Inked

A powerful MCP server for memory management with Claude apps. Fast, simple, and optionally enhanced with AI-powered search.

- Fast text search- Lightning-fast memory retrieval by default
- AI-powered search- Optional embedding-based semantic searchcurrently not working as of 06/25/25
- AI reranking- Experimental reranking for even better results
- Simple storage- Plain text storage in SQLite (no encryption overhead)
- Secure- All data stored locally in~/.inked/

git clone https://github.com/frgmt/inked.git cd inked npm install npm run build node dist/index.js

{ "mcpServers": { "inked": { "command": "npx", "args": ["@frgmt/inked"] } } }

^ Use this one. the rest wont work. need to work out some kinks

{ "mcpServers": { "inked": { "command": "npx", "args": ["@frgmt/inked", "--use-embeddings"] } } }

With embeddings + AI reranking (best results):

{ "mcpServers": { "inked": { "command": "npx", "args": ["@frgmt/inked", "--use-embeddings", "--use-reranking"] } } }

Inked supports experimental embedding-based search for more nuanced memory retrieval.

For most users:Start with no flags (fast text search)

For better semantic understanding:Add--use-embeddings

- Good for finding memories by meaning rather than exact words
- First run downloads ~2GB model (one-time)

For nuanced, longer memories:Use--use-embeddings=4b

- Better at understanding context in longer text
- Handles more complex relationships between ideas

For best results:Add--use-rerankingwith embeddings

- AI re-scores top candidates for optimal ranking
- Significantly improves search quality

For power users:--use-embeddings=8b --use-reranking=4b

- Best possible search quality
- Requires 20+ GB RAM
- Good for research, documentation, complex projects

Models are cached locally and only downloaded once

Add this to your Claude settings/preferences:

"At the start of new conversations, use the inked Read tool with 'ALL' to load my memories. Only mention memories when directly relevant to our conversation. Use the Write tool to save important preferences, facts, or insights that should be remembered for future conversations."

- Read once per conversation: Memories stay in context after initial load
- Silent operation: Claude uses memories without mentioning them unless relevant
- Smart writing: Automatically saves important information for future sessions

- User preferences and communication style
- Important project information and context
- Recurring topics or themes
- Facts that should persist across conversations
- Insights or patterns worth remembering

- search(required): Query string or "ALL" for everything
- topr(optional): Number of results (1-5, default: 3)

- content(required): Memory text (NEW) or search query (DELETE)
- sTool(required): "NEW" or "DELETE"
- id(optional): Specific ID to delete

AGPL v3 - Open source for personal use. Commercial use requires either open-sourcing your application or a commercial license.

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