MCP servers and skills: search, filter by where they run, and compare.
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are
OfficialSkillApache-2.0★ 256 in collectionNo key
An ops AI Agent that understands your infrastructure, finds the root cause, and fixes it — right from Slack, Telegram, Lark or DingTalk.
GoAGPL-3.0★ 1.2kNo key
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
PythonMIT★ 297No key
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever someone raises a Qdrant problem or question — s
OfficialSkillApache-2.0★ 256 in collectionNo key
AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on prod
SkillApache-2.0★ 398No 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
Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings
DockerMIT★ 1Few starsNo key
MCP server for Grafana — search & edit dashboards, query datasources (Prometheus/Loki/SQL), inspect alerts, with safe-by-default access modes.
Node.jsMITFew starsNeeds a key
A memory of the codebase your AI agent can't get from grep: a persistent call graph, semantic search, and per-symbol review learnings over any repo. Self-hosted MCP server — Go, tree-sitter, Apache AG
GoApache-2.0★ 5No key
Local-first Agentic RAG knowledge base with hybrid retrieval, ReAct agent, Vue UI, Ollama/DeepSeek/OpenAI, MCP and Docker.
SkillMIT★ 9No key
A high-performance Rust crate documentation query MCP server supporting multiple transport protocols.
SkillMIT★ 14No key
Production-hardened MCP memory server for AI agents: hybrid BM25+FAISS search, circuit breaker, SLO tracking, Prometheus metrics, BND boundary evaluation. Gives AI persistent long-term memory that sur
PythonMIT★ 1Few starsNo key
Self-hosted. Your monitoring already told you something broke — Celmis is what happens next: it knows which repository the alert belongs to, and an embedded Claude Code session on your own subscriptio
DockerAGPL-3.0★ 3Few starsNo key
MCP server for llamator: automate LLM red teaming workflows
PythonCC-BY-SA-4.0★ 4Few starsNo key
TAgent 是一个基于 Java 17、Spring Boot、Spring AI 和 DDD 分层构建的 AI Agent 工程实践项目。 它不是只封装一次模型调用，而是覆盖了一次 Agent 请求从接入、路由、运行时装配、规划执行、RAG、记忆、MCP 工具治理、人工审批、执行中干预，到 SSE 流式输出和全链路观测的完整过程。
SkillMIT★ 184No key
RAMen is a fast in-memory data store like Redis, but built for AI: drop-in Redis protocol, native vector search, semantic caching, and a built-in MCP server for agents. Single Go binary, BSD-3.
GoBSD-3-Clause★ 37No key
Project-aware collection management based on Qdrant, including a Rust MCP, daemon and CLI: hybrid semantic, pattern and full-text (FTS5) search into single or cross-concerns collection. Dedicated coll
SkillApache-2.0★ 4Few starsNo key
Who stands behind it
