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#embeddings

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Xavier (by iberi22)

Xavier — Rust vector memory & knowledge graph for AI agents (HTTP/CLI/MCP). Powers SWAL communal context

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Corpus (by monahand1023)

Single-user RAG framework for personal archives. Local-first, MCP-native.

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Manicule (by mgd43b)

Self-hosted retrieval infrastructure for AI assistants. MCP-first search and grounded answers over a private corpus, with citations that resolve to a real location in a real document — a page, a heading, a line, a cell.

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Ctxdb (by kguttas)

A context database for LLMs: structured storage and hybrid retrieval (BM25 + vectors, RRF-fused, token-budgeted) over SQLite, exposed to Claude as an MCP server

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Markdown Vault Mcp (by pvliesdonk)

Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing

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Mcp Docs Ask (by alyiox)

Local RAG MCP server for markdown docs. Retrieval only (no answer LLM): ask_docs returns grounded passages plus citations that resolve to real files on disk. Index any local path or git repo, filter by layer, embed offline.

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RE Call (by GiulioDER)

Memory that abstains instead of guessing: agent memory on your own Postgres with a verdict, confidence and provenance on every hit, and a calibrated refusal when nothing clears the threshold.

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Local Notes Search Mcp (by Furkiozknn)

Ask your own files a question in plain language instead of guessing the keyword you typed six months ago. Semantic search as an MCP server: sqlite-vec + a multilingual ONNX model, incremental re-indexing, answers returned as file:line. No server, no API key, no network at query t

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MindForge (by opok-ops)

Production-grade lifelong memory for AI agents — 4-tier memory, knowledge graph, E2EE, federated P2P, MCP server.

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Hippocampus (by marcelinollima)

Self-hosted long-term memory for Claude Code: hybrid search (BM25 + vectors + link graph) over plain Markdown, served over MCP.

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Openchronicle Mcp (by CarlDog)

Memory database for LLM agents — persistent keyword + optional semantic memory, project namespacing, served over HTTP REST and MCP from a single ASGI process. SQLite-backed, packaged as a Docker container. Runs on your hardware.

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Synorive (by arturoaeriform174)

Search your files by meaning and fact-check the web, fully offline.

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Cogvault (by NBibikov)

Fleet-grade local memory for AI agents over plain Markdown — hybrid recall, multi-tenant, one process, no cloud/Docker/LLM

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Dexicon (by Merp4)

Semantic search over your own code, documents and git history, for coding agents over MCP. One container on your machine: local embeddings with Ollama, hybrid search with Qdrant, and a web UI.

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Loci (by Henk99831)

A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.

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Dense Mem (by markhuangai)

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgvector

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Holographic Memory (by writerslogic)

Local-first associative memory and vector search for AI agents, with Rust, Python, Node.js, and MCP integrations.

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Imkausarbd (by imkausarbd)

AI Automation Engineer building AI agents, n8n workflows, RAG chatbots, and MCP integrations using Claude AI and ChatGPT. Helping businesses automate repetitive tasks with smart, reliable AI-powered systems.

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MemoryPilot (by Soflutionltd)

The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, zero dependencies.

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Rpocket SmartGrow AI (by ElectroixHigh)

AI and IoT-based plant monitoring system with sensor monitoring and a Telegram chatbot.

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Rpocket SmartGrow AI (by Drakcyborgub83190)

AI and IoT-based plant monitoring system with sensor monitoring and a Telegram chatbot.

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Onet Match (by Benjamin-V-Chan)

Occupation classification and job-title normalization for the O*NET-SOC taxonomy. A fine-tuned retrieve-and-rerank model maps job titles, resumes, postings and skill lists to ranked SOC codes with calibrated confidence. 51% top-1 vs 21% TF-IDF. Python, CLI, REST API, MCP server.