CodeAbra/iai-mcp
by Various
The best-benchmarked open-source memory system for AI coding assistants
MCP
CodeAbra/iai-mcp
Added 1 June 2026
Overview
An open-source memory system designed to provide persistent context for AI coding assistants. It is benchmarked as the top performer among similar tools and implemented in Python.
Best for
Best for
Developers using AI coding assistants who need reliable, persistent memory across sessions
Use cases
- Give coding assistants long-term memory across multiple sessions
- Store project-specific context for AI code generation
- Integrate with MCP-compatible development tools and editors
How to use
Install
pip install . Tools exposed
IAI_MCP_STOREIAI_MCP_PYTHONIAI_MCP_RECALL_CONCURRENCYIAI_MCP_RECALL_SLOT_WAIT_SEC
Tested with
Claude Desktop, Claude Code, Cursor, Cline, Continue
Notes
An open-source memory system designed to provide persistent context for AI coding assistants. It is benchmarked as the top performer among similar tools and implemented in Python.
133 stars on GitHub. Last updated 2026-05-15. Licensed MIT.
Use cases
- Give coding assistants long-term memory across multiple sessions
- Store project-specific context for AI code generation
- Integrate with MCP-compatible development tools and editors
Pros
- Top benchmarked performance among open-source memory systems
- Lightweight Python implementation with clear codebase
- Actively developed with 133 GitHub stars
Cons
- Relatively small community compared to larger tools
- Requires manual setup and integration into existing workflows
- Primarily focused on AI coding assistants, not general-purpose memory
Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.
Pros
- Top benchmarked performance among open-source memory systems
- Lightweight Python implementation with clear codebase
- Actively developed with 133 GitHub stars
Cons
- Relatively small community compared to larger tools
- Requires manual setup and integration into existing workflows
- Primarily focused on AI coding assistants, not general-purpose memory
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
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Continue
Continue.dev
Open-source AI code assistant for VS Code and JetBrains. Customisable, BYO model, built for enterprise.
Aider
Paul Gauthier
Terminal-first AI pair programmer. Edits files in your repo, commits with sensible messages, runs your tests.
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