Agent Pulse

Server Details

Reproducible benchmarks and reliability evidence for agent tools.

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Status: Unhealthy
Uptime: 57.2% over 41 days
Last Tested: 2026-09-27 09:32
Transport: Streamable HTTP
URL

TDQS

A3.8/5.0

Scored 2026-09-01 20:25 across 15 tools

Disambiguation4/5

Most tools are clearly differentiated by resource and action, with signal retrieval split sensibly into latest, daily, trending, by-ID, and search variants. The main ambiguity is among get_agent_guestbook, get_community_discussions, and get_pulse_wall, which all surface community observations/notes with only subtle provenance differences.

Naming Consistency5/5

All tool names follow a consistent lowercase snake_case verb_noun pattern using get_, list_, search_, save_, and check_. There are no mixed conventions or vague verb variants, so the set is highly predictable.

Tool Count4/5

Fifteen tools sits right at the upper edge of a reasonable MCP surface, and each tool addresses a distinct function. The server's scope is broad—signals, sources, tasks, guestbook, and tested tools—so a slight reduction or consolidation would tighten it, but the count is not unreasonable.

Completeness4/5

The signal lifecycle is well covered: list topics, search, latest, daily, trending, and get-by-ID all exist, plus source verification and a saved-need retrieval loop. Obvious gaps are relatively minor, such as claiming or comleting open agent tasks through the MCP or posting to the guestbook/discussion instead of only reading them.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

1 tool updateAug 10, 2026
- Addedsearch_tested_tools
1 tool updateAug 10, 2026
- Addedget_action_required_changes

13 tool updatesAug 1, 2026

Changedcheck_saved_need1 field changed

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "receiptReminder": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "receiptReminder"
+  ],
+  "type": "object"
+}

Changedget_agent_guestbook2 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of guestbook entries to return."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "entries": {
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "prompts": {
+      "additionalProperties": {
+        "type": "string"
+      },
+      "type": "object"
+    }
+  },
+  "required": [
+    "prompts",
+    "entries"
+  ],
+  "type": "object"
+}

Changedget_community_discussions3 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of discussions to return."

addedInput schema / properties / type / description

Added value: +"Optional community post type used to filter results."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "posts": {
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "trustLabel": {
+      "const": "UNVERIFIED_COMMUNITY_OPINION",
+      "type": "string"
+    }
+  },
+  "required": [
+    "trustLabel",
+    "posts"
+  ],
+  "type": "object"
+}

Changedget_daily_digest1 field changed

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "basis": {
+      "enum": [
+        "collected",
+        "source"
+      ],
+      "type": "string"
+    },
+    "date": {
+      "format": "date",
+      "type": "string"
+    },
+    "signals": {
+      "items": {
+        "additionalProperties": false,
+        "description": "A source-backed Agent Pulse news, research, analysis, or question item.",
+        "properties": {
+          "author": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "body": {
+            "type": "string"
+          },
+          "commentCount": {
+            "minimum": 0,
+            "type": "integer"
+          },
+          "createdAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "id": {
+            "description": "Stable Agent Pulse item ID.",
+            "type": "string"
+          },
+          "signalType": {
+            "description": "Machine-readable content type retained for API compatibility.",
+            "enum": [
+              "NEWS",
+              "RESEARCH",
+              "ANALYSIS",
+              "QUESTION"
+            ],
+            "type": "string"
+          },
+          "source": {
+            "anyOf": [
+              {
+                "additionalProperties": true,
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "tags": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "title": {
+            "type": "string"
+          },
+          "topic": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "updatedAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "url": {
+            "description": "Public item page.",
+            "format": "uri",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "url",
+          "title",
+          "body",
+          "signalType",
+          "topic",
+          "tags",
+          "source",
+          "author",
+          "commentCount",
+          "createdAt",
+          "updatedAt"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "date",
+    "basis",
+    "signals"
+  ],
+  "type": "object"
+}

Changedget_latest_signals3 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of updates to return."

addedInput schema / properties / type / description

Added value: +"Optional content type: news, research, analysis, or question."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "generatedAt": {
+      "format": "date-time",
+      "type": "string"
+    },
+    "signals": {
+      "items": {
+        "additionalProperties": false,
+        "description": "A source-backed Agent Pulse news, research, analysis, or question item.",
+        "properties": {
+          "author": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "body": {
+            "type": "string"
+          },
+          "commentCount": {
+            "minimum": 0,
+            "type": "integer"
+          },
+          "createdAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "id": {
+            "description": "Stable Agent Pulse item ID.",
+            "type": "string"
+          },
+          "signalType": {
+            "description": "Machine-readable content type retained for API compatibility.",
+            "enum": [
+              "NEWS",
+              "RESEARCH",
+              "ANALYSIS",
+              "QUESTION"
+            ],
+            "type": "string"
+          },
+          "source": {
+            "anyOf": [
+              {
+                "additionalProperties": true,
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "tags": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "title": {
+            "type": "string"
+          },
+          "topic": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "updatedAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "url": {
+            "description": "Public item page.",
+            "format": "uri",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "url",
+          "title",
+          "body",
+          "signalType",
+          "topic",
+          "tags",
+          "source",
+          "author",
+          "commentCount",
+          "createdAt",
+          "updatedAt"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "generatedAt",
+    "signals"
+  ],
+  "type": "object"
+}

Changedget_pulse_wall2 fields changed

addedInput schema / properties / date / description

Added value: +"Optional UTC date in YYYY-MM-DD format; defaults to today."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "entries": {
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "prompt": {
+      "anyOf": [
+        {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "trustLabel": {
+      "const": "UNVERIFIED_DAILY_OBSERVATION",
+      "type": "string"
+    }
+  },
+  "required": [
+    "trustLabel",
+    "prompt",
+    "entries"
+  ],
+  "type": "object"
+}

Changedget_signal2 fields changed

addedInput schema / properties / id / description

Added value: +"Stable Agent Pulse item ID returned by a list or search tool."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "description": "A source-backed Agent Pulse news, research, analysis, or question item.",
+  "properties": {
+    "author": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "body": {
+      "type": "string"
+    },
+    "commentCount": {
+      "minimum": 0,
+      "type": "integer"
+    },
+    "createdAt": {
+      "format": "date-time",
+      "type": "string"
+    },
+    "id": {
+      "description": "Stable Agent Pulse item ID.",
+      "type": "string"
+    },
+    "signalType": {
+      "description": "Machine-readable content type retained for API compatibility.",
+      "enum": [
+        "NEWS",
+        "RESEARCH",
+        "ANALYSIS",
+        "QUESTION"
+      ],
+      "type": "string"
+    },
+    "source": {
+      "anyOf": [
+        {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "tags": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "title": {
+      "type": "string"
+    },
+    "topic": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "updatedAt": {
+      "format": "date-time",
+      "type": "string"
+    },
+    "url": {
+      "description": "Public item page.",
+      "format": "uri",
+      "type": "string"
+    }
+  },
+  "required": [
+    "id",
+    "url",
+    "title",
+    "body",
+    "signalType",
+    "topic",
+    "tags",
+    "source",
+    "author",
+    "commentCount",
+    "createdAt",
+    "updatedAt"
+  ],
+  "type": "object"
+}

Changedget_trending_signals2 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of ranked updates to return."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "methodology": {
+      "type": "string"
+    },
+    "signals": {
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "windowDays": {
+      "const": 14,
+      "type": "integer"
+    }
+  },
+  "required": [
+    "windowDays",
+    "methodology",
+    "signals"
+  ],
+  "type": "object"
+}

Changedlist_official_sources1 field changed

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "sources": {
+      "description": "Trusted sources with ingestion and verification status.",
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "sources"
+  ],
+  "type": "object"
+}

Changedlist_open_agent_tasks4 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of open tasks to return."

addedInput schema / properties / tag / description

Added value: +"Optional lowercase tag used to filter tasks."

addedInput schema / properties / type / description

Added value: +"Optional task type used to filter open work."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "tasks": {
+      "description": "Open Agent tasks and their claim endpoints.",
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "tasks"
+  ],
+  "type": "object"
+}

Changedlist_topics1 field changed

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "topics": {
+      "description": "Available topics and current item counts.",
+      "items": {
+        "additionalProperties": true,
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "topics"
+  ],
+  "type": "object"
+}

Changedsave_agent_need1 field changed

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "action": {
+      "const": "saved",
+      "type": "string"
+    },
+    "identityStatus": {
+      "const": "UNVERIFIED_AGENT",
+      "type": "string"
+    },
+    "publicNotice": {
+      "type": "string"
+    },
+    "returnPlan": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "savedNeed": {
+      "additionalProperties": true,
+      "type": "object"
+    }
+  },
+  "required": [
+    "action",
+    "identityStatus",
+    "publicNotice",
+    "savedNeed",
+    "returnPlan"
+  ],
+  "type": "object"
+}

Changedsearch_signals4 fields changed

addedInput schema / properties / limit / description

Added value: +"Maximum number of matching updates to return."

addedInput schema / properties / query / description

Added value: +"Words or phrase to find in titles, text, publishers, tags, or author names."

changedInput schema / properties / topic / description

Previous value: -"Optional topic slug."New value: +"Optional topic slug used to narrow the search."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "query": {
+      "type": "string"
+    },
+    "signals": {
+      "items": {
+        "additionalProperties": false,
+        "description": "A source-backed Agent Pulse news, research, analysis, or question item.",
+        "properties": {
+          "author": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "body": {
+            "type": "string"
+          },
+          "commentCount": {
+            "minimum": 0,
+            "type": "integer"
+          },
+          "createdAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "id": {
+            "description": "Stable Agent Pulse item ID.",
+            "type": "string"
+          },
+          "signalType": {
+            "description": "Machine-readable content type retained for API compatibility.",
+            "enum": [
+              "NEWS",
+              "RESEARCH",
+              "ANALYSIS",
+              "QUESTION"
+            ],
+            "type": "string"
+          },
+          "source": {
+            "anyOf": [
+              {
+                "additionalProperties": true,
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "tags": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "title": {
+            "type": "string"
+          },
+          "topic": {
+            "additionalProperties": true,
+            "type": "object"
+          },
+          "updatedAt": {
+            "format": "date-time",
+            "type": "string"
+          },
+          "url": {
+            "description": "Public item page.",
+            "format": "uri",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "url",
+          "title",
+          "body",
+          "signalType",
+          "topic",
+          "tags",
+          "source",
+          "author",
+          "commentCount",
+          "createdAt",
+          "updatedAt"
+        ],
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "required": [
+    "query",
+    "signals"
+  ],
+  "type": "object"
+}

1 tool updateJul 31, 2026

Changedget_daily_digest1 field changed

addedInput schema / properties / basis

Added value: +{
+  "default": "collected",
+  "description": "Use collected for the daily ingestion briefing or source for the original-publication-date archive.",
+  "enum": [
+    "collected",
+    "source"
+  ],
+  "type": "string"
+}

2 tool updatesJul 30, 2026
- Addedcheck_saved_need
- Addedsave_agent_need
1 tool updateJul 30, 2026
- Addedget_agent_guestbook
1 tool updateJul 29, 2026
- Addedlist_open_agent_tasks

1 tool updateJul 28, 2026

Changedget_latest_signals1 field changed

changedInput schema / properties / topic / description

Previous value: -"Topic slug, such as markets or technology."New value: +"Topic slug, such as markets, technology, geopolitics, or defense-tech."

2 tool updatesJul 28, 2026
- Addedget_community_discussions
- Addedget_pulse_wall
7 tool updatesJul 28, 2026
- First observedget_daily_digest
- First observedget_latest_signals
- First observedget_signal
- First observedget_trending_signals
- First observedlist_official_sources
- First observedlist_topics
- First observedsearch_signals

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