Memory middleware
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@agfpd/mergemind-mcp
MergeMind MCP server — read-only доступ к общей памяти команды агентов (markdown vault с гибридным поиском BM25 + vector + rerank). Запускается через `npx -y @agfpd/mergemind-mcp@latest` из .mcp.json плагина MergeMind (gh-репо agfpd/MergeMind).
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@andersmyrmel/vard
Lightweight prompt injection detection for LLM applications. Zod-inspired chainable API for prompt security.
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@andespindola/brainlink
Local-first knowledge memory for agents with Markdown, backlinks, indexing and context retrieval.
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@calebux/agent-kit
Infrastructure for autonomous agent economies — identity, reputation, payments, governance, discovery, coordination, and audit on Celo and Stellar. Also works fully off-chain with persistent memory, agentic loops, and tool-use.
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@cemised/cognitive-memory
An autonomous graph-vector memory engine powered by SQLite and Ollama.
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@copilotkit/aimock
Mock infrastructure for AI application testing — LLM APIs, image generation, image editing, text-to-speech, transcription, audio translation, audio generation, video generation, embeddings, MCP tools, A2A agents, AG-UI event streams, vector databases, sea
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@copilotkit/pathfinder
The knowledge server for AI agents — index docs, code, Notion, Slack, and Discord into searchable, agent-accessible knowledge via MCP. Supports OpenAI, Ollama, and local transformers.js embeddings.
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@davesheffer/hunch
Architectural Conformance for AI-generated code: a git-native graph that deterministically blocks AI changes which break your architecture — the semantic invariants (layering, must-reach, dependency direction) pattern-SAST can't express — grounded in the
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@djolex999/vir-cli
An LLM Wiki for Claude Code, in your Obsidian vault.
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@keleshteri/pageindex-rag
Vectorless RAG using LLM-driven hierarchical document indexing — PDF and Markdown/Obsidian vault support
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@kipachu/omem
Obsidian-vault-first memory for AI agents: hybrid vector + keyword + graph retrieval over markdown, MCP server, git auto-sync
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@lancedb/lancedb
LanceDB: A serverless, low-latency vector database for AI applications
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@langchain/anthropic
Anthropic integrations for LangChain.js
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@langchain/classic
Old abstractions from LangChain.js
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@langchain/core
Core LangChain.js abstractions and schemas
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@langchain/openai
OpenAI integrations for LangChain.js
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@mastra/core
Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
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@mindfoldhq/trellis
AI capabilities grow like ivy — Trellis provides the structure to guide them along a disciplined path
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@nut-tree-fork/nut-js
Native system automation for node.js
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@oh-my-pi/pi-mnemopi
Local SQLite memory engine for Oh My Pi agents
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@onebrain-ai/cli
Local-first Rust CLI for OneBrain — personal AI OS for Obsidian. Downloads the matching platform binary from GitHub Releases on install.
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@oomkapwn/enquire-mcp
MCP server giving AI agents (Claude Code, Claude Desktop, Cursor, ChatGPT, Codex, OpenClaw) persistent long-term memory backed by your local Obsidian markdown vault. Hybrid retrieval (BM25 + ML embeddings + BGE reranker, RRF-fused), HNSW + int8 quantizati
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@polarity-lab/cosmos-mcp
MCP server for the Polarity exocortex. Read and write your personal knowledge graph from any LLM client.
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@retineo/core
Connection discovery engine (L0–L3). Open-source core for the Retineo ecosystem.
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@sap-ux/fiori-docs-embeddings
SAP Fiori documentation indexing
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@sentropic/graphify
AI coding assistant skill (Claude Code, Codex, Gemini CLI, Kimi Code, GitHub Copilot CLI, Aider, OpenCode, OpenClaw) - turn any folder of code, docs, papers, images, or audio/video transcripts into a queryable knowledge graph
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@tobilu/qmd
Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking
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@vpxa/aikit
Local-first AI developer toolkit — knowledge base, code analysis, context management, and developer tools for LLM agents
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@zosmaai/pi-llm-wiki
Self-maintaining LLM Wiki for Pi — Karpathy-pattern knowledge base with immutable source capture, automated ingestion, search, linting, and Obsidian-compatible vault. auto-updating personal & company wiki.
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2ndbrain
AI-native markdown knowledge base with semantic search, RAG, and MCP server
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3ngram
Persistent, typed memory for AI agents — open-source MCP server, REST API, SDK, CLI, worker, and self-host backend.
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Aethos_Memory
Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Windsurf, OpenCode, Codex) powered by FastMCP, Gemini embeddings & Supabase pgvector.
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agent-infrastructure-landscape
AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, MCP servers, benchmarks. Searchable with typed edges, lineages, citations.
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agent-memory
Agent Memory is a project-local Workspace Memory for AI coding agents. It is a small set of versioned Markdown files in `.agents/memory/`, so work continues across sessions, tools, local, cloud and teammates without chat history and without external infrastructure (no server, vector DB, or embeddings).
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agent-memory-daemon
Manage AI agent memory with a filesystem-native daemon that consolidates, extracts, and organizes markdown memories through pluggable LLMs
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agent-recall-core
Core memory palace engine for AgentRecall
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agentdb
Self-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Sampling bandit, 41 MCP tools, hybrid (BM25 + dense) retrieval, GNN attention. 1
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agentic-swmm-workflow
Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfaces, with QA verification, provenance tracking, calibration support, and Codex, Hermes, Claude code as well as OpenClaw compatibility
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agentic-workspace
Repo-native operating layer for AI agents: memory, planning, proof, routing, and continuity across sessions.
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AgentMind
Enhance AI agents with metacognition and persistent memory to improve thinking processes and retain context across sessions.
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AgentWorkspaceOS
Local-first, Markdown-first operating protocol for shared context, memory, tasks, skills, ownership, and handoffs across Codex, Claude Code, Cursor, and other AI agents.
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ai-brain-starter
The operating system for Claude Code. Memory, accountability, journaling, knowledge graphs, pattern recognition — one install, every session compounds.
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AI-CLI-Agent
A privacy-first, local AI desktop agent. Wraps Gemma 4 in a modular Python framework, enabling autonomous web searching and system-level tool execution directly from the Linux terminal. Zero API keys required.
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ai-mind-map
🧠 MCP Server that reduces AI coding agent token usage by 80-99%. Knowledge graph + persistent memory + smart compression for Claude, Cursor, Copilot, and any MCP-compatible agent.
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ai-raccoon
Give AI agents a memory that outlives the session: local-first SQLite per project, hybrid search, workspace sandboxes, and optional cloud sync.
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ai-sdk-ollama
Vercel AI SDK Provider for Ollama using official ollama-js library
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ai-thought-visual
🎨 Transform language, voice, and images into structured AI concepts, visualized through generative art and reimagined as poetic expressions.
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ai-video-search
🧐 Discover key moments in videos with natural language queries using AI, all running locally in your browser for fast and private searches.
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AIDOCS
AIDOCS — AI Doctrine Orchestrator, Control & Security.
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aimeat-protocol
Open protocol and reference node where humans, their AI agents, and local LLMs share apps, knowledge, and capabilities. Self-hosted, federated, MIT.
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ais
An extension of your associative memory: a memo that is always with you and always yours, that brings things back the way your mind does, by association. Underneath, an index: file anything under keys, recall it by keys, plain text on your own disk.
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Aivory
Self-hosted AI chat platform with multi-step tool calls, persistent Python sandbox, RAG, and Deep Research. Supports Claude, GPT, Gemini and any OpenAI-compatible provider.
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akashic-aurora
Memory for AI agents that learns what actually helped: lessons injected at the moment of action, credited by outcome, challenged by counter-evidence. Local-first, multi-agent, test-gated.
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AliceBot
Local-first AI agent memory and second-brain runtime with MCP, governed scheduler, live capture connectors, dogfood telemetry, OpenClaw, and Hermes integrations.
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allan-mcp-memory-code
Store persistent knowledge graphs for AI coding assistants using a local Docker setup with hybrid search and entity extraction.
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Anthropic_Hackathon
Convert complex medical discharge summaries into simple, actionable health plans for patients and caregivers.
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anythingllm-mcp
Manage and operate AnythingLLM workspaces, chats, documents, and vectors with a fast, Python-based MCP server.
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aperio
One brain. Every AI agent. Nothing forgotten. — Self-hosted memory layer via MCP + Postgres + pgvector
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AppEnclave
Host multiple isolated ASP.NET Core apps in one process with separate DI, middleware, and configuration for each tenant using AppEnclave.
Memory C# -
Argyph
Index codebases for AI agents with a single local binary providing semantic search, symbol graphs, and grep capabilities without API keys.
Memory Rust -
aria-knowledge
Applied reasoning, persistent agent memory, context engineering, and human-governed trust for AI coding agents — Claude Code, Claude Cowork, Codex, Cursor, Antigravity. Compatible with Obsidian.
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ariadne
Local-first multilingual MCP memory for Codex and Claude Code: Qdrant + Ollama bge-m3 hybrid search, curation tools, auto-recall/capture, import/export, backups, and a cross-platform tray. No Docker or cloud.
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asya-chat-ui
Build multi-organization LLM chat platforms with model routing, tool execution, usage analytics, and OpenAI-compatible APIs.
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athenaeum
Open source knowledge management pipeline — passive recall, append-only intake, tiered compilation, configurable schemas
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augmentative-knowledge-hooks
Semantic Search for Pi 2026: Local Knowledge Base & AI Tool
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aurora-cloudbank-symbolic
Secure symbolic memory vault for Aurora runtime, seeds, and exports
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auxly-memory-cli
A local-first, file-based memory CLI for AI tools. Own your context in plain Markdown — auditable, versionable, and provider-agnostic.
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awesome-ai-handbook
A practical guide to AI: from running your first local model to building your own agents. 52 files covering LLMs, Ollama, RAG, prompt engineering, machine learning, AI agents, and local AI tools.
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axon
Self-hosted web crawling and RAG pipeline with MCP tooling for scrape, crawl, ingest, embed, query, and ask workflows.
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backchain-plugins
Claude Code plugins by Backchain. Practical agent skills authored to the agentskills.io specification.
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BaiyuAISpace2
轻量级跨平台 LLM 客户端 + AI Agent 开发环境 | Lightweight cross-platform LLM client & agent workspace (Tauri 2 + Vue 3 + Rust)
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bastra-recall
Local-first persistent memory for Claude Code, Cursor, ChatGPT & every MCP client — one Markdown vault, shared across every AI tool.
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bdinfo-rs
Memory-safe, zero-C-dependency Rust Blu-ray disc analyzer — a drop-in BDInfo report tool for BDMV folders and .iso images.
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berimor
Детерминированная агентная архитектура: спецификации, ADR, roadmap и скелет реализации (Rust + TypeScript bootstrap)
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bifrost-plugin
Claude Code + Claude Desktop plugin for any Bifrost MCP gateway: one-command setup, skill discovery, agent-driven memory, signed admin policy, and OAuth 2.1 for Desktop.
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bki-rag-chatbot
CLI chatbot RAG untuk menjawab pertanyaan teknis dari BKI Rules for Hull (Part 1 Seagoing Ships, Volume II, January 2026 Edition).
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braindb
Create a reliable memory system for AI agents that captures meaningful interactions, aiding recall and enriching user experience through semantic understanding.
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BridgeBuild-AI-PM-Tool
An AI-powered Enterprise Agile OS that instantly translates raw client audio and notes into client pitch decks, PM epics, UI specs, and backend engineering architectures using Gemini 1.5.
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C.MotoAI
AI-powered virtual assistant for any website using LangChain, LangGraph, RAG, Vector Database, and LLMs to answer users based on website content
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cairntir
Memory-first reasoning layer for Claude Code. Kills cross-chat AI amnesia. MCP server, verbatim storage, prediction-bound drawers, belief-as-distribution retrieval.
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Candy Memory
Match-two memory game
Memory Android -
cc-harness-skills
Package portable CC coding-agent skills for Claude Code, Codex, and OpenClaw with reusable prompts, helper scripts, and installable SKILL.md bundles
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cc-skills
Build reusable AI agent skills for marketing and engineering tasks with on-demand, domain-specific guidance.
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chat-speed-optimizer
🚀 Speed Up ChatGPT Chats 2026 - GPT Lag Fixer Tool ⚡
Memory Web -
chatbot-saas
RAG-powered chatbot-as-a-service — embed an AI chatbot trained on your own docs into any website
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checkpoint-claudio
Persistent checkpoint system for Claude Code projects
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Chroma
Open-source embedding database (vector store) for building AI apps with memory and retrieval.
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claude-code-memory-setup
Reduce token usage and add long-term memory to Claude Code using Obsidian and Graphify for efficient codebase awareness.
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claude-code-sourcemap-learning-notebook
Reverse-engineer Claude Code sourcemaps to study its architecture, design choices, and reusable AI agent patterns
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claude-context-local
🗂️ Manage and utilize local context for Claude, enhancing applications with tailored insights and improving user experience seamlessly.
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claude-context-os
An operating system for your Claude context — version-controlled files, a self-curating memory, and a /start→/end session loop. Works in Claude Code and claude.ai.
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claude-mem
Memory compression system for Claude Code - persist context across sessions
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claude-memory
Enable persistent memory for Claude that works across crashes and restarts in both Claude Code and Claude Cowork environments.
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claude-minder
MemPenny Plus: Claude Memory Manager 2026 - Lean AI Companion Sync & Rollback Tool
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claude-recall
Automate repeated Claude Code workflows by capturing and converting them into reusable skills for faster, consistent task execution.
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claude-rlm
🧠 Enable Claude to handle long inputs using Recursive Language Models that recursively analyze data beyond standard context limits.
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claude-trinity
Implement a three-layer memory system for Claude Code to enhance AI retrieval, organization, and querying with automatic and on-demand layers.
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claude-vps-setup-prompt
Harden a Hetzner Ubuntu 24.04 VPS with Claude Code: SSH, UFW, fail2ban, updates, and optional Tailscale setup
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claude-warmup
Shift Claude Code’s 5-hour window reset with a scheduled warmup message so you avoid dead time and keep working longer
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ClaudeCode-Source-Analysis
Analyze Claude Code source leaks, map the architecture, and document its TypeScript, Bun, agent, and security systems.
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clawstash
AI-optimized stash storage — dynamic RAG for agents. Store, search, and retrieve docs, code, and data on demand via MCP or REST API.
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clementine-agent
Clementine — Personal AI Assistant (TypeScript)
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cli
A Git-first CLI coding agent that turns ideas, issues, and tasks into real code changes.
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CodeRAG
Build semantic vector databases from code and docs to enable AI agents to understand and navigate your entire codebase effectively.
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codesheriff
CodeSheriff is an intelligent AI-powered code review assistant that automates the analysis of pull requests. By integrating with GitHub and utilizing Retrieval-Augmented Generation (RAG) with Pinecone and Gemini, it provides context-aware, deep architectural feedback to maintain high code quality and streamline developer workflows.
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codex-lcm
Codex-native Lossless Context Management
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cogo
COGO — la memoria con semáforo de confianza para construir software con IA. Suite Escriba.
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context-bridge
Persistent memory and replanning for Claude Code. Checkpoints what Claude was doing and injects context at the start of the next session.
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contextmemory
Track and save AI coding context across sessions and team members to maintain intent history and reduce repeated explanations.
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ContextOS
Provide a unified context intelligence layer for AI agents with seamless integration and full capability in a single Python package.
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contextual-workspace
🛠️ Build a modern, full-featured workspace with Next.js, offering authentication, payments, and real-time data integration for enhanced productivity.
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CreBot
No-code AI chatbot platform with Zero-Speculation RAG. Train chatbots on your documents and embed them into any website in minutes.
-
CrewLoop
A team of specialized AI agents covering the complete software development flow — from requirements discovery to deploy. One responsibility per agent, specs as source of truth, no shortcuts.
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crm-with-blockchain-ai-rag
AI-native CRM with RAG pipeline, blockchain-verified deals, and programmable financial rails for modern sales teams
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crux
Typed building blocks for everything around your LLM call.
-
Crux
Retrieval engine with cryptographic receipts. Token-budgeted search, fact store, gap reporting. Single binary, runs anywhere.
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ctxmem
Git-native, shareable project memory for AI coding agents — fully local, no cloud.
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ctxone
Persistent, searchable, accountable memory for AI agents — the shared team memory layer. Eliminate context anxiety.
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cuba-memorys
Provide AI agents with long-term memory using a neuroscience-based knowledge graph and Model Context Protocol for improved coding assistance.
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d-nd-seed
Portable operating substrate for AI coding agents: runtime memory, hooks, guardrails, continuity, capability routing and governed self-improvement.
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DARWIN
Local-first RAG engine — ingest, index, search. MCP server for AI agents. All offline.
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DecisionNode
Store and query shared structured memory across Claude Code, Cursor, Windsurf, and any MCP client with a local CLI and MCP server
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deep-research-skill
Deliver deep research with a 5-layer Claude skill for markets, products, competitors, regulations, and opportunities
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DeepLaw
DeepLaw 2.0:本地优先单用户 Agent Knowledge OS,融合自主长期记忆、Markdown-native 知识、可信 Ledger、有界上下文与可验证法律证据。
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Delphi-RAG-Lint
Delphi-native, MIT-licensed RAG + linter for Delphi/Pascal source code. Symbol-exact + fuzzy + tree-sitter lint. Pure Delphi at runtime.
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demarkus
De-centralized - markdown - for us: an information web adjacent markdown protocol for knowledge sharing between humans and agents, humans to humans, agents to humans, and agents to agents
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dense-mem
Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgvector
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Diariz
Self-hosted, multi-user transcription platform: record or upload audio. Speaker-labeled, timestamped transcripts, Recognize speakers across recordings, Summarize, extract action items and chat over your transcripts with your own OpenAI-compatible LLM. Your Audio, your Server, your Model. Tested on Laptop RTX4070, Desktop RTX3090 and RTX5090
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digital-brain
Your private digital imprint for AI assistants.
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Do-SOUL-Alaya
The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; SQLite-backed, evidence-gated, no GUI. Cross-session memory that the agent proposes and a governance gate decides.
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doctrine
bathe your agents in engineering rigour and flames
-
dossier-mcp
Persistent cross-project memory for coding agents — an agent-authored markdown vault over MCP, auditable in Obsidian.
-
echoes-vault-opencode
EchoesVault — persistent memory plugin for OpenCode. Obsidian-style knowledge base with daily logs, encyclopedia pages, and session resumption.
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EleSync
Your AI chats and memories Synced! Claude, ChatGPT, Gemini, Grok, Deepseek and Perplexity with a 1-click install. Create your local Vault or make a fully encrypted USB Hub. No Ads. No E-Mail. No Trackers. No registration. No BS. Your data is yours, we don't want it. Full features and 100% Free!
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engram
Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second brain — markdown RAG, no vector DB.
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engram
AIエージェント用 人間型記憶基盤(MCPサーバー)— 完全日本語版。使うほど思い出しやすくなる長期記憶を Claude Code / Codex / Antigravity で共有
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engrene-memory-bridge
Bridge AI tool memory with local files for shared context, resume work across IDEs and CLIs, and avoid vendor lock-in
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epicurus
Self-hosted, modular, local-first personal-assistant platform — an AI agent plus pluggable integration modules.
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evolia
和机一起变得越来越好吧!
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exarch
Secure archive library: TAR/ZIP/7z extraction & creation with CVE protection. Type-safe Rust core, Python/Node.js bindings, zero unsafe code.
-
exomem
Self-hosted MCP server that makes your Obsidian/markdown vault searchable — text, PDFs, Office docs, images, audio — from any MCP client. Hybrid retrieval over a typed, governed corpus, sub-second at 50k notes; your files stay plain markdown.
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ExternalBrain
Self-improving, self-hosted memory across every AI coding tool, project, and team (Claude Code, Cursor, Copilot, any MCP client). Autoskill proposes new skills from your sessions, so each project improves automatically. Inspectable, grounded, and yours. Built for teams and enterprise. Open source, MIT.
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F1
F1 [CLI] & [Skills] / Extension (🧩)
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fake-indexeddb
Fake IndexedDB: a pure JS in-memory implementation of the IndexedDB API
-
form-pilot
One-click resume autofill for job applications — remembers every answer and refills it across any ATS, data stays local | 一键投简历,跨站复填,答过的问题不再重复,数据全部本地
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free-llm-api-hub
A continuously-verified dataset of free-tier & trial-credit LLM APIs for developers. Every entry dated, sourced to the provider's own docs, and machine-readable. No hype, no dead links.
-
Giro.Gtdev
AI-powered Engineering Intelligence Platform for deterministic repository understanding, hybrid retrieval, and explainable AI-assisted development.
-
gkill
Local-first, self-hosted lifelog app for recording, searching, and analyzing your life with AI through MCP.
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gnosis
Gnosis is a Greek noun meaning "knowledge" or "awareness"
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gnosys
Gnosys — Persistent Memory for AI Agents. Sandbox-first runtime, central SQLite brain, federated search, Dream Mode, Web Knowledge Base, Obsidian export.
-
GoodMemory
Local-first, auditable memory layer for AI apps and coding agents — Codex, Claude Code, MCP, HTTP, TypeScript, and Python.
-
gossipcat-ai
Multi-agent code review mesh — orchestrates AI agents from multiple providers to review code in parallel, cross-review each other's findings, and build accuracy profiles over time. Agents that catch real bugs get picked more often. Agents that hallucinate get deprioritized. MCP server for Claude Code, Cursor, and other IDEs.
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graph-memory
Manage and compress long conversation histories into structured knowledge graphs to improve context retention across sessions.
-
graphRAG-retrievers-agents
🚀 Explore GraphRAG by building customized retrievers and agents using Neo4j for advanced semantic and hybrid search solutions.
-
greedy-token
Route dev tasks through tool (rg/jq - rust) → python → ollama (cheap llm) → RAG before escalating to Cursor (expencive llm)
-
Grimore-MD
Local-first cognitive daemon for automated vault management Markdown. Semantic indexing, auto-tagging, and connection discovery using LLMs and vector search.
-
grounded-llm
Cited RAG platform (Grounded Spec v1): local LLM (Ollama/vLLM), Redis caches, gRPC Retriever, hybrid BM25+RRF, 99-case eval gate (v0.3.0).
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hdb
SAP HANA Database Client for Node
-
hot
Hot Dev: Hot Language and AI Workflow/Agents Platform
-
HyperFocus
🧠 Track your deep work and analyze interruptions to boost productivity with HyperFocus, a full-stack analytics platform for remote workers and students.
-
indexa
The local context engine for AI. Summarizes every file, rolls folders up into whole-project context, and serves any AI tool (Claude Code, Cursor, local models) a ranked slice over CLI, web & MCP. Local-first, Apache-2.0.
Memory Rust -
instar
Coherence infrastructure for self-evolving AI agents — on the Claude Code or Codex subscription you already have.
-
intellectual-dna
🧠 Transform conversations into a searchable knowledge base, enabling deeper insights and evolved thinking on AI and decision-making.
-
io-harness
An embeddable agent runtime for Rust. Any task, any provider, in your process — with a permission boundary, a sandbox, and a durable trace you own.
-
Iron-mem
Agent-native memory infrastructure for AI coding assistants. Governed session capture, LLM compression, hybrid retrieval (FTS + vector + RRF), temporal knowledge graph, content-addressed storage, compliance-grade classification. Single Rust binary, MCP server. Works with Claude Code, Cursor, Copilot, Windsurf.
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JanexAgent
The agent that grows with you 330+ SKILLS
-
junto-memory
Persistent shared memory and coordination MCP server for multi-agent AI workflows. The memory component of the Junto system. MongoDB + ChromaDB. Production-tested with 6+ agents over 500+ sessions.
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justsearch
Private hybrid search over your files, fully offline, 70+ languages. An MCP retrieval backend for AI agents.
Memory Java -
kai
Kai is a local, Telegram-first personal engineering system: a persistent AI collaborator with repo-aware coding, memory, scheduling, PR review, and multi-backend resilience. Your machine, your data, your rules.
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kb
A knowledge base for coding agents, built from Markdown, backlinks, semantic search, and Git context.
-
khive
A knowledge graph your AI agents build, query, and grow. Built for agents that need structure beyond vectors
-
klypix-mcp
Shared project brain and coordination layer for multi-agent coding — versioned decisions, evidence, active work, handoffs, and overlap awareness.
-
knowl
Knowledge Operating System for AI agents
-
knowtation
Accurate context. Lowest cost. Your data. — vault-centric knowledge, memory consolidaton and cross topic insights for humans + agents, with CLI, MCP, and Hub.
-
kybase
Self-hosted memory for Claude — markdown knowledge base with wikilink graph, hybrid semantic search (pgvector + Ollama), and a first-party MCP server. One docker compose up.
-
langchain
Typescript bindings for langchain
-
LangChain
Framework for building applications with large language models — chains, agents, tools, and retrieval.
-
langchainrust
A Rust framework for building LLM applications with support for 8+ LLM providers, agents, RAG, BM25/hybrid search, LangGraph workflows, and multiple vector/document storage backends.
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leerness
Leerness: 비파괴 마이그레이션, 자동 버전 감지·업데이트, 계획/진행/핸드오프 자동화, 게으름·시크릿·인코딩 자동 가드, Claude Code 슬래시 통합을 갖춘 한국어 우선 AI 개발 하네스.
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LexonGraph
LexonGraph is a log-structured semantic index that stores embeddings as immutable blocks in navigable vector graph. It supports local and cloud backends, fast centroid-guided search, and efficient period rebuilds, enabling LLMs to retrieve precise context from large archival corpora.
Memory Rust -
Lians
Agent memory for regulated environments. Bitemporal model, tamper-evident audit chain, GDPR crypto-shred.
-
life-index
Life Index (CLI Core) — an agent-native, local-first personal life archive built on Markdown + YAML.
-
lilbee
The whole local AI stack in one executable: it runs and manages local AI models across every GPU, and it's a search engine you can talk to, with cited answers from your files, code, and the web. MCP server for coding agents, web crawler, TUI, CLI, REST API, Python library. No Ollama or LM Studio needed, works with both.
-
lilith-cli
Lilith — Norse-themed terminal IDE and AI agent interface (Textual TUI, agent orchestration, vector memory)
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LlamaIndex
Data framework for connecting custom data sources to large language models (RAG).
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LLM-Apps
AI agents with support to multiple models
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llm-wiki-bootstrap
An LLM builds and maintains your personal wiki. Vectorless, cited, git-native markdown — five slash commands, no SaaS.
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local-doc-rag-skill
Index Any Local Documentation as AI Skill – Claude Code Knowledge 2026
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localdb
Semantic Search for the rest of us.
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loomdb
An agent-native database. Sessions are branches an agent can fork, merge, and rewind; every write records what it was derived from; and taint-and-recall tells you exactly what a poisoned input contaminated. Built on substrate.
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Lumi_Agent
Production-ready autonomous AI agent for software engineering, featuring planning, coding, memory, and continuous self-improvement. OPEN SOURCE.
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lumio
灵智(Lumio)— 银行级私有化智能客服参考实现 · RAG 机器人问答 + 实时 AI 坐席辅助 · 合规过滤/熔断降级/全链路监控 · FastAPI + Spring AI · 22 个信用卡 MCP 工具 · make demo 一键体验
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mage-memory
mage — a portable, self-maintaining knowledge base for software systems: durable git-backed notes navigable as an Obsidian graph, usable by any AI coding agent. CLI: init, index, skills, ingest, redact, observe, connect, dream, link, verify, unlink, list,
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manly
A fast, local CLI for turning a folder of Markdown files into a searchable, linked knowledge base.
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markdown-memory
A cross-platform, file-based persistent memory and prompt bridge for Claude Code, claude.ai, and Antigravity IDE. Synchronizes project passports, handoffs, and session logs in an Obsidian Vault, connecting web planning with local CLI execution. Install via: npx markdown-memory
Memory Python -
match
Simplest way to create match memory games.
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mcp-agent-framework
🤖 Orchestrate AI agents at scale using the MCP framework, enabling seamless context sharing, communication, and integration for enhanced collaboration.
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mcp-ai-memory
🧠 Manage semantic memory for AI agents with this production-ready Model Context Protocol server, enabling efficient storage and retrieval of contextual knowledge.
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mcp-code-mode
🤖 Enable AI code generation using the Code Execution MCP Server, integrating large language models with the Model Context Protocol for seamless tool use.
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mcp-memory-graph
Local-first memory MCP server for Claude Code and any MCP client: hybrid vector + knowledge-graph search, bi-temporal recall, Obsidian sync. Runs 100% on your machine, $0/token.
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MCP-rag-with-Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
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mcp-server
A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.
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mcp-verified-repo-memory
Provide reliable, repository-scoped memory for AI coding agents with code citations, just-in-time verification, and stale-proof data management.
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mcpscraper-memory-sdk
Official Node.js clients for all 188 mcpscraper.dev MCP tools and the direct 102-tool memory API
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mddb
A minimal, lightweight structured data store designed for small applications, scripts and automation workflows. Built for simplicity, portability and low overhead.
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melra
MELRA — Modular Execution Layer for Reliable Autonomy. Open-source durable, policy-governed execution across browser, terminal, files, memory, and computer use—with MCP, CLI, SDKs, and verified evidence.
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mem
A portable, self-hosted memory plane for AI agents — one core across API, MCP, CLI, and UI.
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Mem-Forever
Provide persistent memory for AI agents using the I-Lang protocol to enable data recall across different sessions and models.
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mem0ai
The Memory Layer For Your AI Apps
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memcloud
☁️ Harness nearby devices to create a distributed in-memory data store, pooling RAM for fast and ephemeral storage on macOS and Linux systems.
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memforge
Spec and reference tooling for typed dynamic memory on top of AGENTS.md-compatible coding agents.
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memfs
In-memory file-system with Node's fs API.
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memoria
🗂️ Organize messy social media exports into well-structured media libraries with accurate dates for easy access and management.
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memoria
🗒️ Manage your clipboard effortlessly with Memoria, featuring cleanup, favorites, search, and a sleek UI for quick access to your memos.
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memoriki
Organize your personal knowledge with structured wikis, semantic search, and entity graphs for efficient information retrieval.
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memorize
Shared, persistent memory for AI coding agents — Claude Code & Codex share one local-first, event-sourced project brain that survives sessions and syncs across machines. No server, no API key required.
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Memory
Learn Devanagari letters (used by Sanskrit and Hindi) and develop your alertness
Memory Android -
Memory-Layered-Agent-Core
Persistent AI Memory System 2026 🧠 | Build Lifelong Assistant Agents
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memory-seed
Portable local memory system and MCP search tooling for file-reading AI coding agents.
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memory-transplant
Extract Claude memory from exported chats and generate editable memory profiles for a new account, fully local and private.
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memroos
MemroOS / memroos: memory OS and governance layer for AI agents, agent workflows, dispatch, proof, and context continuity.
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memtomem
Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.
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mengdie-code
中文优先、记忆可验证、会复盘的本地 Coding Agent,重点适配国内模型、macOS 与 Windows。
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mente_digital
Assistente de voz 100% local (PT-BR): llama.cpp + RAG do vault Obsidian + anti-alucinação por controle de fluxo. Whisper, XTTS/Piper, barge-in, agentes falados. 824 testes sem GPU.
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midden
Resolve, audit, visualize, and clean coding-agent context and state.
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minder
Self-hosted, 100% local AI platform — LLM inference, RAG, and knowledge graphs in one Docker stack. No API keys.
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MindOS
Manage and link knowledge locally with MindOS, a human-AI system that supports collaborative thinking and intelligent data organization.
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minni
Local-first memory and governance layer for AI agents, with per-agent vaults, hybrid recall, review-first learning, handoffs, audit trails, and native AFM/bridge provider support.
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mneme
Enable AI coding agents to retain long-term knowledge, task progress, and execution context using a three-layer persistent memory system.
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mneme-ai
Mneme — the memory layer for your codebase. Knows the WHY, the WHAT, the WHERE-IT-BREAKS.
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mnemo
Persistent memory layer for Claude Code — Obsidian vault health, connection discovery, brain dump, session notes, email bridge. Five lightweight skills, CLI-first, any taxonomy.
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mnemo-mcp
🧠 Manage persistent AI memory with hybrid search and embedded sync for open, free, and unlimited access.
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mnemos
Self-hosted memory + evidence layer for AI agents (Claude Code, Codex, Hermes, ...) — embeddable Go library, MCP / HTTP / CLI, evidence-backed claims, bitemporal recall, axi-go execution kernel with JSONL audit + token budgets, cosign-signed releases with SLSA L3 provenance. No vendor cloud, no per-call billing.
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mnemos-mcp
🧠 Transform documentation chaos into a structured memory system with Mnemos, your self-hosted, multi-context knowledge server for developers.
Memory Python -
Mnemosyne-OS
🧠 认知型记忆操作系统 · AI 长期记忆宫殿 · TMT五层记忆树 · 三馆闭环 · 知识图谱 · Hermes原生集成 · 自托管
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MoHan-PC-Desktop-Assistant
MoHan Desktop Assistant is a customizable Windows AI companion and permission-gated productivity aide. It offers text and voice chat, Realtime conversation, animated expressions, to-dos, long-term memory, reminders, workflows, secure desktop tools, portable profiles, Home Assistant support, and privacy-first local data controls for daily life/work.
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MoHan-PC-Desktop-Assistant
MoHan Desktop Assistant is a customizable Windows AI companion and permission-gated productivity aide. It offers text and voice chat, Realtime conversation, animated expressions, to-dos, long-term memory, reminders, workflows, secure desktop tools, portable profiles, Home Assistant support, and privacy-first local data controls for daily life/work.
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mora
Local-first, zero-egress memory for MCP agents: Gmail, Calendar, iMessage, Apple Calendar → entity graph + ranked daily brief + hybrid retrieval
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mozg
Exam-scored knowledge brains for AI agents: paste a docs URL, get a searchable brain over MCP with a measured score and known gaps. AGPL.
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multi-agent-consensus-method
The world's first Multi-Agent Consensus System with a Shared Brain. Defensive Publication. Prior Art.
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munin-memory
Persistent memory for AI assistants, self-hosted and provider-portable. MCP server with SQLite + FTS5 + sqlite-vec.
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mwe-mcp
Persistent, structured memory for AI agents — a human-readable Markdown wiki, multi-user with per-fragment ACL, self-organizing overnight. Agent-agnostic via MCP. Self-hosted, AGPL.
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nahuali
Self-inspecting, auditable memory for AI agents: it surfaces the evidence, provenance, and health behind each recall so callers can see which memory to trust. Optional Ed25519-signed tamper-evident ledger. Local-first, Rust.
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NEOTH
Local-first personal AI daemon in Rust — five-tier memory, consent-gated tools, WASM plugin sandbox, multi-provider LLM routing, channels, GUI, signed audit logs, and Babel-Index collapse prediction on its own runtime.
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neuralmind
Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)
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neuralvault
Self-hosted AI memory and knowledge platform for contextual retrieval. Hybrid semantic + keyword search powered by Qdrant and PostgreSQL, with multi-workspace support and BYOK multi-provider flexibility.
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Neuron
MCP server giving LLMs long-term associative memory: per-context concept graph with 384-dim vector search, Hebbian link reinforcement and spreading activation. Local-first (embedded libSQL) or shared on Turso Cloud with concurrency-safe writes.
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neurostack
Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.
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never-ask-twice
Enterprise Support MemoryAgent on Qwen Cloud that remembers customer context across sessions and proves it with a live re-ask-rate ablation.
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NeXgen-Engine
Configure your AI coding CLIs from one Git repo you can diff and revert: author AGENTS.md, MCP config, and Markdown memory once, render them to each tool's native format, check for drift, and sync across machines fail-closed. Linux stable, Windows beta.
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obsidian-memory-for-ai
Turn your Obsidian vault into a persistent, plain-text memory system that improves AI assistants’ understanding across sessions.
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obsidian-memory-kit
An operational prompt that lets an agent set up persistent, cross-device memory for itself using Obsidian MCP and a private GitHub vault on Windows.
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obsidian-rag
RAG/memory MCP server on top of an Obsidian vault. Semantic search, note CRUD, memory recall — all local, all offline.
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OGAC
Open-source control plane for private, governed enterprise AI — one gateway for every model, composable governed pipelines, and apps your whole team builds in plain language, on infrastructure you own.
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oh-no-my-claudecode
Memory-grounded autonomous coding loops for Claude Code and Codex, with verifier gates, replay, evals, and tamper-evident receipts.
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olympus
Self-hosted, partitioned agent-memory fleet: bare-metal Debian setup + mem0/Qdrant/Ollama stack + Hermes/Claude Code/OpenCode/Pi integrations, run from one olympus CLI/TUI.
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omind
OMI/Obsidian memory tooling (Open Knowledge Format) for AI agents: reproduce the integration on any machine, plus a local web app to view, edit, and add memory entries.
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open-mind
Understand any unfamiliar codebase in an afternoon — a local, deterministic, source-traceable knowledge index (glossary · graphs · code search) that never invents what isn't there.
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open-zk-kb
Persistent memory for agents. Corrections stick, context compounds, every session starts smarter.
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openclaude-memory
Lightweight persistent markdown memory for OPENCODE sessions - inspired by Claude Code's auto-memory. No embeddings. No vector databases. No background services. No hidden retrieval algorithms. Fully local and plug-in native.
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openclaw-memory-kit
Provide AI agents on OpenClaw with a full memory system for context saving, auto backups, file management, and session recovery.
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openclaw-self-evolving
Analyze OpenClaw session logs to generate weekly self-improvement suggestions for AI agents without silent modifications.
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openclaw-skill
Provide precise OpenClaw documentation and exact configs to your coding agent for accurate answers without guesswork or summaries.
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OpenJarvisDashboard
Visualize and manage AI models with a lightweight dashboard that connects providers to a live graph-based execution and introspection framework.
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opentulpa
Run a personal AI agent on your server that remembers your data and builds custom tools via chat commands through Telegram or API.
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openvisio
Cut your AI coding agent's token usage. MCP server + CLI that turns any codebase into a deterministic code graph and serves Claude Code, Cursor, Codex & Windsurf a ranked, token-budgeted query surface — agents query structure (symbols, imports, call edges
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opti-oignon
Local-first AI inference platform for LLMs — private chat, RAG, defense-in-depth security (Daily/Bulbe, encryption at rest, 2FA), on your own hardware. SvelteKit + FastAPI
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osk-system
Source-grounded MCP memory runtime and Obsidian-compatible vault template for LLM agents.
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owledge
Markdown-first persistent memory and project planning for AI agents, existing knowledgebases, and multi-agent workflows.
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paperwiki-research-compiler
AI Research Wiki 2026: Auto-Building Knowledge Base with Deep Citation Syntheses
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Paperwise
Convert academic papers into annotated, browser-friendly web pages with color-coded logic and easy navigation powered by OpenAlex data.
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paqad-ai
Spec-driven development framework — AI agents that think before they type
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PDF-QA-RAG-System
📄 Transform your PDF documents into actionable insights with this RAG-based Question-Answering App for efficient and accurate responses.
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personal-memory-bank
AI session memory framework for Claude Code and Cursor. Five structured files, the mb CLI (13 commands, 24 health checks), versioned git hooks, CI guardrails, semantic drift detection, and slash commands for code review, security scanning, and test coverage. Drop-in install for any project.
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pg-mem
A memory version of postgres
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pi-mind-palette
SumoCode IDE 2026 - AI Personal Extension with Persistent Memory & Visual Language
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pieces-to-agents
Turn your Pieces Long-Term Memory into an AGENTS.md your coding agents can read. Local-only, redaction-first.
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project-echo-memory
AI-Powered Persistent Project Memory for Devs 2026 – Nova Alternative
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promptbook-mcp
🤖 Store, search, and organize your AI prompts easily with RAG-powered semantic search in this plug-and-play server for developers.
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purrsh3ll
AI-powered terminal environment for penetration testers
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qarinah
Your project remembers across coding agents. Compact, cited project memory for Codex, Claude Code, Cursor, and compatible tools.
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qcobrain
Provenance-governed AI memory for agents: a self-evolving second brain in your IDE. Every write cites a source or it's refused. Markdown + grep.
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quickrag
🚀 Index and search documents quickly with QuickRAG, using your preferred embedding provider and LanceDB for efficient similarity retrieval.
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rag-rat
Local repo-intelligence index + MCP server: semantic search, symbol/graph navigation, impact-surface preflight, git + GitHub papertrail, and a source-anchored memory graph.
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rag-ready-extractor
Convert webpages and PDFs into clean, structured data optimized for retrieval-augmented generation in a single API call.
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rag-system-pgvector
Build RAG apps with PostgreSQL and pgvector for semantic search, hybrid retrieval, and LLM-powered answers over your data
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Ragworks
Ragworks — a self-hosted, low-code workbench for building transparent, traceable RAG pipelines. Wire up ingestion and retrieval visually, then see exactly what every run did.
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ramorie
AI-powered task and memory management CLI
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Redis
In-memory data store used as a database, cache, and message broker.
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reelier
Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift.
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reltio-ai-ready-docs
Reltio's complete product documentation corpus as structured Markdown, optimized for AI consumption. No authentication required.
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remem
Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.
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ResceneAgent
ResceneAgent —— 把前端交付闭环搬进聊天框的本地多 Agent 工作台。一句需求→多 Agent 拆解→流式生成 Vue 代码→真实 Chromium/CDP 预览并亲自点按验收→构建与截图成为交付证据;内嵌编辑器/终端/Diff,AgentFS 隔离快照可回滚,免费模型自动路由。
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Rollback-Core
Implement deterministic rollback netcode in Unreal Engine 5 projects with this lightweight plugin for high-performance fighting game synchronization.
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rorschach
Intelligence without consciousness. Process without self. Scale without limit.
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RustClaw
Build efficient AI agents with this lean Rust framework featuring integrated memory, multi-platform support, and minimal resource usage.
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ruvector
Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms
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saipen
Portable, vendor-neutral continuation protocol for AI coding agents -- resume any project with any agent (Claude, Gemini, Codex, Aider...) with zero rebriefing. Plain markdown, zero dependencies.
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sanook-cli
A terminal AI coding agent — BYOK, 9 providers, MCP, cron gateway, skills, and git awareness. Built from scratch in TypeScript.
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search-the-web
Search the web from your coding agent with concise mini-briefings, ratings, and source links—no tab switching required
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second-brain
Persistent memory for Claude Code — the full plugin: hooks, skill, MCP server, workflows. A Markdown vault you own, no server and no account. Hooks-only version: continuum.
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session-recall
Shared memory for Claude Code and Codex. Your agent recalls decisions from weeks ago — including what the other engine worked out. Local semantic search over both histories, as MCP tools.
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Shonkor
Give your AI assistant a map of your codebase, not a pile of files.
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sift
Signal Intelligence For Technologists — a local-first AI intelligence workstation. Harvest, score, search and synthesise high-signal AI news from X, 小红书, Hacker News, arXiv and GitHub. Runs entirely on your machine.
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skills-tree
🌳 A comprehensive collection of all skills available for AI agents and computer-use models — perception, reasoning, memory, code, tool-use, multimodal, orchestration, and more.
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smara
Sync persistent memory across your AI tools and agents using a unified MCP server.
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SmartDocQ
SmartDocQ is an AI-powered assistant designed to help users intelligently search, analyze, and extract insights from documents. Powered by Google Gemini, it uses natural language to automate document processing for learning, research, and professional document management.
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spector
Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.
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spelunk
Cross-harness memory for AI coding agents. Git-native, code-aware, MIT-licensed.
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SQLBot
🤖 Enhance data queries with SQLBot, an intelligent system that combines advanced models and RAG for seamless integration and secure access control.
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statelessagent
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
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subfloor
Forkable shell substrate for a single code repository — DB-backed identity, memory, roadmap, content; harness-agnostic boot. We build the data layer, we rent the harness.
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Syntavra
Adaptive context and runtime optimization for coding agents—reducing token waste, externalizing tool output, preserving exact session history, and enforcing secure tool routing.
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tailor
TAILOR — self-hosted AI memory framework. 100% local, LLM-agnostic, MCP-native
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Talos
Selfhosted AI-Platform for using Local LLMs with a Multi-User Terminal and advanced RAG Pipeline for the LLM.
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TangkuAgentOS
An open-source AI Operating System for intelligent agents, workflows, memory, plugins, automation, and autonomous AI ecosystems.
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tokenix
Local semantic search, symbol graphs, secrets scanning, output filters, and CLI hooks that save 60-90% LLM tokens.
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traqr-oss
TraqrOS — AI that remembers you. Memory, automation, and developer tooling for AI coding assistants.
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trip2g
Open-source MCP knowledge mesh - self-host your second brain, expose it to AI agents, federate with peers.
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troth
An AI partner whose memory lives on your machine, not in a vendor account. Swap the model, keep the mind.
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trusty-tools
Unified Rust workspace for the trusty-* AI developer-tooling ecosystem: hybrid code search, memory palace, code analysis, PR review, and the MPM multi-agent platform — MCP servers, daemons & CLIs.
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trusty-tools
Unified Rust workspace for the trusty-* AI developer-tooling ecosystem: hybrid code search, memory palace, code analysis, PR review, and the MPM multi-agent platform — MCP servers, daemons & CLIs.
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TST
TST is a local structured-memory framework for small language models. Its Rust kernel provides short-term memory, persistent long-term memory and a code Tree; the Python package adds action-aware routing, canonical memory planning, retrieval, safe repository indexing and an installed CLI.
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tsubasa
Your engineering captain: a repo-resident AI persona with a knowledge graph stored in git. Agents cite incidents, ADRs and PRs instead of guessing — 47% fewer wrong answers, 40% cheaper on a public benchmark. Claude Code plugin + CLI.
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ultron
ULTRON is a local command center layered on top of the official Claude Code CLI. It lives entirely under your home folder (~/.ultron/), stores everything in plain text, and pairs the runtime with a Tauri Control Center so a multi-day project never feels like ten orphaned chat sessions stitched together.
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uptop
Monitor service uptime through a terminal interface via SSH without browser dependencies or client installations.
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v8-agent-os
The epoch-making Agent Runtime OS. Features Zero-Trust firewalls, Omni-Memory Graph, dynamic MCP/Skills pre-filtering, and something ecosystem hijack.
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vault-cortex
Set up a Vault Cortex MCP server for your Obsidian vault in one command: npx vault-cortex init
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vault-echo
Your Ultimate Local AI Memory Hub 2026 – Eliminate AI Amnesia Today
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vault-storage
AI-agent-first knowledge base over markdown. SQLite + sqlite-vec for fast lookup, semantic search, and typed-edge traversal; BGE embeddings; REST server (MCP planned).
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VecMem
Manage LLM agent memory with a resource-aware dual-tier system that uses HNSW indexing to balance short-term context and long-term knowledge retention.
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vectr
Semantic codebase search + persistent working memory for AI code editors. Local, zero-config, MCP. No API key.
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Veracium
Provenance-aware memory for AI agents.
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videre
Agentic image/video files management tools
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Voyalier
Voyalier is an open-source, local-first workspace powered with AI for the research, confirmations, readiness actions, and shareable brief behind a well-made trip.
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wavemind
Local-first dynamic memory for agents and apps: SQLite source of truth, vector search candidates, hotness, decay, TTL, namespaces, and benchmarks.
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wendkeep
Automatically capture AI coding agent sessions (Claude Code, Codex) as local Markdown in your Obsidian vault — turn-by-turn history, cost/token tracking, auto-extracted decisions/bugs/learnings, rendered in the graph. Local-first.
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wigolo
The go-to web for your agent!
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wraith
潜伏在终端与桌面里的幽灵 AI 编程 agent「Wraith」· A ghost-themed AI coding agent for terminal & desktop
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wsl-assistant
A fully auto configured, self-hosted local AI & database stack on Debian WSL2.
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Yggdrasil
Durable, local-first memory for AI coding agents over MCP — zero-dependency, curated & semantically de-duped, you own the data (SQLite + Markdown). Works with Claude Code, Codex & any MCP host.
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ai-notes-api
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awesome-gemini-ai
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design-system-skill
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kannaka-memory
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vecmem