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Agent Swarm

Runs onlineCredentials listedRepository declared by sourceUpdated 2026-10-09

io.github.desplega-ai/agent-swarm · Registry status: active

Report data on this entry

At a glance

Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration.

Vendor's own description, untranslated and unverified

Execution location
Runs onlineMCP-Register · 2026-08-23
Required secrets declared
Credentials listedMCP-Register · 2026-08-23
Declared version and change
1.167.0 · Source-reported change date 2026-10-09MCP-Register · 2026-10-10
Repository as declared
github.com/desplega-ai/agent-swarmMCP-Register · 2026-08-23
Configuration
can be built from the disclosed start template

Inspect connection paths and prerequisites

Related categories

6 of 10 categories. All categories in the segment catalogue

Page last changed:

Sources and collection
Runs
Runs online
Credentials
Credentials listed
Registry record changed
2026-10-09
Setup
Template available
Registry name
io.github.desplega-ai/agent-swarm
Package coordinate
npm:@desplega.ai/agent-swarm
Declared version
1.167.0
Source-reported listing date
2026-10-09
Source-reported change date
2026-10-09
First seen by tracevero
2026-08-23
Vendor's website
https://docs.agent-swarm.dev

Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin. What the confidence levels mean

Measured values

Measured values
Required secrets declaredCredentials listed yes
Original data – Required secret variables (raw): AGENT_SWARM_API_KEY
Original data – Required secret headers (raw): Authorization
Source: MCP-Register · collected on 2026-08-23 · derived
Execution locationRuns online remote
Original data – Transports (raw): streamable-http, streamable-http
Source: MCP-Register · collected on 2026-08-23 · derived
Path argument presentno
Original data – Path arguments (raw): confirmed absent
Original data – Path environment variables (raw): confirmed absent
Source: MCP-Register · collected on 2026-08-23 · derived
Repository URL listedRepository declared by source yes
Original data – Repository (raw): https://github.com/desplega-ai/agent-swarm
Source: MCP-Register · collected on 2026-08-23 · derived
Declared version1.167.0
Source: MCP-Register · collected on 2026-10-10 · self-declared

What is measured is what a manifest declares, not what a piece of software does. This registry fetches no repository URL, no endpoint and no package index; nothing here is verified. Which value comes from which source, and by which rule it was formed, is set out in the Methodology.

Where this server connects to

Address as stated in the raw record
https://{swarm_host}/mcp-user
Host
{swarm_host} Entries carrying exactly this value: 1

Taken verbatim from the raw record. The registry does not call this address and does not infer a shared operator from a shared host.

Source data25

Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin.

Raw values
Description (raw)Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration.
Source: MCP-Register · collected on 2026-08-26 · self-declared
Environment variables (raw)AGENT_SWARM_API_KEY
Source: MCP-Register · collected on 2026-08-23 · self-declared
Required secret variables (raw)AGENT_SWARM_API_KEY
Source: MCP-Register · collected on 2026-08-23 · self-declared
Transports (raw)streamable-http, streamable-http
Source: MCP-Register · collected on 2026-08-23 · self-declared
Path arguments (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Repository (raw)https://github.com/desplega-ai/agent-swarm
Source: MCP-Register · collected on 2026-08-23 · self-declared
Package registries (raw)npm
Source: MCP-Register · collected on 2026-08-23 · self-declared
Required secret headers (raw)Authorization
Source: MCP-Register · collected on 2026-08-23 · self-declared
Path environment variables (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Remote URLs (raw)https://{swarm_host}/mcp-user
Source: MCP-Register · collected on 2026-10-05 · self-declared
Remote hosts (raw){swarm_host}
Source: MCP-Register · collected on 2026-08-23 · self-declared
Registry status message (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
First listed in the registry (raw)2026-10-09
Source: MCP-Register · collected on 2026-10-10 · self-declared
Last changed in the registry (raw)2026-10-09
Source: MCP-Register · collected on 2026-10-10 · self-declared
Schema version of the raw record (raw)https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json
Source: MCP-Register · collected on 2026-08-23 · self-declared
Delivery form (raw)package and remote
Source: MCP-Register · collected on 2026-08-23 · self-declared
Repository platform (raw)github
Source: MCP-Register · collected on 2026-08-23 · self-declared
Repository subfolder (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Package identifiers (raw)@desplega.ai/agent-swarm
Source: MCP-Register · collected on 2026-08-23 · self-declared
Package versions (raw)1.167.0
Source: MCP-Register · collected on 2026-10-10 · self-declared
Runtime hints (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Environment variable formats (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Environment variable descriptions (raw)AGENT_SWARM_API_KEY=API key for your local Agent Swarm instance.
Source: MCP-Register · collected on 2026-08-23 · self-declared
Icon formats (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-23 · self-declared
Connection paths (source structure){"packages":[{"registryType":"npm","identifier":"@desplega.ai/agent-swarm","version":"1.167.0","transport":"streamable-http","environment":[{"name":"AGENT_SWARM_API_KEY","description":"API key for your local Agent Swarm instance.","required":true,"secret":true}],"additional_arguments_declared":true}],"remotes":[{"url":"https://{swarm_host}/mcp-user","transport":"streamable-http","headers":[{"name":"Authorization","description":"Bearer aswt_<token> for an active user on your swarm. Ask a swarm operator to mint it in People > your user > Tokens, or via POST /api/users/{id}/mcp-tokens. Copy the plaintext when minted (shown once). Include the Bearer prefix. The shared swarm API key is not accepted. No endpoint enablement flag is required.","required":true,"secret":true}]}]}
Source: MCP-Register · collected on 2026-10-10 · self-declared
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[![tracevero: number of measured values and date of collection for this registry entry](https://tracevero.com/badge/mcp/io-github-desplega-ai-agent-swarm.svg)](https://tracevero.com/mcp/io-github-desplega-ai-agent-swarm)

The image is drawn again on every request, so it always reports the current state while the pasted line stays as it is. It carries no rating and no traffic light – only the two measured figures.

Changes

Changes
2026-10-10Declared version: 1.166.0 → 1.167.0
2026-10-10Last changed in the registry (raw): 2026-10-08 → 2026-10-09
2026-10-10First listed in the registry (raw): 2026-10-08 → 2026-10-09

These are the 3 most recent changes to this entry. Full history

tracevero · https://tracevero.com/mcp/io-github-desplega-ai-agent-swarm