agent-library logo
agent-library
★ 33
vs
prism-mcp logo
prism-mcp
★ 156

agent-library vs prism-mcp

agent-library: Agent Library provides AI agents with persistent storage for text, documents, and knowledge using SQLite with vector search (sqlite-vec) and full-text search (FTS5). It supports hybrid search combining semantic and keyword matching, configurable embedding models, and offers both CLI and MCP server interfaces for integration.; prism-mcp: Prism MCP is a persistent memory server for AI agents, solving the problem of agents forgetting everything between sessions. It offers zero-config setup, time travel for memory versions, behavioral learning, multi-agent hivemind, and a visual dashboard — all with no cloud dependencies.

01

TL;DR

agent-library logo
agent-libraryVision / Multimodal · ★ 33

Storing and retrieving agent memories across conversations

prism-mcp logo
prism-mcpVision / Multimodal · ★ 156

Long-running feature work: save end-of-day state, restore full context next morning

02

Side-by-Side Comparison

Field
agent-library logoagent-library
prism-mcp logoprism-mcp
Category
Vision / Multimodal
Vision / Multimodal
Stars
★ 33
★ 156
License
Apache-2.0
MIT
Install Command
uv tool install 'agent-library[all]'
npx -y prism-mcp-server
Updated
3w ago
1d ago
Open Source
Yes
Yes
Tags
agent, agent-memory, agentic-ai
agent-memory, ai-agent, brave-search
03

Features

agent-library logoagent-library
01Persistent knowledge storage for AI agents
02SQLite with sqlite-vec for vector search
03Full-text search using FTS5 with BM25 ranking
04Hybrid search combining semantic and keyword matching
05Configurable embedding models (local or OpenAI-compatible API)
prism-mcp logoprism-mcp
01Zero-config persistent memory with a single npx command
02Time Travel with versioned snapshots and checkout
03Behavioral memory with importance tracking, decay, and mistake learning
04Multi-agent Hivemind with role-isolated memory and real-time Telepathy sync
05Visual Mind Palace Dashboard with knowledge graph, session ledger, and morning briefings
04

Use Cases

agent-library logoagent-library
↳Storing and retrieving agent memories across conversations
↳Searching documents, code, and PDFs with semantic understanding
↳Building context-aware AI assistants with persistent knowledge
prism-mcp logoprism-mcp
↳Long-running feature work: save end-of-day state, restore full context next morning
↳Multi-agent collaboration: dev, QA, and PM agents share real-time context seamlessly
↳Consulting / multi-project: switch between client projects with progressive context loading
FAQ

FAQ

What is the difference between agent-library and prism-mcp?
Both agent-library and prism-mcp are in the Vision / Multimodal category. agent-library has 33 stars, while prism-mcp has 156 stars.
Which is better, agent-library or prism-mcp?
The best choice depends on your use case. Choose agent-library if Storing and retrieving agent memories across conversations, and prism-mcp if Long-running feature work: save end-of-day state, restore full context next morning.
Is agent-library free or open source?
Yes, agent-library is open source on GitHub (Apache-2.0).
Is prism-mcp free or open source?
Yes, prism-mcp is open source on GitHub (MIT).
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