using retrieval-augmented generation (RAG), multimodal AI models, and a hybrid lexical/semantic search algorithm to intera
arXiv MCP Server Client π enables AI assistants to search, retrieve, analyze, and summarize arXiv papers with features like author/category browsing, trends, and citation insights.
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
Autonomous coding agent with web research (Recon), adversarial plan debate, 5-tier cognitive memory, multi-model routing (Gemini + DeepSeek + Ollama), 24/7 loops, and $0 local mode. Apache 2.0.
π§ PromptDrifter β oneβcommand CI guardrail that catches prompt drift and fails the build when your LLM answers change.
A local LLM-based autonomous agent orchestration platform featuring async background tasks, context-isolated sub-agents, dynamic knowledge injection, and strict security approval gates (Plan Mode).
KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge base
GEON: Structure-first decoding via equivalence classes and field closure
Broken RAG For The Broken Souls
AI-agent-friendly PyTorch research pipeline β one YAML config drives preflight, training, Optuna HPO, and real-time TUI monitoring
Self-hosted autonomous AI agent β 9-layer cascade, Docker sandbox, encrypted vault, review/build/control plane, 1407+ tests
π§ Enhance AI conversations with Cognio, a persistent memory server that retains context and enables meaningful semantic search across sessions.
πͺ Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt
Complete Workspace Template for OpenClaw - Full agent lifecycle with unified memory system (Markdown + SQLite), self-evolution, RAG. Not for SubAgent/Skill use.
Syllabus-aware RAG study assistant for university students. Answers strictly from your own notes & PDFs, unit-scoped retrieval, cross-encoder reranking, and a hallucination gate β built to help studen
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
π§ Enhance LLM agents with an agentic memory system, featuring automatic note construction, dynamic memory updates, and intelligent semantic retrieval.
π Implement hybrid search using Vespa and FastAPI, blending BM25 and dense semantic retrieval for efficient, accurate information retrieval.
PromptManager is a desktop application for cataloguing, searching, and executing AI prompts, and much more.
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
π€ Build your own local Retrieval-Augmented Generation system for private, offline AI memory without ongoing costs or data privacy concerns.
Store, consolidate, and recall coding agent memories with provenance tracking using SQLite and FAISS for fast, structured knowledge access.
π¦Ύ A productionβready research outreach AI agent that plans, discovers, reasons, uses tools, autoβbuilds cited briefings, and drafts tailored emails with toolβchaining, memory, tests, and turnkey Dock
A fast type checker and language server for Python with powerful IDE features
OpenTelemetry Semantic Conventions Extension for Large Language Models
PyMuPDF Layout turns PDFs into structured data 10Γ faster than vision-based tools using AI trained on PDF internals, not images. CPU-only. No GPU required.
A stateful AI agent framework powered by the Cognitive Lattice to solve complex tasks with persistent memory and reliable tool orchestration.
AI News Scraper & Semantic Search: A Python application that scrapes news articles, uses GenAI to generate summaries and identify topics, and provides semantic search capabilities through vector embed