zulipmcp

zulipmcp

 

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Also works as a Python library.

<img width="1446" height="752" alt="zulipmcp in action" src="https://github.com/user-attachments/assets/6e6bbed7-ed19-4c4a-a9f2-48468dc9a570" />

Quickstart

1. Install the package:

   uv add zulipmcp --git https://github.com/windborne/zulipmcp.git

1. Add a .zuliprc file to your project root with your Zulip bot credentials. See Add a bot or integration for instructions on making a bot. The bot type must be "generic."

1. Add the MCP server to your .mcp.json:

   {
     "mcpServers": {
       "zulip": {
         "command": "uv",
         "args": ["run", "python", "-m", "zulipmcp.mcp"]
       }
     }
   }

1. Restart your MCP client. The Zulip tools should now be available.

Requirements

• Python >=3.10, managed with uv
• A .zuliprc file for Zulip API auth (see Quickstart)
• For listener mode: the selected backend CLI installed and authenticated (claude by default, codex with --backend codex, or opencode with --backend opencode)

Entry Points

| Entry Point | Description | |---|---| | uv run python -m zulipmcp.mcp | MCP server for Claude Code, Codex, and other MCP clients | | uv run python -m zulipmcp.mcp --transport sse | MCP server over SSE (for remote/web clients) | | uv run python -m zulipmcp.launch_agent | Launch one MCP-backed coding session without a listener | | uv run python -m zulipmcp.listener | Listener: watches for @mentions, spawns agent sessions |

Library Usage

zulipmcp can also be imported directly as a Python library:

import zulipmcp

# Fetch and format recent messages
messages = zulipmcp.get_messages(hours_back=24, channels=["engineering"])
print(zulipmcp.format_messages(messages))

# Send a message
zulipmcp.send_message("engineering", "general", "Hello from Python!")

# Configure MCP hooks before starting the server
zulipmcp.configure(
    message_prefix=lambda: "[bot] ",
    on_session_end=lambda session: print(f"Session ended in #{session.stream}"),
)

Hermes Gateway

Hermes uses the native hermes_plugin/zulip gateway adapter instead of the subprocess listener. Each stream/topic maps to its own persistent Hermes session, while zulipmcp remains available as the explicit Zulip API tool layer.

• Mention the bot once to activate a topic; follow-ups do not need a mention.
• Each user message is a fresh Hermes turn with a fresh iteration budget.
• Typing, normal response delivery, status reactions, approval reactions,

and :stop_sign: interruption are handled by the adapter.

• Only same-topic history is added on first activation.
• After a gateway restart, mention once to reactivate the topic; Hermes resumes

the same stored session.

See the plugin README for installation, configuration, access controls, and verification.

Direct launch (no listener)

An existing coordinator can start one Claude Code or Codex session directly. The coding agent uses its configured zulip MCP server to initialize the target topic, reply there, and wait for follow-ups:

python -m zulipmcp.launch_agent \
  --backend claude \
  --agent-command /path/to/claude \
  --stream engineering \
  --topic "large coding task" \
  --working-dir /path/to/project

python -m zulipmcp.launch_agent \
  --backend codex \
  --agent-command /path/to/codex \
  --stream engineering \
  --topic "large coding task" \
  --working-dir /path/to/project

The launcher does not watch Zulip or spawn on mentions. It starts exactly one foreground coding-agent process and reuses the bundled session instructions. Run it as a background process when the coordinator should continue working. By default the agent listens in renewable two-hour intervals and does not exit merely because an interval timed out. Use --trigger-message-id and --session-user-email when that metadata is available. Pass --zuliprc or --mcp-config only when the agent should not use its existing global MCP configuration. An explicit Claude MCP config is loaded strictly so a project-local server with the same name cannot shadow it.

Listener

The optional zulipmcp.listener module watches Zulip for @mentions and spawns one headless agent session per (stream, topic). It supports Claude Code by default, Codex with --backend codex, and OpenCode with --backend opencode. It's the glue between Zulip events and the agent backend -- the MCP server handles all the Zulip tools, the listener just handles lifecycle.

# Minimal -- uses ./.zuliprc, ./.mcp.json (if present), and the bundled default prompt
uv run python -m zulipmcp.listener

# Full -- override MCP config and system prompt
uv run python -m zulipmcp.listener \
    --mcp-config .mcp.json \
    --system-prompt agent.md \
    --log-dir ./logs

# Recommended: Claude Code with Opus 4.6
uv run python -m zulipmcp.listener -- --model claude-opus-4-6

# Recommended: Codex with GPT-5.5 and medium reasoning
uv run python -m zulipmcp.listener --backend codex -- \
    --model gpt-5.5 \
    -c 'model_reasoning_effort="medium"'

# Recommended: OpenCode with any provider (Qwen, Llama, Gemini, etc.)
uv run python -m zulipmcp.listener --backend opencode \
    --opencode-model anthropic/claude-sonnet-4-5

uv run python -m zulipmcp.listener --backend opencode \
    --opencode-model ollama/qwen3:235b

# Pass additional backend-specific flags after --
uv run python -m zulipmcp.listener -- --strict-mcp-config --effort medium
uv run python -m zulipmcp.listener --backend codex -- -c 'model_verbosity="low"'
uv run python -m zulipmcp.listener --backend opencode -- --verbose

Flags:

| Flag | Default | Description | |---|---|---| | --zuliprc | ./.zuliprc | Path to .zuliprc (resolved relative to current working directory) | | --backend | claude | Agent backend to launch: claude, codex, or opencode | | --agent-command | backend name | Backend CLI binary name or path | | --mcp-config | ./.mcp.json | Path to .mcp.json for agent sessions (used only if the file exists). Codex translates supported command and url servers into one-run -c mcp_servers... overrides. OpenCode embeds the translated config in OPENCODE_CONFIG_CONTENT. | | --system-prompt | zulipmcp/default_system_prompt.md | System prompt file. Claude receives it as an appended system prompt; Codex receives it as developer instructions; OpenCode receives it via the instructions config field. | | --working-dir | . | Working directory for spawned sessions | | --log-dir | ./logs | Directory for session log files | | --codex-permission-mode | parity | Codex-only permission preset. parity uses --yolo for full bypass like the Claude default and assumes external sandboxing; workspace-write and read-only use noninteractive sandboxed modes; none adds no permission flags. | | --opencode-model | (none) | OpenCode model in provider/model format (e.g. anthropic/claude-sonnet-4-5, ollama/qwen3:235b). When omitted, OpenCode uses its own default. | | --opencode-agent | (none) | OpenCode agent name (passed as --agent). When omitted, OpenCode uses its default agent. | | -- ... | (none) | Everything after -- is forwarded to the selected backend as-is. For Codex, known top-level-only flags are placed before exec automatically. |

Each session gets TRIGGER_MESSAGE_ID and SESSION_USER_EMAIL set automatically so set_context() anchors to the @mention and hooks can identify the requester.

The listener intentionally does not set model or reasoning defaults. Backend CLIs and model aliases move over time, so use the backend's user config or pass flags after --. For reproducible production behavior, pin exact backend model IDs in your deployment config instead of relying on aliases.

Custom --system-prompt files are backend instructions, not the initial task. The listener still sends a short per-session bootstrap prompt with the target stream/topic and the Zulip lifecycle contract: initialize context, send visible text through reply(), then call listen() when yielding for follow-ups.

Codex sessions launch with web search enabled to match Claude Code's default web-fetch capability. For Codex, the .mcp.json adapter whitelists inherited environment variable names for translated stdio MCP servers, mirroring Claude-style subprocess inheritance without putting env values in argv. It also forwards Zulip's direct auto-init SESSION_STREAM/SESSION_TOPIC pair when present and sets tool_timeout_sec to at least 3 hours so the long-running listen() tool can wait for follow-ups. The adapter is intentionally conservative: Claude SSE config is rejected, only command and streamable HTTP url servers are translated, and environment placeholders are supported only in env/header values that can stay out of process argv.

OpenCode sessions receive the full config via OPENCODE_CONFIG_CONTENT (inline JSON). The .mcp.json adapter translates command-based servers to OpenCode's local type (merging command+args into a single array) and url-based servers to remote type, renaming env to environment. Each translated server gets a 3-hour MCP timeout so listen() can block for follow-ups; listen() sends MCP progress notifications during its long-poll loop, which OpenCode uses to reset its per-call timeout. The system prompt file path is passed via the instructions config field.

The listener is deliberately minimal. It omits concurrency caps, workspace isolation, staleness watchdogs, and dashboards -- add those when you need them.

Key Design Details

Listening for messages

The listen tool uses Zulip's real-time events API (long-polling) instead of repeated GET /messages calls. On entry it catches up on any messages since last_seen_message_id, subscribes the bot to the stream if needed, registers a narrowed event queue for the stream/topic, and then long-polls via GET /events. The server blocks until a message arrives or ~90 seconds elapse (heartbeat), making this ~30x more efficient than polling every 2 seconds. If the queue expires (BAD_EVENT_QUEUE_ID), it re-registers automatically. The queue is deleted in a finally block on exit.

An ear emoji is added to the last message as a visual indicator while listening and removed when listening stops. If the realm has a custom emoji named robot_ear, that is used instead. MCP keepalive pings are sent via ctx.info() after each long-poll cycle.

No missed messages on reply

When reply is called, it checks for new messages before sending. If anyone posted while the LLM was thinking, those messages are fetched and returned alongside the "message sent" confirmation. This way the LLM always sees what it missed and can react accordingly. The last_seen_message_id is updated to whichever is newest -- the missed messages or the sent message -- so nothing falls through the cracks.

Session dismissal

Users can dismiss a bot session by reacting with a configurable emoji (default: :stop_sign:) on any bot message. The dismiss check runs both during listen() (via reaction events) and before reply() (via REST API poll), covering the race condition where a user reacts while the bot is busy working. Customize with configure(dismiss_emoji={"stop_sign", "wave"}).

Bot visibility filtering

Topics containing /nobots or /nb are hidden from the bot entirely. Messages starting with /nobots or /nb are also filtered out. This lets humans have private conversations the bot won't see.

Outgoing markdown normalization

normalize_zulip_markdown() runs on every send/reply/edit before content hits the API, fixing two GFM habits Zulip's renderer mishandles: missing blank lines before tables, and bold combined with links (a renders as literal asterisks with an unclickable link; a bare URL touching ** breaks the autolink). Fenced and indented code blocks are always left untouched; inline code spans are additionally preserved for the bold/link fix. The Hermes gateway sends via the raw client and is not normalized. Disable entirely with ZULIPMCP_MARKDOWN_AUTOFIX=0.

Environment Variables

| Variable | Description | |---|---| | ZULIP_RC_PATH | Absolute path to .zuliprc for direct MCP server or Hermes gateway use. Listener mode sets this for spawned sessions from --zuliprc; it does not read ambient ZULIP_RC_PATH as its own default. | | ZULIPMCP_TIMEZONE | IANA timezone used to display message timestamps, such as Europe/London or Asia/Tokyo. Defaults to America/Los_Angeles. | | ZULIP_MAX_MESSAGE_LENGTH | Char limit above which send tools return an error instead of letting Zulip silently truncate. Defaults to 10000 (Zulip's default); set for realms with a custom cap. | | TRIGGER_MESSAGE_ID | Message ID that triggered the session (e.g. the @mention). Sets the listen anchor so the agent doesn't miss messages after the trigger. | | SESSION_USER_EMAIL | Email of the human who triggered the session. Stored on SessionState for hooks. | | SESSION_STREAM | Stream name for auto-initializing a session on server start (direct run_server() callers only -- the listener does not use these). Both SESSION_STREAM and SESSION_TOPIC must be set; the agent can then skip set_context(). | | SESSION_TOPIC | Topic for auto-init. Requires SESSION_STREAM. | | BOT_ALLOWED_PRIVATE_STREAMS | Private-stream read/send allowlist. Unset = no private-stream access. Accepts __ALL__, a JSON list, or comma-separated names. | | BOT_ALLOWED_WRITE_STREAMS | Stream send allowlist. Unset = writes allowed everywhere (backwards-compatible). Same formats as above. | | ZULIPMCP_CACHE_DIR | Override the disk cache directory (defaults to system temp dir). | | ZULIPMCP_LOG_DIR | Override the log directory (defaults to /tmp/zulipmcp_logs). | | ZULIPMCP_MARKDOWN_AUTOFIX | Disables all outgoing markdown normalization (blank-line-before-table injection and bold/link rewrites) when set to 0 or false. Defaults to enabled. |

License

Apache 2.0