Memory Hive

Memory Hive MCP

Also known as: 记忆蜂巢 · Memory Hive · 蜂巢 · hive-memory (the official MCP Registry server name) · memory-hive-mcp (this PyPI package). Not affiliated with hive.com (team collaboration) or the hive-mcp Claude Code plugin.

Local-first personal memory for AI agents, over MCP. Your agents can search what you have confirmed and propose what they think you should keep; only you can confirm it. Everything lives in one file on your own disk, and nothing is sent anywhere.

It runs on its own. A working SQLite memory store ships inside this package — no account, no cloud, no daemon, no dependencies.

pip install memory-hive-mcp

What you get without the app

A complete, if modest, memory server. On a machine with nothing else installed:

Storage is SQLite at ~/.memory-hive/hive.db by default. Search is lexical — character bigrams for Chinese, words for Latin script — so it ranks well when the words overlap and finds nothing when they do not. There are no embeddings and no vector index. Every response says "mode": "local" so you can always tell which engine answered.

Without the app, the database is plain SQLite: it is not encrypted. That is stated here rather than discovered later — see Honest limits.

What the app adds

Memory Hive for macOS is the same design with the expensive parts built: eight vaults with four of them locked behind a PIN (Argon2id-wrapped key, AES-256 at rest), a daily evolution log, multi-agent identity management, and a UI for reading and confirming. It also answers MCP itself, with richer ranking.

If the app is running, this package uses it and leaves the local file alone. If it is not, the local store answers. You do not have to choose up front:

One rule holds in every mode: if the app is running and answers with an error, that error is returned unchanged. Falling back on a refusal would write your memory into a second database while your client believed it had reached the app. Silent data forking is worse than an error message, so a reply from the app is final. The fallback fires on a connection failure, and on nothing else.

Install

pip install memory-hive-mcp      # the server: memory-hive-mcp
                                 # the human's CLI: memory-hive-mcp-cli

Python 3.8 or newer. There is nothing else to install — the package uses only the standard library, and sqlite3 is part of it.

From a checkout:

git clone https://github.com/330899935/memory-hive-mcp
cd memory-hive-mcp
PYTHONPATH=src python -m hive_mcp.stdio

Connect a client

Any MCP host that can run a stdio command will work. The minimum is the command; everything else is optional.

Claude Desktop — ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "memory-hive": {
      "command": "memory-hive-mcp",
      "env": { "HIVE_MODE": "local" }
    }
  }
}

Cursor — ~/.cursor/mcp.json, same mcpServers shape.

Any host that only speaks HTTP — start the app and point it at http://127.0.0.1:8768/mcp with the headers X-Hive-Agent and X-Hive-Token. This package is the stdio path; the HTTP endpoint belongs to the app.

Prerequisite

None, for the local store — install the package and it works. A running app is a prerequisite only for the app's own features: encrypted vaults, the evolution log, and multi-agent identity. If you want those, install the Hive app (macOS, version 1.4.5 or newer) and leave HIVE_MODE at auto.

The six tools

The six tools are the whole surface. They are the same six whether the app or the local store answers; only the ranking behind them differs.

Two properties are worth stating plainly, because they are the product:

• propose succeeding means "queued", not "stored". recall will not return it until a human confirms it.
• manage has no approve action. There is no path from an agent to a confirmed memory. That is not an omission; it is the design.

Confirming what agents propose

Agents propose. You confirm. The confirmation lives in a terminal, in a command you have to type — deliberately not a tool an agent can call.

memory-hive-mcp-cli list                  # what is waiting
memory-hive-mcp-cli show <id>             # read one in full
memory-hive-mcp-cli approve <id>          # confirm it, or --all
memory-hive-mcp-cli reject <id>           # drop it for good
memory-hive-mcp-cli search "deploy key"   # search confirmed memory
memory-hive-mcp-cli forget <id>           # soft delete, reversible
memory-hive-mcp-cli restore <id>          # undo forget
memory-hive-mcp-cli stats                 # counts and the database path
memory-hive-mcp-cli export --out dump.json
memory-hive-mcp-cli path

--db <path> on any command points at a different database. HIVE_DB does the same from the environment.

Where your memory lives

~/.memory-hive/hive.db, unless HIVE_DB says otherwise. One SQLite file; copy it to back it up, delete it to start over.

The board keeps its messages in the same file and does not expire them unless a ttl was given, so there is only ever one thing to back up.

How search works, and what it does not do

Chinese text is indexed as single characters plus overlapping character bigrams; Latin text as words. A query is scored by how much of it the entry covers, then nudged by recency — a 10% multiplier, enough to break ties and not enough to overturn relevance.

This is a ranker, not an understander.

• Scores are relative. 0.8 means "closer than 0.4 for this query", not "80% confident". They are not comparable across queries.
• No semantic recall. Ask about "money" and an entry that only says "invoice" will not be found. Related-word coverage needs an embedder; this package has no dependencies and does not pretend otherwise.
• A miss is reported as a miss. When nothing matches, recall says so and mentions how many entries are awaiting confirmation, rather than returning a plausible neighbour.

Configuration

HIVE_AGENT_ID and HIVE_AGENT_TOKEN are not required to use the local store. They are read straight from the environment and never written to disk by this package.

Honest limits

Written down because a memory tool that oversells itself is worse than one that does less.

1. The local store is not encrypted. Plain SQLite. Anyone who can read your home directory can read it. The app's vaults are the encrypted option, and stats reports "encrypted": false instead of leaving you to find out.
2. No semantic search, as above.
3. One writer at a time. WAL mode lets the CLI confirm while a server is connected, but this is a personal memory file, not a multi-host service. Do not point two machines at one database over a network share.
4. The board is coordination, not memory. Messages are for hand-offs between agents; they are not searchable with recall.
5. The app is macOS only. The local store is not — it is pure Python.

Troubleshooting

"no confirmed memory matched this query" with entries pending. Correct behaviour. Confirm them: memory-hive-mcp-cli list, then approve.

A call fails with a message about HIVE_AGENT_ID. The app answered and refused the credential. The call did not fall back to the local store, on purpose. Register an agent in the app and set both variables, or set HIVE_MODE=local if you meant to use the local file.

"Hive app not reachable ... and HIVE_MODE=remote forbids the local fallback". You asked for the app only and it is not running. Start it, or drop HIVE_MODE=remote.

Where did my memory go? memory-hive-mcp-cli stats prints the database path. If HIVE_MODE is auto and the app is running, the app has been answering — the local file is untouched by design.

Development

PYTHONPATH=src python -m unittest discover -s tests -v

The suite needs no running app and no network: it stands up its own fake backend where a real response is required, and points HIVE_DB at a temporary file so a test never touches a real memory database.

Layout:

src/hive_mcp/store.py   the memory engine (SQLite, stdlib only)
src/hive_mcp/stdio.py   the MCP server: routing, envelopes, the app bridge
src/hive_mcp/cli.py     the human's half: review and confirm
src/hive_mcp/tools.json the tool surface snapshot for the offline path

License

MIT. Your memory file is yours; nothing here phones home.