iai-mcp logo
iai-mcp
★ 911
vs
Connapse logo
Connapse
★ 21

iai-mcp vs Connapse

iai-mcp: IAI-MCP is a local memory layer for MCP-compatible AI assistants. It captures every conversation turn verbatim, organizes them over time, and serves relevant memories at the start of new sessions. All data is encrypted locally with AES-256-GCM and never leaves your machine.; Connapse: Connapse is an open-source knowledge backend that gives AI agents persistent, searchable memory. Upload documents or connect to existing storage like Amazon S3, Azure Blob Storage, or local filesystems. Agents query and build their own research corpus via MCP, REST API, or CLI, deployable in 60 seconds with Docker.

01

TL;DR

iai-mcp logo
iai-mcpRAG / Knowledge Base · ★ 911

Provide long-term memory for Claude Code, Codex CLI, and other MCP assistants

Connapse logo
ConnapseRAG / Knowledge Base · ★ 21

AI agent developers needing a knowledge backend for query and curation via MCP or REST

02

Side-by-Side Comparison

Field
iai-mcp logoiai-mcp
Connapse logoConnapse
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 911
★ 21
License
MIT
MIT
Install Command
git clone https://github.com/CodeAbra/iai-mcp.git && cd iai-mcp && bash scripts/install.sh
git clone https://github.com/Destrayon/Connapse.git && cd Connapse && docker-compose up -d
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
ai-agents, ai-memory, claude
ai, ai-agents, blazor
03

Features

iai-mcp logoiai-mcp
01Ambient capture of all conversation turns with timestamps and metadata
02Automatic recall of relevant memories at session start
03Fully local, no telemetry or cloud dependency
04Encrypted at rest with AES-256-GCM
05Verbatim recall >=99% at 10k episodes
Connapse logoConnapse
01Container-Isolated Knowledge with per-project vector indexes and storage connectors
02Hybrid Search combining vector similarity and keyword full-text with configurable fusion
03Multi-Provider AI - swap between Ollama, OpenAI, Azure OpenAI, and Anthropic at runtime
04Index Your Existing Storage - connect MinIO, local filesystem, Amazon S3, or Azure Blob Storage
054 Access Surfaces - Web UI, REST API, CLI, and MCP server with 11 tools for Claude
04

Use Cases

iai-mcp logoiai-mcp
↳Provide long-term memory for Claude Code, Codex CLI, and other MCP assistants
↳Eliminate the need to repeat context across sessions
↳Personalize AI assistant behavior over time based on past interactions
Connapse logoConnapse
↳AI agent developers needing a knowledge backend for query and curation via MCP or REST
↳.NET / Azure teams wanting a RAG platform that fits their existing stack and cloud identity
↳Enterprise teams requiring project-isolated knowledge bases with RBAC and audit trails
05

Best For

iai-mcp logoiai-mcp
Trending
Connapse logoConnapse
—
FAQ

FAQ

What is the difference between iai-mcp and Connapse?
Both iai-mcp and Connapse are in the RAG / Knowledge Base category. iai-mcp has 911 stars, while Connapse has 21 stars.
Which is better, iai-mcp or Connapse?
The best choice depends on your use case. Choose iai-mcp if Provide long-term memory for Claude Code, Codex CLI, and other MCP assistants, and Connapse if AI agent developers needing a knowledge backend for query and curation via MCP or REST.
Is iai-mcp free or open source?
Yes, iai-mcp is open source on GitHub (MIT).
Is Connapse free or open source?
Yes, Connapse is open source on GitHub (MIT).
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