its-over-9k
★ 20
vs
fastmcp
★ 25.4k
its-over-9k vs fastmcp
its-over-9k: Its-Over-9k is a memory framework for AI agents that provides persistent, portable, token-efficient knowledge across sessions and devices. It uses a hierarchical 5-level lazy loading system and hooks to automatically capture session exchanges and generate checkpoints, enabling agents to continue work without re-reading codebases.; fastmcp: FastMCP is a standard framework for building Model Context Protocol (MCP) applications, which connect LLMs to tools and data. It simplifies the process by automatically generating schemas, validation, and documentation for tools, and managing transport negotiation and authentication for server connections. FastMCP offers a comprehensive solution for developing, deploying, and scaling MCP-powered systems.
01
TL;DR
Choose its-over-9k if…Persist project context across AI sessions without re-reading code
Choose fastmcp if…Building LLM applications that interact with custom tools and data sources
02
Side-by-Side Comparison
03
Features
its-over-9k01Automatic session memory - every conversation is recorded across sessions and devices
02Haiku background checkpoints - extracts lessons and decisions every N exchanges
03Project-based organization - memory is tied to projects, not sessions
04Skills system - structured behavior files loaded on demand
05Embeddable SDK - use HmemStore in your own agents and tools
fastmcp01Automatic schema, validation, and documentation generation for tools
02Managed transport negotiation, authentication, and protocol lifecycle for server connections
03Wraps Python functions into MCP-compliant tools, resources, and prompts (Servers)
04Connects to any MCP server with full protocol support (Clients)
05Provides interactive UIs for tools rendered directly in conversations (Apps)
04
Use Cases
its-over-9k↳Persist project context across AI sessions without re-reading code
↳Sync memory across multiple devices using encrypted sync
↳Share company memory among team agents and tools
fastmcp↳Building LLM applications that interact with custom tools and data sources
↳Creating interactive conversational UIs for backend functionalities
↳Developing and deploying scalable MCP servers and clients
05
Best For
its-over-9kTrendingMemory & Context
fastmcpMost PopularDev ToolingLLM Infra
FAQ
FAQ
What is the difference between its-over-9k and fastmcp?
Both its-over-9k and fastmcp are in the Memory & Context category. its-over-9k has 20 stars, while fastmcp has 25.4k stars.
Which is better, its-over-9k or fastmcp?
The best choice depends on your use case. Choose its-over-9k if Persist project context across AI sessions without re-reading code, and fastmcp if Building LLM applications that interact with custom tools and data sources.
Is its-over-9k free or open source?
Yes, its-over-9k is open source on GitHub (MIT).
Is fastmcp free or open source?
Yes, fastmcp is open source on GitHub (Apache-2.0).
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