SwarmIO

AI that does real work for you: cited web research, plans, finance, horoscopes. Self-serve.

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Calidad y seguridad

B
Calidad de la descripción
95%
Integridad del esquema
77%
Calidad de los nombres
67%
Riesgo de envenenamiento
80%
Coincidencia de permisos
90%
Cumplimiento del protocolo
100%

Hallazgos (14)

  • HIGHTool poisoning patterns detected
  • MEDIUMTool description contains URL to non-standard domainen runs.launch
  • LOWTool 'modes.list' description lacks action verben modes.list
  • LOWTool 'market.pulse' doesn't follow camelCase/snake_caseen market.pulse
  • LOWTool 'route.classify' doesn't follow camelCase/snake_caseen route.classify
  • LOWTool 'runs.launch' doesn't follow camelCase/snake_caseen runs.launch
  • LOWTool 'runs.get' doesn't follow camelCase/snake_caseen runs.get
  • LOWTool 'runs.wait' doesn't follow camelCase/snake_caseen runs.wait
  • LOWTool 'runs.report' doesn't follow camelCase/snake_caseen runs.report
  • LOWTool 'runs.cancel' doesn't follow camelCase/snake_caseen runs.cancel

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~2,865Tokens (definiciones de herramientas)
~2.1 KBTamaño de respuesta típico
Impacto significativo en la atención (2.24% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

{
  "mcpServers": {
    "swarmio": {
      "url": "https://ioswarm.io/mcp"
    }
  }
}

Puntos de conexión remotos

https://ioswarm.io/mcpstreamable-http

Qué puede hacer

Inventario de herramientas

Herramientas (12)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢market.pulse

FREE, no key, no account: live prices for BTC, ETH, SOL, AMZN and NVDA with the session's change, plus today's news — the platform's newest published news digest parsed into stories with source links, and the market wire's latest headlines. Refreshed every minute (prices) and every ten minutes (news). Call this first to see what the swarm's data looks like before spending anything.

Esquema de entrada

{
  "type": "object",
  "properties": {}
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "as_of": {
      "description": "RFC 3339 time this document was rendered.",
      "type": "string"
    },
    "attribution": {
      "type": "string"
    },
    "free": {
      "description": "Always true — this call is never charged.",
      "type": "boolean"
    },
    "news": {
      "additionalProperties": true,
      "properties": {
        "as_of": {
          "type": [
            "string",
            "null"
          ]
        },
        "digest": {
          "description": "The newest published news digest, parsed: {title, as_of, report_url, stories:[{headline, link, source, excerpt}]}. Null when no digest ran in the last 36 hours.",
          "type": [
            "object",
            "null"
          ]
        },
        "headlines": {
          "description": "Latest market-wire headlines: {headline, link, publisher, published, summary}.",
          "items": {
            "additionalProperties": true,
            "type": "object"
          },
          "type": "array"
        }
      },
      "type": "object"
    },
    "next": {
      "additionalProperties": true,
      "description": "How to get the same data over MCP and how to commission a real report.",
      "type": "object"
    },
    "prices": {
      "description": "One entry per symbol that priced this cycle, in list order.",
      "items": {
        "additionalProperties": true,
        "properties": {
          "as_of": {
            "type": "string"
          },
          "change_pct": {
            "description": "Session change in percent; null where the source has no session (crypto spot).",
            "type": [
              "number",
              "null"
            ]
          },
          "currency": {
            "type": "string"
          },
          "price": {
            "type": "number"
          },
          "source": {
            "description": "pyth | yahoo.",
            "type": "string"
          },
          "symbol": {
            "type": "string"
          }
        },
        "required": [
          "symbol",
          "price",
          "currency",
          "source",
          "as_of"
        ],
        "type": "object"
      },
      "type": "array"
    },
    "prices_as_of": {
      "type": [
        "string",
        "null"
      ]
    },
    "symbols": {
      "description": "The fixed symbol list served.",
      "items": {
        "type": "string"
      },
      "type": "array"
    }
  },
  "required": [
    "as_of",
    "prices",
    "news"
  ],
  "additionalProperties": true
}
🟢search(query)

Search the swarm's published research: the featured shelf, the operator's daily news / markets / AI digests, and — when a key is presented — the caller's own reports. Every hit is a finished, cited, evidence-graded report. Returns {results:[{id,title,url}]}; pass an id to fetch. No key needed for the public corpus. (The research-connector contract: this is what a ChatGPT or Claude connector calls.)

Esquema de entrada

{
  "type": "object",
  "properties": {
    "query": {
      "description": "Words to match against report titles and text.",
      "type": "string"
    }
  },
  "required": [
    "query"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "results": {
      "items": {
        "additionalProperties": true,
        "properties": {
          "finished_at": {
            "type": [
              "string",
              "null"
            ]
          },
          "id": {
            "description": "Pass to fetch.",
            "type": "string"
          },
          "kind": {
            "description": "featured | free | own.",
            "type": "string"
          },
          "mode": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "url": {
            "description": "The public report page, or the API report URL for a private run.",
            "type": "string"
          }
        },
        "required": [
          "id",
          "title",
          "url"
        ],
        "type": "object"
      },
      "type": "array"
    }
  },
  "required": [
    "results"
  ],
  "additionalProperties": true
}
🟢fetch(id)

Read one report by the id search returned: the full markdown text with its citations and evidence header, plus title, url and metadata. Public reports need no key; a caller's own reports need theirs.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "id": {
      "description": "A result id from search (a run id).",
      "type": "string"
    }
  },
  "required": [
    "id"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "metadata": {
      "additionalProperties": true,
      "type": "object"
    },
    "text": {
      "description": "The report as markdown.",
      "type": "string"
    },
    "title": {
      "type": "string"
    },
    "url": {
      "type": "string"
    }
  },
  "required": [
    "id",
    "title",
    "text",
    "url"
  ],
  "additionalProperties": true
}
🟢route.classify(prompt)

Classify a freeform request into the right mode (research, news, finance, astrology, …) before spending a run. Never charged.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "prompt": {
      "description": "The freeform request to classify, e.g. 'compare the best espresso grinders under $300'.",
      "type": "string"
    }
  },
  "required": [
    "prompt"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "alternates": {
      "description": "Other plausible modes, best first.",
      "type": "array"
    },
    "confidence": {
      "description": "Router confidence, 0–1.",
      "type": "number"
    },
    "fields": {
      "description": "Fields the router extracted from the prompt (mode-specific).",
      "type": "object"
    },
    "from_llm": {
      "description": "True when the LLM router answered, false for the offline heuristic.",
      "type": "boolean"
    },
    "mode": {
      "description": "The chosen mode id — pass it to runs.launch.",
      "type": "string"
    },
    "rationale": {
      "description": "Why this mode was picked.",
      "type": "string"
    }
  },
  "required": [
    "mode",
    "confidence"
  ],
  "additionalProperties": true
}
🟡runs.launch(input, max_workers, mode)

Launch a run: agents search the web, read sources, and write a cited report — real work, done for the caller. BILLED from the caller's credits. Returns the run record; poll runs.get until completed, then runs.report. Modes: research, news, product, trips, trainer, finance, astrology, horoscope (astrology/horoscope take Birth date constraint lines — see https://ioswarm.io/llms.txt).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "input": {
      "description": "The question or brief. astrology/horoscope take constraint lines ('- Birth date: YYYY-MM-DD', optional Birth time + Timezone, Latitude/Longitude) — contract at https://ioswarm.io/llms.txt.",
      "type": "string"
    },
    "max_workers": {
      "description": "Optional parallelism override (worker count). Omit for the mode default.",
      "type": "integer"
    },
    "mode": {
      "description": "A mode id from modes.list, e.g. 'research'.",
      "type": "string"
    }
  },
  "required": [
    "mode",
    "input"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "estimated_credits": {
      "description": "The credit estimate reserved at launch; settled from real usage at completion.",
      "type": "number"
    },
    "run_id": {
      "description": "The run's id — pass to runs.get / runs.report / runs.cancel.",
      "type": "string"
    },
    "status": {
      "description": "'running' on acceptance.",
      "type": "string"
    }
  },
  "required": [
    "run_id",
    "status"
  ],
  "additionalProperties": true
}
🟢runs.get(run_id)

A run's status and metadata. Poll until status is completed/failed/cancelled.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "run_id": {
      "description": "The run_id returned by runs.launch.",
      "type": "string"
    }
  },
  "required": [
    "run_id"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "cancelling": {
      "description": "A stop was requested but the run has not unwound yet.",
      "type": "boolean"
    },
    "error": {
      "description": "Failure detail when status is failed, else null.",
      "type": [
        "string",
        "object",
        "null"
      ]
    },
    "finished_at": {
      "description": "RFC 3339 completion time; null while running.",
      "type": [
        "string",
        "null"
      ]
    },
    "has_report": {
      "description": "True once runs.report will answer with the report.",
      "type": "boolean"
    },
    "meta": {
      "description": "Run metadata: id, mode, title, timing.",
      "type": "object"
    },
    "status": {
      "description": "running | completed | failed | cancelled.",
      "type": "string"
    },
    "usage": {
      "description": "Token meters for the run — null while the run is still running, an object once it settles.",
      "type": [
        "object",
        "null"
      ]
    }
  },
  "additionalProperties": true
}
🟢runs.wait(run_id, timeout_secs)

Block until a run finishes, then return its record — and its report when it completed. Runs take 3–10 minutes; call this instead of polling runs.get in a loop. Returns early with timed_out=true after timeout_secs (default 90, max 240): call it again with the same run_id to keep waiting. Never charged.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "run_id": {
      "description": "The run_id returned by runs.launch.",
      "type": "string"
    },
    "timeout_secs": {
      "description": "How long this call may wait before returning the current status. Default 90, max 240.",
      "type": "integer"
    }
  },
  "required": [
    "run_id"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "report": {
      "description": "The report (as runs.report) when status is completed, else null.",
      "type": [
        "object",
        "null"
      ]
    },
    "run": {
      "description": "The run record (as runs.get).",
      "type": "object"
    },
    "run_id": {
      "type": "string"
    },
    "status": {
      "description": "running | completed | failed | cancelled.",
      "type": "string"
    },
    "timed_out": {
      "description": "True when the wait window elapsed first — call again.",
      "type": "boolean"
    },
    "waited_secs": {
      "type": "integer"
    }
  },
  "required": [
    "run_id",
    "status",
    "timed_out"
  ],
  "additionalProperties": true
}
🟢runs.report(run_id)

The finished, cited report for a completed run (report_text is markdown).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "run_id": {
      "description": "The run_id returned by runs.launch.",
      "type": "string"
    }
  },
  "required": [
    "run_id"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "report_text": {
      "description": "The full report as markdown, citations inline.",
      "type": "string"
    }
  },
  "additionalProperties": true
}
🔴runs.cancel(run_id)

Stop a running job.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "run_id": {
      "description": "The run_id returned by runs.launch.",
      "type": "string"
    }
  },
  "required": [
    "run_id"
  ]
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "run_id": {
      "type": "string"
    },
    "status": {
      "description": "'cancelling' — the run unwinds itself; poll runs.get for the terminal state.",
      "type": "string"
    }
  },
  "required": [
    "run_id",
    "status"
  ],
  "additionalProperties": true
}
🟢billing.balance

The caller's credit balance and plan state.

Esquema de entrada

{
  "type": "object",
  "properties": {}
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "balance": {
      "description": "Credits available right now.",
      "type": "number"
    },
    "currency": {
      "type": "string"
    },
    "granted_total": {
      "description": "Credits ever granted (welcome + top-ups).",
      "type": "number"
    },
    "plan": {
      "type": "string"
    },
    "spent_total": {
      "description": "Credits ever spent on runs.",
      "type": "number"
    },
    "user_id": {
      "type": "string"
    }
  },
  "required": [
    "balance"
  ],
  "additionalProperties": true
}
🟢billing.topup_terms

How to refill credits machine-to-machine: USDC on Base to a published address, verified on-chain. Returns the pay_to address, minimum, and rate. Public — no credentials needed.

Esquema de entrada

{
  "type": "object",
  "properties": {}
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "asset": {
      "description": "'USDC'.",
      "type": "string"
    },
    "chain_id": {
      "description": "8453 (Base mainnet).",
      "type": "integer"
    },
    "contract": {
      "description": "The USDC token contract to transfer.",
      "type": "string"
    },
    "credits_per_usd": {
      "description": "Base rate; volume bonus applies on top.",
      "type": "number"
    },
    "enabled": {
      "description": "False while the operator has published no receiving address.",
      "type": "boolean"
    },
    "how": {
      "description": "The exact top-up procedure, step by step.",
      "type": "string"
    },
    "min_confirmations": {
      "description": "Confirmations required before crediting.",
      "type": "integer"
    },
    "min_usd": {
      "description": "Smallest top-up accepted, in USD.",
      "type": "number"
    },
    "network": {
      "description": "'base'.",
      "type": "string"
    },
    "pay_to": {
      "description": "The receiving address — present when enabled is true.",
      "type": "string"
    }
  },
  "required": [
    "enabled",
    "network",
    "asset",
    "contract",
    "min_usd",
    "credits_per_usd",
    "min_confirmations",
    "how"
  ],
  "additionalProperties": true
}
🟢modes.list

The launchable modes with a one-line contract for each. Static; never charged, no credentials needed.

Esquema de entrada

{
  "type": "object",
  "properties": {}
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "modes": {
      "items": {
        "additionalProperties": true,
        "properties": {
          "contract": {
            "description": "What the mode does, one line.",
            "type": "string"
          },
          "id": {
            "description": "Pass to runs.launch as mode.",
            "type": "string"
          }
        },
        "required": [
          "id",
          "contract"
        ],
        "type": "object"
      },
      "type": "array"
    },
    "route_first": {
      "description": "How to classify a freeform prompt into a mode id.",
      "type": "string"
    }
  },
  "required": [
    "modes"
  ],
  "additionalProperties": true
}

Prompts recomendados

search_research
Search for information about [topic] using SwarmIO
Herramientas esperadas: search
find_specific
Find [specific item] using SwarmIO
Herramientas esperadas: search
retrieve_data
Get details about [item] from SwarmIO
Herramientas esperadas: fetch
fetch_info
Fetch [information type] using SwarmIO
Herramientas esperadas: fetch
list_items
List all [items] available in SwarmIO
Herramientas esperadas: modes.list

Comunidad

Califica este servidor

Evidencia

Observaciones recientes

verificadoversión no registrada12 herramientas
verificadoversión no registrada12 herramientas