OpenAgentHQ

OpenAgentHQ/localmem-mcp

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

10 good first / help-wanted issues · Python · last activity Aug 14, 2026

1 stars 0 forks 1 watchers Python MIT License
agent-memory ai-agents ai-tools llm local- mcp memory
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10 Open Issues Need Help Last updated: Aug 14, 2026

Open Issues Need Help

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Add forget tools: delete a memory by id, by tag, or by age 2 months ago
enhancement help wanted area: mcp-tools v0.2: lifecycle
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Add a `list_memories` tool for browsing without a search query 2 months ago
enhancement good first issue area: mcp-tools v0.2: lifecycle
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Document setup for more MCP clients 2 months ago
documentation good first issue help wanted
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Add `mypy --strict` and a coverage gate to CI 2 months ago
enhancement good first issue v0.5: trust area: ci
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Prove the no-network guarantee with an automated test 2 months ago
enhancement help wanted privacy v0.5: trust
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Speed up cosine scoring without changing results 2 months ago
enhancement help wanted performance v0.3: scale
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Build a benchmark harness for store and search at 1k / 10k / 100k memories 2 months ago
enhancement help wanted performance v0.3: scale
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Add JSONL export and import 2 months ago
enhancement help wanted v0.2: lifecycle area: cli
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Add an `offset` argument to `search_memory` for pagination 2 months ago
enhancement good first issue v0.2: lifecycle area: search
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory
Add an `update_memory` tool to correct a memory in place 2 months ago
enhancement help wanted area: mcp-tools v0.2: lifecycle
OpenAgentHQ/localmem-mcp
1

Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.

Python
#agent-memory#ai-agents#ai-tools#llm#local-#mcp#memory