PyPI94Exceptionalhealth index
Python★ 1,374↓ 12M/moOct 19, 2026
PyPI93Exceptionalhealth index

qdrant/fastembedFast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,193↓ 5.2M/moSep 10, 2026
npm91Excellenthealth index

CopilotKit/aimockMock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.
TypeScript★ 902↓ 4.3M/moAug 27, 2026
crates.io89Excellenthealth index
Rust★ 415↓ 310K/moSep 17, 2026
PyPI86Excellenthealth index

remete618/widemem-aiLocal-first memory layer for LLM apps and agents. Runs offline on Ollama, sentence-transformers and FAISS; OpenAI and Anthropic optional. Importance scoring, contradiction resolution, confidence-aware retrieval.
Python★ 49↓ 4,603/moOct 21, 2026
NuGet84Excellenthealth index
C#★ 228Sep 16, 2026
PyPI · npm80Excellenthealth index

datris/datris-platform-ossThe Data Control Plane for AI Agents — acquire, validate, and land data over MCP with scoped keys, approval gates, and an audit log. Self-hosted, open source.
Scala · TypeScript · Python★ 12↓ 10.1K/moOct 19, 2026
Packagist75Goodhealth index

symfony/ai-storeLow-level abstraction for storing and retrieving documents in a vector store.
PHP★ 22↓ 48.4K/moSep 6, 2026

nevenincs/vaultspec-ragSearch code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.
Python★ 1↓ 9,576/moSep 14, 2026
npm · crates.io71Goodhealth index

srimon12/qql-rsDeclarative SQL query engine for Qdrant and edge vector databases. Multi-vector dense & BM25 sparse search, hybrid retrieval, CTEs, and MMR in Rust, Python, Node.js, and WebAssembly
Rust★ 5↓ 1,287/moSep 20, 2026

IBazylchuk/paparats-mcpLocal‑first MCP server for multi‑repository semantic code search with Qdrant and llama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.
TypeScript★ 10↓ 2,593/moSep 10, 2026

Protocol-Lattice/go-agentAn agent framework for Go with graph-aware memory, UTCP-native tools, and multi-agent orchestration. Built for production.
Go★ 253Sep 12, 2026
RubyGems67Goodhealth index
Ruby★ 62Oct 21, 2026
Packagist65Goodhealth index
PHP★ 2↓ 7,685/moSep 6, 2026
Go · npm65Goodhealth index
Go · TypeScript · CSS★ 379Sep 12, 2026
PyPI63Moderatehealth index

antonyrag/ragleap-coreProduction-ready AI Business OS — 46 autonomous AI Employees, Graph RAG (Neo4j), multi-channel, BYOK across 17 LLM providers plus custom/local endpoints (Ollama), automatic fallback. 8 libs (Python+Java). Self-hosted, MIT licensed, guardrailed autonomy for regulated industries.
Python · Java★ 12↓ 745/moSep 13, 2026
Packagist63Moderatehealth index

hkulekci/qdrant-phpQdrant is a vector similarity engine & vector database. It deploys as an API service providing search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and much more!
PHP★ 178↓ 22.4K/moSep 30, 2026
npm62Moderatehealth index

robertjbass/spindbSpin up local databases without Docker. One CLI for PostgreSQL, MySQL, MongoDB, Redis, and 17 more — a lightweight replacement for DBngin, Postgres.app, and docker-compose.
TypeScript★ 19↓ 3,874/moSep 8, 2026
npm · Go54Moderatehealth index
Go · TypeScript★ 40↓ 63/moSep 18, 2026
PyPI53Moderatehealth index

Rushour0/fabriLocal memory + orchestration layer for custom LLM agents: SCOPE-style tactical/strategic memory over execution traces, Qdrant-backed, polyglot subprocess tools, agent-as-tool composition.
Python★ 1↓ 198/moSep 11, 2026
PyPI53Moderatehealth index

l-td/aetherfy-vectors-python-sdkPython SDK for Aetherfy Vectors — a drop-in replacement for qdrant-client with global sub-50ms latency, built-in analytics, workspace scoping, and client-side payload schema validation.
Python★ 1↓ 2,707/moOct 18, 2026
Python★ 64Sep 12, 2026
TypeScript★ 0↓ 73/moSep 19, 2026