Shared memory for AI coding agents over MCP: content-hash file summaries, symbol map, notes, handoffs and agent-to-agent messaging. Zero dependencies, one SQLite file.

agent-memory ai-agents claude-code codex coding-agents cursor developer-tools llm mcp mcp-server model-context-protocol multi-agent python sqlite token-saving zero-dependencies
4 Open Issues Need Help Last updated: Nov 4, 2026

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good first issue

Shared memory for AI coding agents over MCP: content-hash file summaries, symbol map, notes, handoffs and agent-to-agent messaging. Zero dependencies, one SQLite file.

Python
#agent-memory#ai-agents#claude-code#codex#coding-agents#cursor#developer-tools#llm#mcp#mcp-server#model-context-protocol#multi-agent#python#sqlite#token-saving#zero-dependencies
help wanted good first issue

Shared memory for AI coding agents over MCP: content-hash file summaries, symbol map, notes, handoffs and agent-to-agent messaging. Zero dependencies, one SQLite file.

Python
#agent-memory#ai-agents#claude-code#codex#coding-agents#cursor#developer-tools#llm#mcp#mcp-server#model-context-protocol#multi-agent#python#sqlite#token-saving#zero-dependencies
good first issue

Shared memory for AI coding agents over MCP: content-hash file summaries, symbol map, notes, handoffs and agent-to-agent messaging. Zero dependencies, one SQLite file.

Python
#agent-memory#ai-agents#claude-code#codex#coding-agents#cursor#developer-tools#llm#mcp#mcp-server#model-context-protocol#multi-agent#python#sqlite#token-saving#zero-dependencies
good first issue

Shared memory for AI coding agents over MCP: content-hash file summaries, symbol map, notes, handoffs and agent-to-agent messaging. Zero dependencies, one SQLite file.

Python
#agent-memory#ai-agents#claude-code#codex#coding-agents#cursor#developer-tools#llm#mcp#mcp-server#model-context-protocol#multi-agent#python#sqlite#token-saving#zero-dependencies