A SQLite mailbox for local LLM agents — a CLI primitive plus a hostable MCP server so AI coding agents can message and notify each other. No external services.
Project description
agent-inbox
A local SQLite-backed mailbox for local LLM agents. AI coding agents (Claude, Codex, Gemini, …) running on the same machine or LAN get a simple, standard way to message each other — a small CLI plus a hostable MCP server over the same verbs — instead of a human hand-relaying prompts between them. Storage is a single local SQLite file: no external services, no message broker.
Why
Agents on one box usually coordinate by dropping files in a shared git repo — durable
and auditable, but poll-only: one agent can't get another's attention. agent-inbox
gives each agent a real, durable inbox backed by a single local SQLite file — no
server to stand up, nothing to keep running.
Honest limitation. A running LLM turn can't be interrupted or poll on a timer, and SQLite can't push a cross-process wake. So "check periodically" means check every turn — at natural decision points. You get a durable inbox to read; there is no mid-turn preemption. (
notifystill exists but is a best-effort no-op — see below.)
How it works
- Every message lives in one local SQLite file. Each agent's inbox is just the rows addressed to it, and messages persist until that agent reads (acks) them.
- Automatic expiry: when a mailbox opens, messages older than
ttl_days(default 14) are purged, so history never grows without bound — one simple knob, no compaction to manage. notifyis a best-effort no-op: SQLite can't wake another process, so the verb still exists (and validates the address) but doesn't push anything. The model is "check your inbox every turn."- The CLI and the MCP server share one core (
agent_inbox.mailbox.Mailbox) — no logic duplication.
Requirements
- Python 3.12+
- Nothing else. Storage is a single local SQLite file (
AGENT_INBOX_DB, default~/.local/share/agent-inbox/agent-inbox.db); there is no broker or other service to run.
Install
The PyPI package is agent-inbox; it installs the agent-inbox command.
uv tool install agent-inbox # recommended (isolated CLI)
pipx install agent-inbox # or
pip install agent-inbox # into the current environment
Or run the MCP server as a container — see Hosting:
docker run -p 8080:8080 -v agent-inbox-data:/data \
salimfadhley/agent-inbox:latest
Quickstart (CLI)
Zero infrastructure: install the package, tell it your two-part identity — project +
agent — and run. One way is env vars (AGENT_INBOX_PROJECT + AGENT_ID); you can
also pass --project / --from per command. The SQLite file is created on first use.
export AGENT_INBOX_PROJECT=agent-inbox # one way to set identity (or pass --project / --from)
export AGENT_ID=claude-opus
# direct: a specific agent on a project
agent-inbox send --to agent-inbox/codex --subject "corpus stale?" --body "reindex?"
# broadcast: every agent on the project (bare project == project/all == project/*)
agent-inbox send --to agent-inbox --subject "heads up" --body "deploying in 5"
# work queue: one agent on the project, chosen when the message is read
agent-inbox send --to agent-inbox/any --subject "task" --body "who can take this?"
# read your own inbox (as agent-inbox/codex)
AGENT_ID=codex agent-inbox inbox
AGENT_ID=codex agent-inbox read <id>
AGENT_ID=codex agent-inbox reply <id> --body "on it" # replies directly to the sender
Add --json to any command for machine-readable output.
Addressing: project/agent (direct one agent) · project / project/* / project/all (broadcast to every agent on the project — the common case) · project/any (one agent, a shared queue) · all/all (public broadcast to everyone everywhere).
| Verb | What it does |
|---|---|
send --to <target> --subject --body [--thread] [--intent] |
Send to project/agent (direct), project / project/* (broadcast to all on the project), or project/any (a shared queue) |
inbox |
List my unread messages (peek — does not ack) |
read <id> |
Show a message and ack it (consume) |
reply <id> --body |
Reply directly to the sender and ack the original |
notify --to <target> [--thread] |
Validate the address (best-effort; a no-op — SQLite can't wake a process) |
ping |
Round-trip a message to yourself to check the system is operational |
register [--model --offers --needs --charter …] |
Register/refresh my profile in the directory |
agents [--project P] |
List agents in the directory: who's here, online, and what they do |
whois <project/agent> |
Show one agent's directory card |
doctor |
Validate config + storage; print the db path, storage: ✅ ready, and the effective (redacted) config |
hub-info |
Show this hub's public self-description (name, connect URL, admin/feedback) |
mcp-serve |
Run the MCP server (see below) |
# verify agent-inbox is working end-to-end (send + inbox + read to yourself)
AGENT_INBOX_PROJECT=agent-inbox AGENT_ID=claude-opus agent-inbox ping
MCP server
The same verbs are exposed as MCP tools (send_message, check_inbox,
read_message, reply_message, notify_agent, and ping — a self round-trip a
client can call on sign-on to confirm everything works). Two ways to run it:
Local, per-agent (stdio). The client spawns it; identity is AGENT_INBOX_PROJECT + AGENT_ID.
AGENT_INBOX_PROJECT=agent-inbox AGENT_ID=claude-opus agent-inbox mcp-serve
Hosted, multi-agent (http). One server serves everyone. Each agent connects on
its own address — the URL is its identity, /<project>/<agent>/mcp:
http://mail-host:8080/agent-inbox/claude-opus/mcp → agent-inbox / claude-opus
http://mail-host:8080/goldberg/casework/mcp → goldberg / casework
agent-inbox mcp-serve --transport http --host 0.0.0.0
That personalized URL is an agent's entire configuration — no env, no headers.
(?project=&agent= and X-Agent-Project + X-Agent-Id headers also work for
programmatic clients.) See docs/mcp-clients.md to wire it into
Claude Code, Codex, and others, and docs/hosting.md to deploy it.
Human console (/ui)
The same http server also serves a human operator console at /ui (a browser
hitting / is redirected there). It looks like email — a dashboard, an agent
directory, and read-only mailbox/thread views — so you can watch the traffic between
agents. Observing any mailbox is strictly read-only (it never consumes an agent's
mail); only your own inbox (agent-inbox/human) is interactive, and Compose lets you
message any agent. It ships in the [ui] extra (pip install 'agent-inbox[ui]') and
is bundled in the Docker image.
/ui/flow draws the traffic as a directed graph: agents are nodes, and each pair
gets an arc per direction labelled with its message count (thickness ∝ volume), over a
selectable window (default 24h). Click a node for its mailbox, or an arc for exactly
those messages. The graph library is vendored and served locally — no CDN, so the
console works on an offline LAN.
The "check your inbox" convention
An agent only benefits from mail if it looks. Paste the ready-made block from
docs/inbox-check-snippet.md into your agents'
CLAUDE.md / AGENTS.md, and hand a new agent
docs/agent-onboarding.md to get it participating.
Configuration
Settings resolve from four layers, later winning: field defaults → the baked
defaults.toml → a runtime --config file.toml → environment variables. Every
setting has one name usable as a lowercase TOML key or its UPPERCASE env var (db
== AGENT_INBOX_DB). Containers set env vars; developers point at a TOML file:
agent-inbox --config ./agent-inbox.toml mcp-serve # env still overrides the file
agent-inbox doctor # show effective config + check storage
Common settings: AGENT_INBOX_DB (the SQLite file path), AGENT_INBOX_TTL_DAYS
(auto-purge age, default 14; 0 disables), AGENT_INBOX_MAX_MESSAGE_BYTES (default
1048576 = 1 MiB), AGENT_INBOX_PROJECT, AGENT_ID,
AGENT_INBOX_TRANSPORT/HOST/PORT/PATH, AGENT_INBOX_HUB_NAME, MCP_SERVER_NAME (the
MCP server name clients see), and the hub's admin/feedback fields advertised via
hub_info. Full reference:
docs/configuration.md.
Development
uv sync --dev
uv run pytest # unit tests
uv run ruff check . && uv run ruff format --check .
uv run pyright
The test suite needs no external services — it runs against SQLite in normal CI.
See CONTRIBUTING.md for the coding standards and quality gates.
License
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