vbcherepanov/total-agent-memory

Overview

Persistent local memory system for AI coding agents, providing a temporal knowledge graph, procedural memory, AST-based codebase ingestion, and cross-project analogy. It integrates with multiple AI coding tools via 74 MCP tools and supports 9 IDEs, with all data stored locally.

Best for

Best for
Developers and teams using AI coding agents who need persistent, private, cross-project memory

Use cases

• Give AI agents long-term memory across coding sessions and projects
• Enable cross-project code reuse and pattern recognition via analogy
• Index codebases using AST for structured, queryable project knowledge

How to use

Install

pip install "total-agent-memory[rerank]"      # pip / uvx / pipx

Tools exposed

• single-hop
• multi-hop
• open-domain
• contradiction_resolution
• temporal_reasoning
• knowledge_update
• multi_session_reasoning
• information_extraction
• preference_following
• event_ordering
• instruction_following
• knowledge-update
• multi-session
• single-session-user
• single-session-assistant
• temporal-reasoning
• single-session-preference
• MCP-native

Tested with

Claude Code, Cursor, Windsurf, Cline, Continue, VS Code, ChatGPT

Notes

Persistent local memory system for AI coding agents, providing a temporal knowledge graph, procedural memory, AST-based codebase ingestion, and cross-project analogy. It integrates with multiple AI coding tools via 74 MCP tools and supports 9 IDEs, with all data stored locally.

67 stars on GitHub. Last updated 2026-09-07. Licensed MIT.

Use cases

• Give AI agents long-term memory across coding sessions and projects
• Enable cross-project code reuse and pattern recognition via analogy
• Index codebases using AST for structured, queryable project knowledge

Pros

• 100% local storage keeps code and metadata private
• Broad IDE and agent compatibility through MCP and 9 IDE integrations
• Benchmarked on LongMemEval, LoCoMo, and BEAM with strong retrieval scores

Cons

• Requires setup and maintenance of a local memory service
• Performance depends on the quality and frequency of AST ingestion
• May add overhead for very large or rapidly changing codebases

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.