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Give agents searchable memory with recall, text injection, and selective forgetting.
Copy the install command and let the AI configure it · recommended for beginners
No copy-paste install info for "mcp-vl-msa-rs" yet — see the docs or source repo.
Save the following project background, glossary, and past decisions as searchable memory, and prioritize recalling the most relevant original passages in future responses: {{project materials}}The tool stores the materials in memory and later recalls relevant original text by keywords or semantics.
Search memory for content most relevant to “user permission change workflow,” return BM25 recall results, and inject the top three original passages for the current task.
Returns ranked memory matches and original passages ready to be used in the current reasoning task.
Forget all memory capsules related to the “old pricing plan” and “deprecated API rules” so future answers no longer reference them.
The tool removes the specified memory capsules, preventing future retrieval and responses from using outdated information.
Manage local-first agent memory with versioning, search, ACLs, and sync.
Provide local-first semantic memory and context recall for MCP agents.
Give AI assistants persistent memory, adaptive recall, and graph-based knowledge retrieval.
Store and retrieve agent lessons to improve tasks and avoid repeated mistakes.
Manage persistent agent memories across global or repository-specific scopes.
Provide secure, fault-tolerant, searchable long-term memory for AI applications.