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MCP servers and skills: search, filter by where they run, and compare.
redis-vl-pythonredis
LocalRedis Vector Library. The AI-native Python client for Redis.
OfficialPythonMIT★ 432No key
Redis MCP Serverredis
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MCP servers and skills: search, filter by where they run, and compare.
Redis Vector Library. The AI-native Python client for Redis.
OfficialPythonMIT★ 432No key
Redis's official MCP server for strings, hashes, streams, JSON, pub/sub and vector search, over stdio.
OfficialPythonMIT★ 634Needs Redis
The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector search, and configurable diagnostics for complex CI/CD pipelines.
PythonGPL-3.0★ 30No key
An official Qdrant Model Context Protocol (MCP) server implementation
OfficialPythonApache-2.0★ 1.5kNo key
Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context small while staying fast and allowing only safe read-only actions.
PythonMIT★ 10No key
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assistants like Claude to seamlessly read, write, and manage your LogSeq graph.
PythonMIT★ 343No key
A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma
OfficialPythonApache-2.0★ 600No key
A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.
PythonApache-2.0★ 4.5kNo key
Turn your Readwise library into a blazing-fast, self-hosted semantic search engine – complete with nightly syncs, vector search API, Prometheus metrics, and a streaming MCP server for LLM clients.
PythonMIT★ 24No key
TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents
PythonApache-2.0★ 33No key
139-tool MCP server for real-time global intelligence from free public APIs: markets, SEC filings, conflict, military, aircraft-cohort early warning, refugee and migration flows, cyber, climate, news,
PythonMIT★ 944No key
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
PythonApache-2.0★ 583No key
Low-latency IPC library for building persistent agentic tool servers (LLM inference, TTS, vector search, browser automation) over named pipes on the same machine.
PythonCC-BY-SA-4.0★ 15No key
Shared, persistent memory for AI agents. Self-hosted MCP server with semantic search, vector RAG, and live updates. Works with Claude, Cursor, Codex, and any MCP client.
PythonMIT★ 28No key
TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.
PythonApache-2.0★ 494No key
Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector
PythonMIT★ 15No key
The memory substrate for AI agents and developer tools. Git-versioned, file-native, MCP-first.
PythonMIT★ 46No key
A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector store, queried before each message. For cross-project recal
SkillApache-2.0★ 63No key
Exposes Grafeo as a set of MCP tools so that AI agents and assistants can query, traverse and mutate graph data.
PythonApache-2.0★ 4Few starsNo key
PythonAGPL-3.0★ 29No key
Turn Reddit's chaos into structured insights with full citations. MCP server for competitive analysis, customer discovery, and market research. Zero-setup hosted solution with semantic search across 2
PythonMIT★ 256No key
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kuber
PythonMIT★ 9No key
AI/ML and HPC at planetary scale. One API. Every Accelerator. Any Region. MIT-0 licensed
PythonMIT-0★ 51No key
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