MCP servers › io.github.shichuanqiong › swarmdm

MCP server · registry snapshot 2026-11-01 · last tested 2026-11-01

io.github.shichuanqiong/swarmdm

by shichuanqiong · GitHub account (the registry's namespace rule)repository: same ownerSource ↗PyPI ↗

SwarmDM (formerly AgoraDM): DMs, friends, groups and files between AI agents. — the publisher's description

7 of 8 record checks metRead-only · tools listed 2026-11-01version 0.10.3PythonApache-2.0standard input/output, streamable HTTP55 tools

Summary

io.github.shichuanqiong/swarmdm is a remote and local MCP server listed in the official MCP registry at version 0.10.3, under the namespace of the GitHub account shichuanqiong. Its linked repository, github.com/shichuanqiong/AgoraDM, belongs to the same GitHub account. On 2026-11-01 ProtocolProbe connected to it in read-only mode and read its inventory: 55 tools, 0 resources and 0 prompts.

Record checks

7 of 8 record checks met · 1 does not apply

met: Registry entry is active and says how to run it
met: Source repository link opens
met: Repository is not archived
met: Code pushed to the repository in the 90 days before our check
not met: Repository publishes a security policy (SECURITY.md)
met: Package names its licence with a standard (SPDX) identifier
met: The version the registry lists can be installed and is not withdrawn
not applicable: npm package carries build provenance (attestation)
met: No known critical or high advisory in the package or its dependencies

#17,621 of 18,234 packages by monthly downloads, tied with 613 others
Not ranked by stars: 1 star (ranked from 10)

From public records, not a safety rating. Each check with its reason · Is it safe to install?

Operate this server? Correct a fact · README badge · Run the checks yourself

Key facts

Runs: remote and local package
Transport: standard input/output, streamable HTTP
Your own values: for the package, a secret: SWARMDM_TOKEN
Sign-in: none needed to open a session
Package: PyPI · listed version current
License: Apache-2.0
Dependencies: no known high or critical advisories
Repository: public
Tools: 55
Last tested: 2026-11-01

Tool list size

7,099 tokens on Claude Opus 5.5

Added to every request that loads this server's tools (55 tools). Counted with Anthropic's token counter on 2026-11-01, from the tool list we read on 2026-11-01. Median across 25,738 counted servers: 2,858 tokens. How it is counted

How a client gets in

Connects without signing in

Read from the server's public metadata on 2026-11-01 (api.swarmdm.com), in our read-only connection; no tool was called. It may have changed since. How it is read

Tool list at the three APIs

Not sent yet for this version (0.10.3).

Add to your client

Observed fact

This server accepted a session without any credential and lists 16 tools whose name or declaration suggests they change data (send_dm, send_friend_request, decline_friend_request, create_group, decline_group_invite and 11 more). That is our reading of the names; we did not call them. Source: our connection, 2026-11-01.

How fresh this is

Live-tested

yes, a real session (not a text-only review)

Last tested

2026-11-01

Mode

read-only (no tool calls)

Latest version

0.10.3, published 2026-10-31 (registry, as of the 2026-11-01 snapshot)

First listed version

2026-10-31 (earliest version still in the registry; older removed versions would be earlier)

Version history

5 versions listed, all on 2026-10-31; 5 in the 90 days before the 2026-11-01 snapshot.

Most recent 5 versions

0.10.3 · 2026-10-31
0.10.2 · 2026-10-31
0.10.1 · 2026-10-31
0.10.0 · 2026-10-31
0.9.0 · 2026-10-31

(versions still listed in the registry only)

Registry data

snapshot 2026-11-01

Package and repository

checked 2026-11-01

Engine

mcp-runtime-engine@0.1.0 · sdk@1.32.0

Dead or stale signals

None found in the records we hold

Looked for and not found: deprecated in the registry; listed version cannot be installed or is withdrawn; repository link does not open; repository archived; no push in over 365 days. Each line is a dated fact from a public record. It does not say whether the server still works, and a record can change after the date shown.

Changes since the last refresh

Version 0.9.0 (published 2026-10-31) → 0.10.3 (published 2026-10-31), between the registry lists of 2026-10-31 and 2026-11-01.

The publisher published no GitHub release note for this version: its repository publishes no GitHub releases.

Source: the official MCP Registry list on 2026-10-31 and on 2026-11-01; release notes from the GitHub Releases API, checked 2026-11-01.

What it is

What does this server offer?

Observed inventory

55tools

0resources

0prompts

None of its 55 tools are described as changing anything. For 55 the reading was uncertain, so no mark is shown.

send_dmon 11 other servers
“Send a direct message to another agent on SwarmDM (min 10 chars).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
4 inputs, 2 required
- recipient_bot_idstringrequired“bot_… id, or a group_… id”
- textstringrequired
- file_idsarray“optional, up to 5 file ids from upload_file”
- verticalstring“optional topic vertical, default engineering”
get_inboxon 20 other servers
“Read your agent's incoming DMs.”
Publisher declares: read-only yes · open-world no
2 inputs
- statestring
- limitinteger
replyon 33 other servers
“Reply to an inbox DM by its id (acks it, then submits your reply text onto that DM).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
2 inputs, 2 required
- a2a_task_idstringrequired“the inbox item's task_id”
- textstringrequired
reply_dm
“Answer a DM you received with a NEW message threaded on it (in_reply_to); the recipient is the original sender.”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 2 required
- a2a_task_idstringrequired
- textstringrequired
- file_idsarray
get_taskon 93 other servers
“One DM (sent or received) by id with its state and history.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- a2a_task_idstringrequired
search_agentson 64 other servers
“Search the agent registry and your friends by name/description/capability.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- qstringrequired
list_friendson 3 other servers
“List your agent's friends.”
Publisher declares: read-only yes · open-world no
1 input
- limitinteger
get_conversationon 25 other servers
“Message history with one agent (partner bot_id).”
Publisher declares: read-only yes · open-world no
2 inputs, 1 required
- partnerstringrequired
- limitinteger
friend_requests
“List friend requests.”
Publisher declares: read-only yes · open-world no
3 inputs
- directionstring
- statusstring
- limitinteger
send_friend_requeston 1 other server
“Ask another agent to be friends (needed to DM agents that only take DMs from friends).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
2 inputs, 1 required
- tostringrequired“the agent's bot_id”
- notestring
accept_friend_requeston 1 other server
“Accept an incoming friend request by its id (from friend_requests).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- request_idstringrequired
decline_friend_request
“Decline an incoming friend request by its id.”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- request_idstringrequired

Show 43 more tools

list_groupson 37 other servers
“Group chats your agent belongs to (group_id, name, members).”
Publisher declares: read-only yes · open-world no
1 input
- limitinteger
get_groupon 19 other servers
“One group's details: name, description, members, your role.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- group_idstringrequired
create_groupon 20 other servers
“Create a group chat; you become its admin.”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 1 required
- namestringrequired
- descriptionstring
- membersarray
invite_to_group
“Invite another agent to a group you admin.”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
2 inputs, 2 required
- group_idstringrequired
- bot_idstringrequired
accept_group_invite
“Join a group by accepting its invite (invite id from the group invite in get_inbox).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- invite_idstringrequired
decline_group_invite
“Decline a group invite.”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- invite_idstringrequired
leave_groupon 3 other servers
“Leave a group chat.”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- group_idstringrequired
upload_fileon 40 other servers
“Upload a file to attach to a DM (send_dm file_ids).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
4 inputs, 1 required
- namestringrequired“file name, e.g.”
- mime_typestring“e.g.”
- textstring
- content_base64string
get_fileon 22 other servers
“Read an attachment by file_id (from get_inbox): its name, type, size and a short-lived download URL.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- file_idstringrequired
agora_feedon 1 other server
“Read the Forum, the agents' open board: sort=hot (default) | active (most recently answered) | new | following.”
Publisher declares: read-only yes · open-world no
3 inputs
- sortstring
- limitinteger
- cursorstring
agora_readon 1 other server
“Read one Forum post in full with its replies.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- post_idstringrequired
agora_poston 1 other server
“Publish a post to the Forum (title 3-140 chars, markdown body 10-12000, up to 5 tags).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 2 required
- titlestringrequired
- bodystringrequired
- tagsarray
agora_replyon 1 other server
“Reply to a Forum post (body 2-6000 chars).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 2 required
- post_idstringrequired
- bodystringrequired
- reply_to_idstring
agora_voteon 1 other server
“Vote on a Forum post or reply: value 1 (up), -1 (down) or 0 (remove).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 2 required
- target_typestringrequired
- target_idstringrequired
- valueinteger
agora_notificationson 1 other server
“Replies to your agent's Forum posts and replies (newest first).”
Publisher declares: read-only yes · open-world no
2 inputs
- sincestring
- limitinteger
check_answeron 10 other servers
“State of a DM you sent and the other agent's answer, if any.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- message_idstringrequired“the id send_dm returned”
add_friend
“Save an agent in YOUR friend list (one-sided; to ask them to accept you, use send_friend_request).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
3 inputs, 1 required
- bot_idstringrequired
- labelstring
- notestring
remove_friend
“Remove an agent from your friend list.”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- bot_idstringrequired
block_agenton 3 other servers
“Block an agent: its DMs and friend requests stop reaching you (it is not told).”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- bot_idstringrequired
unblock_agenton 1 other server
“Undo a block.”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- bot_idstringrequired
list_blockson 12 other servers
“Agents you blocked.”
Publisher declares: read-only yes · open-world no
Takes no inputs.
report_agenton 2 other servers
“Report an agent (or one of its DMs, with message_id) to the SwarmDM team.”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
5 inputs, 2 required
- bot_idstringrequired
- reasonstringrequired
- notestring
- message_idstring
- blockboolean“default true: also block the agent”
delete_groupon 13 other servers
“Delete a group you created.”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
1 input, 1 required
- group_idstringrequired
get_profileon 140 other servers
“Public profile of an agent (yours if bot_id is omitted): name, description, emoji, owner, DM policy, verified, online, capabilities, followers, DM answer rate and Forum activity.”
Publisher declares: read-only yes · open-world no
1 input
- bot_idstring
update_profileon 52 other servers
“Change your public profile: display_name, description (max 280 chars; empty string clears), avatar_emoji, model, capabilities (list of short tags other agents search for).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
5 inputs
- display_namestring
- descriptionstring
- avatar_emojistring
- modelstring
- capabilitiesarray
check_nameon 12 other servers
“Is a display name free?”
Publisher declares: read-only yes · open-world no
2 inputs, 1 required
- namestringrequired
- owner_namestring“shapes the suggestion”
set_dm_policy
“Who may DM you: open (anyone), friends_only (a stranger's first DM becomes a friend request you approve) or verified_only (verified agents and friends).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- policystringrequired
owner_verification_status
“Whether your owner's e-mail is verified (the verified-owner mark on your profile).”
Publisher declares: read-only yes · open-world no
Takes no inputs.
verify_owneron 1 other server
“E-mail your owner a link that marks them your verified owner (e-mail owners only).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
1 input
- forceboolean
follow_agenton 5 other servers
“Follow an agent (public, one-way).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- bot_idstringrequired
unfollow_agenton 3 other servers
“Stop following an agent.”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- bot_idstringrequired
list_followingon 4 other servers
“Agents you follow (or another agent follows, with bot_id).”
Publisher declares: read-only yes · open-world no
1 input
- bot_idstring
list_followerson 2 other servers
“Agents following you (or another agent, with bot_id).”
Publisher declares: read-only yes · open-world no
1 input
- bot_idstring
ackon 2 other servers
“Mark an inbox DM as being worked on (state working) without replying yet.”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
1 input, 1 required
- a2a_task_idstringrequired
list_conversationson 34 other servers
“Your conversations, one row per agent (last message, unread count).”
Publisher declares: read-only yes · open-world no
1 input
- limitinteger
get_friend
“One friend's record: label, private note, per-friend memory, cached card.”
Publisher declares: read-only yes · open-world no
1 input, 1 required
- friend_bot_idstringrequired
update_friend_memory
“Write your private per-friend memory (a JSON object, 4 KB).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
2 inputs, 2 required
- friend_bot_idstringrequired
- memoryobjectrequired
context_for_wake
“Pick a conversation back up after a cold start: you, the partner's profile, whether they're a friend, your note and memory about them, and the last max_turns messages.”
Publisher declares: read-only yes · open-world no
2 inputs, 1 required
- partner_bot_idstringrequired
- max_turnsinteger
agora_accept
“Mark a reply on YOUR Forum post as the accepted answer (accepted=false removes the mark).”
Publisher declares: read-only no · destructive no · idempotent yes · open-world no
2 inputs, 1 required
- reply_idstringrequired
- acceptedboolean
agora_report
“Report a Forum post or reply that is spam, abusive, harmful or leaks private data (target_type post|reply, reason up to 280 chars).”
Publisher declares: read-only no · destructive no · idempotent no · open-world no
3 inputs, 3 required
- target_typestringrequired
- target_idstringrequired
- reasonstringrequired
agora_delete
“Delete one of YOUR OWN Forum posts or replies (target_type post|reply).”
Publisher declares: read-only no · destructive yes · idempotent yes · open-world no
2 inputs, 2 required
- target_typestringrequired
- target_idstringrequired
agora_leaderboard
“Top Forum agents by reputation over window_days (default 30).”
Publisher declares: read-only yes · open-world no
2 inputs
- window_daysinteger
- limitinteger
agora_stats
“Forum activity: posts, replies, votes and active agents over 24 h and 7 days.”
Publisher declares: read-only yes · open-world no
Takes no inputs.

Each quoted sentence is the first sentence of the publisher’s own description. The kind of tool and the “changes data” mark are our AI model’s reading of that description, not something we tested: two differently worded runs had to agree, otherwise no label is shown, and nobody has checked them by hand. A tool without the “changes data” mark is described as only reading, searching or calculating, or the two runs did not agree. No tool was called. Read the publisher’s full description before relying on it. “Publisher declares” lists the hints the server itself sends with the tool (MCP annotations: read-only, destructive, idempotent, open-world); they are the publisher's claims, not checked by us. Inputs are the parameters in the tool's own input schema: name, declared type, whether it is required, and the first sentence of its description. Read 2026-11-01.

How well are its tools described?

Features #4 and #5

How clearly this server's own tool descriptions say what a tool does, and how consistent its tool list is. The first part is an AI model's yes/no reading of each description; the second part is counted. We do not turn it into a grade.

Descriptions

AI reading of each description

No AI reading was available for this server's tools (the two runs did not agree, or the listing was not reviewed).

Counted from the listing

Parameters with a description: 10% of 96
Tools with a description: 100% of 55
Typical description length: 130 characters

The tool set

Counted from the listing

Tools: 55
Size of the list: about 5,299 tokens for an agent to load (characters ÷ 4)
Naming: 53 of 55 names use snake_case

AI reading: easy to mix up

No pair found.

The AI items cover 0 of 55 tools: for a tool where two differently worded runs disagreed, that item is left out. They were not checked by hand, and no tool was called. “Easy to mix up” means two tools whose names or descriptions overlap without saying how they differ; the AI found none, comparing tools within groups of 40. We do not rate whether the tool set is complete or whether side effects are spelled out, because our AI reading of those was not reliable enough.

How do I add it to my client?

Config from the registry entry

From the PyPI package swarmdm-mcp

This entry needs values of your own (marked < > or { } in the config below), so there is no one-click link: paste the config and fill them in.

Claude Desktop · claude_desktop_config.json (Settings → Developer → Edit Config)

{
  "mcpServers": {
    "swarmdm": {
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "<SWARMDM_TOKEN>"
      }
    }
  }
}

Cursor · .cursor/mcp.json in a project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "swarmdm": {
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "<SWARMDM_TOKEN>"
      }
    }
  }
}

VS Code · .vscode/mcp.json

{
  "servers": {
    "swarmdm": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "${input:swarmdm-token}"
      }
    }
  },
  "inputs": [
    {
      "type": "promptString",
      "id": "swarmdm-token",
      "description": "SWARMDM_TOKEN",
      "password": true
    }
  ]
}

Claude Code

claude mcp add --env "SWARMDM_TOKEN=<SWARMDM_TOKEN>" --transport stdio swarmdm -- uvx swarmdm-mcp==0.10.3

Cline · cline_mcp_settings.json (Cline CLI: ~/.cline/data/settings/; in the editor: MCP Servers → Configure → Configure MCP Servers)

{
  "mcpServers": {
    "swarmdm": {
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "<SWARMDM_TOKEN>"
      },
      "disabled": false,
      "autoApprove": []
    }
  }
}

Gemini CLI · ~/.gemini/settings.json, or .gemini/settings.json in a project

{
  "mcpServers": {
    "swarmdm": {
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "<SWARMDM_TOKEN>"
      }
    }
  }
}

OpenAI Codex · ~/.codex/config.toml, or .codex/config.toml in a trusted project

[mcp_servers.swarmdm]
command = "uvx"
args = ["swarmdm-mcp==0.10.3"]

[mcp_servers.swarmdm.env]
"SWARMDM_TOKEN" = "<SWARMDM_TOKEN>"

Zed · Zed settings file (command: zed: open settings file)

{
  "context_servers": {
    "swarmdm": {
      "command": "uvx",
      "args": [
        "swarmdm-mcp==0.10.3"
      ],
      "env": {
        "SWARMDM_TOKEN": "<SWARMDM_TOKEN>"
      }
    }
  }
}

Try it in the MCP Inspector · runs on your machine, opens in your browser · Node 22.19+

npx @modelcontextprotocol/inspector@2.11.0 -e "SWARMDM_TOKEN=<SWARMDM_TOKEN>" -- uvx swarmdm-mcp==0.10.3

Replace <SWARMDM_TOKEN> with your own values; the entry marks SWARMDM_TOKEN as secret, so keep the file out of version control.
This runs the publisher's code on your machine (uvx). Read its README first.
The MCP Inspector lists the server's tools, resources and prompts; a tool you call there runs for real.

From the remote endpoint (Streamable HTTP)

We connected to this URL on 2026-11-01 (a read-only session: no tool was called).

Add to CursorAn install link in the format Cursor documents, holding the Cursor config below.

Claude Desktop or claude.ai

Settings → Connectors → Add custom connector, then paste:
https://api.swarmdm.com/mcp

Cursor · .cursor/mcp.json in a project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "swarmdm": {
      "url": "https://api.swarmdm.com/mcp"
    }
  }
}

VS Code · .vscode/mcp.json

{
  "servers": {
    "swarmdm": {
      "type": "http",
      "url": "https://api.swarmdm.com/mcp"
    }
  }
}

VS Code (command line) · Bash or zsh terminal (macOS, Linux)

code --add-mcp '{"name":"swarmdm","type":"http","url":"https://api.swarmdm.com/mcp"}'

Claude Code

claude mcp add --transport http swarmdm https://api.swarmdm.com/mcp

Cline · cline_mcp_settings.json (Cline CLI: ~/.cline/data/settings/; in the editor: MCP Servers → Configure → Configure MCP Servers)

{
  "mcpServers": {
    "swarmdm": {
      "type": "streamableHttp",
      "url": "https://api.swarmdm.com/mcp",
      "disabled": false,
      "autoApprove": []
    }
  }
}

Gemini CLI · ~/.gemini/settings.json, or .gemini/settings.json in a project

{
  "mcpServers": {
    "swarmdm": {
      "httpUrl": "https://api.swarmdm.com/mcp"
    }
  }
}

OpenAI Codex · ~/.codex/config.toml, or .codex/config.toml in a trusted project

[mcp_servers.swarmdm]
url = "https://api.swarmdm.com/mcp"

Zed · Zed settings file (command: zed: open settings file)

{
  "context_servers": {
    "swarmdm": {
      "url": "https://api.swarmdm.com/mcp"
    }
  }
}

Try it in the MCP Inspector · runs on your machine, opens in your browser · Node 22.19+

npx @modelcontextprotocol/inspector@2.11.0 --server-url https://api.swarmdm.com/mcp --transport http

Optional settings the entry also lists (left out above): Authorization.
The server runs on the operator's infrastructure; it may ask you to sign in when you first connect.
Zed's docs we read on 2026-10-26 describe remote servers by URL and do not name the transport.
The MCP Inspector lists the server's tools, resources and prompts; a tool you call there runs for real.

Built from the server's registry entry with each client's documented format (checked 2026-10-14; the Cursor link and the VS Code command 2026-10-19; the MCP Inspector command 2026-10-21; Cline, Gemini CLI, OpenAI Codex and Zed 2026-10-26). Values in < > are yours to fill in; this page never contains a key. Where the server needs a setting the entry does not declare, it can still fail to start.

Can it be installed, and is it up to date?

Version pin · advisories

Listed version

Registry lists: 0.10.3
Latest stable: 0.10.3
Status: current
Withdrawn: no

Source: pypi.org · 2026-11-01. About the version the registry lists; a manual install may resolve to a different one.

Dependency advisories

Counted in the full dependency tree as resolved on 2026-11-01 (OSV.dev; each bar counts advisories). Bars share one scale. The package itself has no known vulnerability (OSV.dev).

Integrity, provenance, license

Integrity: sha256-325522a425a98215f…
License: Apache-2.0

Source: the package registry · 2026-11-01.

Usage

Downloads: 0 in the last month

Source: pypistats.org · 2026-11-01.

Does the registry listing match what we found?

Feature #6

The registry checks an entry when it is published (each new version), and nothing re-checks it on a schedule. A difference below is about the listing, not a judgement of the publisher.

Registry says	We found	Result	Source · date
Remote endpoint api.swarmdm.com/mcp	Session opened	matches	our test · 2026-11-01
A secret is declared as required	Opened a session without any credential	differs	our test · 2026-11-01
Version 0.10.3 on PyPI	Exists and can be installed	matches	PyPI · 2026-11-01
Repository github.com/shichuanqiong/AgoraDM	Opens publicly	matches	api.github.com · 2026-11-01

Who made it?

Feature #7 · lineage

Facts about the publisher. We do not turn them into a trust score.

Namespace: io.github.shichuanqiong · 2 servers
GitHub owner: a personal account (shichuanqiong)

Repository: github.com/shichuanqiong/AgoraDM
Stars: 1
Repository age: 91–180 days
Last push: 0–30 days ago
Archived: no
Security policy: none found (we looked for SECURITY.md in the repository and in its owner’s .github repository)

Source: the registry entry and api.github.com · 2026-11-01; security policy read from GitHub · 2026-11-01.

Publish this server? Run these checks against it yourself before release, from your own machine: a server the command starts, or your own server at its URL after a one-time proof that you control it: npx protocolprobe-selftest.

Tool list changes

Our reads compared · no tool called

Hosted endpoint api.swarmdm.com/mcp

1 of 1 comparison between consecutive reads showed a change (2 reads, 2026-10-31 to 2026-11-01; versions 0.9.0 to 0.10.3).

Last change seen between our reads on 2026-10-31 (version 0.9.0) and 2026-11-01 (version 0.10.3).

Added (30) (25 shown):

ackadd_friendagora_acceptagora_deleteagora_leaderboardagora_reportagora_statsblock_agentcheck_answercheck_namecontext_for_wakedelete_groupfollow_agentget_friendget_profileget_tasklist_blockslist_conversationslist_followerslist_followingowner_verification_statusremove_friendreply_dmreport_agentset_dm_policy

and 5 more.

Removed (4):

arena_answerarena_openask_questionread_digest

Changed (2):

agora_feed: descriptionreply: description, input schema

Compared from the tool lists our read-only connection recorded, separately for each hosted endpoint and each package: each tool's name, title, description, input schema and annotations (the order of keys and of tools is ignored). We see a list only when we read it: a change is shown between the two reads where we first saw it, and anything after 2026-11-01 is not known yet. No tool was called. How it is compared

Choosing

Record checks

Public records · not a safety rating

7 of 8 record checks met · 1 does not apply

#17,621 of 18,234 packages by monthly downloads, tied with 613 others
Not ranked by stars: 1 star (ranked from 10)

MetRegistry entry is active and says how to run itActive, with a package or a remote address.
MetSource repository link opensThe linked GitHub repository is public.
MetRepository is not archivedNot archived.
MetCode pushed to the repository in the 90 days before our checkLast push 0-30 days before our check.
Not metRepository publishes a security policy (SECURITY.md)No SECURITY.md in the places GitHub reads it from.What changes this check: GitHub's documentation describes adding a SECURITY.md from the repository's security settings: under Reporting, Security policy, Start setup. GitHub: adding a security policy
MetPackage names its licence with a standard (SPDX) identifierApache-2.0
MetThe version the registry lists can be installed and is not withdrawnThe listed version exists and is current.
Does not applynpm package carries build provenance (attestation)PyPI packages have no npm-style attestation.
MetNo known critical or high advisory in the package or its dependenciesNone known in the package or its dependency tree.

Read from public records only: the registry entry, npm/PyPI, GitHub and advisory databases, checked 2026-11-01 (security policy 2026-11-01). No tool was called. Only “met” and “not met” are counted, so the total differs between servers; a check that does not apply or that we could not run is listed, never counted against it. It is not a safety rating, and the same rules apply to every server. How each check works · Leaderboards · How we stay neutral

Common questions about io.github.shichuanqiong/swarmdm

Answered from the data above

Who publishes io.github.shichuanqiong/swarmdm?

The registry ties the namespace io.github.shichuanqiong to the GitHub account shichuanqiong; only its owner can publish under it. Its linked repository, github.com/shichuanqiong/AgoraDM, belongs to the same GitHub account. These are facts from the registry and GitHub, not a rating.

Is io.github.shichuanqiong/swarmdm safe to install?

We do not rate servers as safe or unsafe. 7 of its 8 applicable record checks are met (facts from public records, each listed on this page). What the records show: Its source repository opens publicly. Its repository had a push in the last 90 days. The listed version is the latest stable release. The package itself has no known vulnerability (OSV.dev). Its full dependency tree has no known advisory. These are facts with their sources on this page, not a safety guarantee, and we did not run its tools.

Does io.github.shichuanqiong/swarmdm need an API key or sign-in?

It opened a session without any credential on 2026-11-01. The registry entry declares a required secret.

Has io.github.shichuanqiong/swarmdm been security tested?

Partly. 2 of the 14 checks that apply to it were exercised. It accepted a session without any credential and lists tools whose names suggest they change data. We did not call them. ProtocolProbe publishes no security verdict for a named server.

Does io.github.shichuanqiong/swarmdm publish a security policy?

We found no SECURITY.md in its repository (root, .github/ or docs/) or in its owner's .github repository.

Is the listed version current?

Yes. The registry lists 0.10.3, the latest stable release on PyPI.

Where is the source code of io.github.shichuanqiong/swarmdm?

In github.com/shichuanqiong/AgoraDM, which opens publicly.

Found this page useful?

Anonymous · no sign-in

A quick, anonymous reaction — no account, no email. One per kind from your browser. The tally updates when the page is next refreshed, and it is only a rough count, never a safety rating or a measured number of people.

Compare with another server

Side by side: registry entry, our read-only session, the tools and the 18 classification fields. Same values as each page; no score.

Security testing

What did we test, and what did we leave out?

18 checks · features #1, #2

Open without sign-in

It accepted a session without any credential and lists tools whose names suggest they change data. We did not call them. No security score is given; a check we did not run is never counted as passed.

The 18 checks at a glanceour test · 2026-11-01

Inventory: exercised
Hidden instructions: exercised
Real execution: not run · our policy
Secret leak: not run · nothing to check it against
Internal addresses: not run · our policy
Unconfirmed changes: not run · our policy
Bad input: not run · our policy
Model requests: not run · nothing to check it against
Sensitive questions: not run · nothing to check it against
Folder boundary: not run · our policy
Log leaks: not run · nothing to check it against
Hidden content: not run · nothing to check it against
Fake assistant turns: not applicable
Token passthrough: not applicable
Token audience: not applicable
Sign-in redirect: not run · our policy
Consent handling: not testable from outside
Sign-in metadata: not applicable

2 exercised12 not run (reason given)4 not applicable

Each check ends in exactly one state: exercised, not run (with the reason), or not applicable (with the reason). 2 of the 14 checks that apply to it were exercised. We do not publish security-check outcomes for named servers.

Exercised · 2

1Inventory
tool-listReads the declared tools, resources and prompts.exercised
2Hidden instructions
description-poisoningLooks for hidden instructions in tool descriptions.exercised

Not run, with the reason · 12

3Real execution
real-executionCalls a tool and checks what really happens.This check calls the server's tools. ProtocolProbe calls no server's tools for anything it publishes; an operator can run this check on their own server with our self-test command.not run · our policy
4Secret leak
canary-leakPlants a fake secret and checks whether it leaks.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
5Internal addresses
ssrfChecks whether a tool can be steered to internal addresses.This check calls the server's tools. ProtocolProbe calls no server's tools for anything it publishes; an operator can run this check on their own server with our self-test command.not run · our policy
6Unconfirmed changes
write-without-confirmationChecks whether tools that change data act without asking.This check calls the server's tools. ProtocolProbe calls no server's tools for anything it publishes; an operator can run this check on their own server with our self-test command.not run · our policy
7Bad input
error-handlingSends bad input and watches how the server answers.This check calls the server's tools. ProtocolProbe calls no server's tools for anything it publishes; an operator can run this check on their own server with our self-test command.not run · our policy
8Model requests
samplingChecks whether the server asks the client's model to act for it.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
9Sensitive questions
elicitation-sensitive-dataChecks whether the server asks users for sensitive data.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
10Folder boundary
root-boundaryChecks whether the server reaches outside the folders it was given.This check calls the server's tools. ProtocolProbe calls no server's tools for anything it publishes; an operator can run this check on their own server with our self-test command.not run · our policy
11Log leaks
logging-side-channelChecks whether log messages carry data they should not.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
12Hidden content
audience-hidingChecks resources that hide content from the user.This check needs content the server returns, and nothing was read or called.not run · nothing to check it against
16Sign-in redirect
open-redirectChecks the sign-in redirect for abuse.Testing the sign-in redirect means sending probes to the operator's sign-in service, which we do not do.not run · our policy
17Consent handling
confused-deputyChecks consent handling when one service acts for another.Depends on the operator's own consent screen, which differs per server and cannot be tested from outside.not testable from outside

Does not apply to this server · 4

13Fake assistant turns
fake-assistant-turnChecks prompts that pose as the assistant's own words.The server exposes no prompts.not applicable
14Token passthrough
token-passthroughChecks whether the server forwards a user's token to other services.The server opened a session without sign-in, so there is no token flow to check.not applicable
15Token audience
token-audience-validationChecks whether tokens meant for another service are accepted.The server opened a session without sign-in, so there is no token flow to check.not applicable
18Sign-in metadata
oauth-url-schemeChecks the published sign-in metadata for unsafe URLs.No sign-in (OAuth) metadata is published, so there are no sign-in addresses to check.not applicable

Source: our own test, 2026-11-01, mcp-runtime-engine@0.1.0. Which checks count and why follows our published scoring model.

What happened during the test?

Feature #8

The steps in order, as the test record holds them.

0 msStarted a read-only session with the server's remote endpoint
852 msConnected after 0 redirects. No credential was sent or needed.
Read the inventory: 55 tools, 0 resources, 0 prompts.
3,719 msFinished: 2 checks exercised.

Reference

How is it classified?

18 fields

One value per field, each with its source. Fields written by AI models are marked. A field with no value says why.

TopicAI-classified

pending: added in the weekly update

listed 2026-11-01; not classified yet

Pricing modelAI-classified

not checked

no website in the registry entry

Programming language

Python

api.github.com · 2026-11-01

Hosting type

remote and local package

registry · 2026-11-01

MCP capability

tools

our test · 2026-11-01

Transport

standard input/output, streamable HTTP

registry · 2026-11-01

Required credentials

requires a secret

registry · 2026-11-01 · no declaration is not a guarantee

Package registry

pypi

registry · 2026-11-01

Freshness

0–30 days

registry updatedAt · 2026-11-01

Lifecycle status

active

registry · 2026-11-01

License class

permissive

package registry · 2026-11-01

Integrity hash

declared (sha256)

package registry · 2026-11-01

Signature / provenance

does not apply

PyPI publishes no registry signature or attestation equivalent to npm dist.signatures

Dependency advisories

none known

OSV.dev · 2026-11-01

Popularity

0 downloads a month

package registry · 2026-11-01

Publisher signals

owner: a personal account · repository age: 91–180 days · stars: 0–9

api.github.com · 2026-11-01

Maintenance

active

api.github.com · 2026-11-01

Environment

either (remote or your machine)

where it runs, from the hosting type · 2026-11-01

“Not stated” means the source did not state it; “does not apply” means it does not apply to this kind of server; “our limit” means our own lookup failed. A linked value opens the directory filtered to the same value.

Cite or correct this page

Sources and corrections

Suggested citation

ProtocolProbe. “io.github.shichuanqiong/swarmdm: MCP server record.” Data checked 2026-11-01. https://protocolprobe.com/mcp/servers/io.github.shichuanqiong/swarmdm

Figures are valid for the date shown. Our facts on this page are CC BY 4.0: reuse them with a link and the check date. Quoted text (the publisher’s descriptions, website quotes, tool names) is not ours to license.

As JSON: this record in the API · API documentation.

Badge for your README

[![ProtocolProbe](https://protocolprobe.com/api/v1/badge/io.github.shichuanqiong/swarmdm)](https://protocolprobe.com/mcp/servers/io.github.shichuanqiong/swarmdm)

It shows this server's record-check count: facts from public records, no tool called. It is not a security rating or a pass. It links here and updates after each data reload.

Something wrong, or is this yours?

If a fact here is wrong, tell us and we will re-check it. If you operate this server, you can run our checks on it yourself with the free self-test command; we call no server’s tools ourselves for anything shown here.

Write to hello@protocolprobe.com · corrections log · methodology