MCP servers and skills: search, filter by where they run, and compare.
Nothing matches every word exactly, so these are the closest matches.
Aqueduct — 工业级数据开发 Data Agent：需求文档 → 15 个标准交付物（DDL / ETL SQL / DQC / 血缘 / 设计文档）
PythonMIT★ 2Few starsNo key
The memory substrate for AI agents and developer tools. Git-versioned, file-native, MCP-first.
PythonMIT★ 46No key
Enterprise-grade MCP server implementation with HTTP streamable transport, OAuth 2.0 authentication, and end-to-end HTTPS encryption. Designed for reproducibility, observability, and secure deployment
PythonMITFew starsNo key
SQL intelligence layer for LLM agents — phase-locked generation, property graph schema, 10 dialects, MCP server
SkillMIT★ 3Few starsNo key
Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge graphs, security gates, and MCP server.
PythonApache-2.0★ 34No key
Unified MCP server for data engineering & analytics lets LLMs query, profile, transform, and visualize data via DuckDB and PySpark, with read-only guardrails and local audit logging.
PythonMIT★ 1Few starsNo key
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Apache-2.0, ships as library / MCP server / HTTP cluster.
PythonApache-2.0★ 176No key
Centralized codebase knowledge graph + coordinate index for AI coding agents. Backed by Neo4j 5.x Community, written in Python 3.11+, parses with Tree-sitter, exposes the graph to agents via the Model
PythonApache-2.0★ 1Few starsNo key
Personal AI assistant with real memory: a from-scratch Mem0-style memory library (two-phase extract/reconcile pipeline, user-sharded vector store) with CLI, REST, and MCP front ends. Gemini + local em
PythonMIT★ 1Few starsNo key
AI-powered administration for Msty Studio Desktop. 56 MCP tools for database insights, config sync, local model orchestration, and Claude handoff workflows.
PythonMIT★ 14No key
Korean policy briefing MCP server with Markdown corpus, semantic search, and public MCP tools
PythonMIT★ 1Few starsNo key
Agent memory with error bars: full local posteriors reconciled under finite relation laws. Dedupes source lineage, corrects without rewriting history. One CLI + SQLite.
SkillMIT★ 1Few starsNo key
Academic-paper knowledge-base MCP server: PDF ingestion (MinerU), Qdrant vector search with reranking, two-phase KB management
PythonMIT★ 5No key
Daily-refreshed Glama TDQS score tracker for your MCP fleet. Scrapes per-tool grades, SQLite snapshots, agentic LLM analysis, 6-page webapp, Tauri NSIS, MCPB.
PythonMIT★ 3Few starsNo key
A local-first memory layer for conversational AI: persistent, structured memory for any OpenAI-compatible model, with a longitudinal protocol (LSREP) for evaluating it.
PythonApache-2.0★ 3Few starsNo key
Academic research engine as a standalone MCP server: a per-project SQLite library of papers analysed in two rounds, gap analysis, drafts and an arXiv/Semantic Scholar scout — with Claude Code as the r
PythonMITFew starsNo key
Local-first MCP server giving AI coding agents persistent project memory — tasks, decisions, guardrails, and workflows — without context window pollution or repo clutter.
PythonMITFew starsNo key
Training coach agent on Garmin data (LangGraph + Mistral), with human approval before any write
PythonMIT★ 1Few starsNo key
Search, read and reply to every Apple Mail account from Claude. Local MCP server, no credentials, no cloud.
PythonMITFew starsNo key
A local-first vector database with an extra dimension: intent. The same corpus and query return different results depending on what the asker is doing; built for agent memory
PythonMITFew starsNo key
Brain-inspired persistent memory for AI coding assistants. MAGMA multi-graph, 3-stage retrieval, ACT-R + surprise scoring, constitutional governance, sleep consolidation, self-linking Zettelkasten. Su
PythonMIT★ 5No key
MCP-compliant Discord server for AI automation. Integrates tool registry, SQLite persistence, and natural-language command handling for multi-agent systems.
PythonMITFew starsNo key
From a sample document to a running Milvus / Zilliz Cloud search app in minutes — an AI-guided scaffold delivered as a Agent skill.
SkillApache-2.0Few starsNo key
Who stands behind it
