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A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot API limitations while

Python·MIT·★ 130·No key

Production-ready MCP server for Tenable Security Center with intelligent caching. 90% token savings, 1000x faster responses.

Python·GPL-3.0·★ 8·No key

High-performance local SQLite FTS5-based tool output cache and MCP multiplexer for AI agents.

Python·MIT·★ 7·No key

Local-first MCP tools and dashboard for investigating Codex token usage, credits, costs, caching, and thread patterns.

Python·MIT·★ 196·No key

Personal bookmark archive for the memex ecosystem: SQLite + FTS5 + MCP server, with content caching, soft delete, marginalia, and cross-archive URIs

Python·MIT·★ 1·Few stars·No key

StarRocks MCP (Model Context Protocol) Server

Python·Apache-2.0·★ 195·No key

Enterprise-grade Model Context Protocol servers for Claude AI - GitHub, Jira, Frappe ERP, file operations, bash execution, web access, and caching with production-ready CI/CD workflows

Python·MIT·★ 2·Few stars·No key

Persistent decision memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Local-first, open-source.

Python·MIT·★ 1·Few stars·No key

MemoryMCP supercharges AI assistants with persistent memory, semantic caching, and hybrid MongoDB search capabilities. Store conversations, cache responses, and search knowledge bases to provide conte

Python·Apache-2.0·★ 3·Few stars·No key

Python·MIT·★ 2·Few stars·No key

Production-ready enterprise chatbot starter — RAG, declarative tool calling + MCP, layered memory, semantic caching, guardrails and evals. LangGraph · FastAPI · LiteLLM · pgvector · Redis · Langfuse.

Python·MIT·★ 1·Few stars·No key

Opt-in MCP tool decorators: JWT/JWKS auth, read-only SQL allowlist, caching, rate limits, OpenTelemetry. Install from source.

Python·MIT·Few stars·No key

Igloo MCP - Snowflake MCP Server for agentic querying

Python·MIT·★ 1·Few stars·No key

Production-grade, token-optimized FastMCP SQLite Server with sub-millisecond O(1) schema discovery, opcode execution watchdog, and fuzzy self-healing.

Python·MIT·★ 3·Few stars·No key

Workflow automation fabric layer - n8n MCP server with Qdrant vectors and Redis caching

Python·MIT·★ 1·Few stars·No key

🎵 A comprehensive Model Context Protocol (MCP) server for querying the MusicBrainz database. Built with FastMCP framework, featuring 10 MCP tools, async architecture, comprehensive testing, and produ

Python·MIT·★ 4·Few stars·No key

Architectural Moat: JIT-JEV Context OS — Epistemic runtime & JEV System 1 context gate for AI agents (L0 SQLite WAL <3ms, Epistemic Invariants I1–I10, CERN Zenodo DOI: 10.5281/zenodo.22649542)

Python·MIT·★ 8·No key

Persistent memory for AI agents. Dual-memory system (episodic vector + semantic graph) with CLI, HTTP, MCP & WebSocket interfaces.

Python·MIT·★ 2·Few stars·No key

Multi-agent GitHub App that resolves merge conflicts with LangGraph + MCP and opens draft PRs only after Docker-sandboxed regression verification.

Python·MIT·★ 1·Few stars·No key

Headless Skill Hub and GitOps for Agentic Memory. Turn complex codebases and documents into version-controlled, immutable cognitive skills. Featuring AST chunking, cryptographic Delta Updates, and nat

Python·Apache-2.0·★ 5·No key

The OS for AI context & memory — replace probabilistic vector search with deterministic context queries over a structured knowledge graph of your codebase.

Python·MIT·★ 2·Few stars·No key

Production-grade RAG pipeline for accounting professionals — hybrid retrieval (vector + BM25), SSE streaming, multi-user auth, semantic caching, MCP server. FastAPI + Qdrant + Cerebras.

Python·MIT·★ 1·Few stars·No key