Memory Vault
Local-first AI memory layer with hybrid search.
Connector by MihaiBuilds · GitHub account verified by the MCP Registry
Chalk Labs
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Install
Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.
npx agentmarket install connector/mihaibuilds-memory-vault
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: agent-memory, knowledge-base
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.
- Tools
- 2 read · 2 write · 2 delete
- Secrets
- 1 (API keys, tokens or passwords)
- Install scripts
- None found
- Runs as
- Docker image
Tools by what they do 6
Read from the source code; the running server may list different tools.
Read 2 · Look things up without changing anything.
memory_statusrecall
Write 2 · Create, change, send or run things.
move_memoryremember
Delete 2 · Delete, drop, revoke or wipe things.
forgetpurge_forgotten
Secrets and settings it asks for
Secrets: values you paste in that let it act as you.
DB_PASSWORD
Other settings (environment variables or headers).
DB_HOSTDB_NAMEDB_PORTDB_USER
Network hosts it talks to 2
github.com· found in codemihaibuilds.com· found in code
Files it touches
/var/log/memory-vault/app.jsonl- Any path the agent passes to its tools
Tools (6)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
forgetSoft-delete a memory chunk by ID. The chunk is removed from search results but stays in the database for potential recovery. Sets importance to 0 and marks it in metadata. Args: chunk_id: The UUID of the chunk to forget.
memory_statusGet the current status of the memory system. Returns database health, chunk counts per space, and embedding model info.
move_memoryMove a stored memory into a different space. The memory keeps its content and embedding; only the space it belongs to changes. Its knowledge-graph entries are rebuilt in the target space so the graph and search agree about where it lives. The target space must already exist — use the dashboard or the API to create one first. Args: chunk_id: The UUID of the chunk to move. target_space: Name of the space to move it into.
purge_forgottenPermanently delete memories that were forgotten a while ago. `forget` is a soft delete: the memory stops appearing in search but the row stays, so it can be recovered. Nothing removed it afterwards, so a vault that is edited often accumulated one dead row per edit forever. This is the deliberate, irreversible half. It is never automatic — there is no timer that quietly deletes your memories — and it only touches memories already marked forgotten, never active ones. Args: older_than_days: Only purge memories forgotten at least this many days ago. The default keeps a month of reco…
recallSearch your memories for information relevant to a query. Returns chunks ranked by relevance using hybrid search (vector + full-text + RRF). Uses query enrichment (keyword extraction + variation) for better recall. Results are budgeted to fit within max_tokens to avoid flooding context. Args: query: The search query — a question, topic, or keyword phrase. spaces: Filter to specific memory spaces (e.g. ["default", "projects"]). If omitted, searches all spaces. since: Only return memories after this date (ISO format, e.g. "2025-01-01"). limit: Maximum number of resu…
rememberStore a new memory in the system. The text is embedded and stored as a searchable chunk. Use this to save important information, decisions, or knowledge. Args: text: The text content to remember. space: Which memory space to store it in (default "default"). source: Where this memory comes from (default "mcp"). speaker: Who said/wrote this — "human" or "assistant" (default "human").
Signals
- Stars
- 65
- Forks
- 14
- Open issues
- 5
- Contributors
- 4
- Last commit
- Oct 10, 2026 (20 days ago)
- Last release
- Oct 9, 2026 (21 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- Registry name
io.github.MihaiBuilds/memory-vault- Version
- 1.6.1
- Auth
- API key
- Packages
- oci
ghcr.io/mihaibuilds/memory-vault-mcp:1.6.1 - License
- MIT
- Repository
- github.com/MihaiBuilds/memory-vault
- Website
- mihaibuilds.com
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
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Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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Cite this page
Memory Vault MCP server. Agent Mart. https://agentmart.dev/connectors/mihaibuilds-memory-vault (last updated 2026-10-24)