AIXBT

Search crypto intel

list_intel

Read-only

Search recent crypto developments using text and filters.

Input Schema

TableJSON Schema

Name	Required	Description
`sort`	No	Order by first detection (default) or latest reinforcement
`limit`	No	Results per page (default and maximum: 50)
`names`	No	Comma-separated Project names
`cursor`	No	Cursor returned in meta.nextCursor from the previous page
`grades`	No
`search`	No	Any text to match across Project identity and Intel content; combines with all filters
`address`	No	Token contract address
`tickers`	No	Comma-separated tickers
`activity`	No	Activity rows to include: all (default), source observations only, or none
`xHandles`	No	Comma-separated X handles
`assetTypes`	No	Comma-separated asset types; use get_vocabulary to list them
`categories`	No	Comma-separated Intel category names; use get_vocabulary and choose intelCategories[].name
`clusterIds`	No	Comma-separated cluster IDs
`projectIds`	No	Comma-separated Project IDs
`sentiments`	No	Comma-separated sentiments: positive, neutral, negative
`minClusters`	No	Minimum number of community clusters represented
`projectSlugs`	No	Comma-separated Project slugs
`detectedAfter`	No	Detected at or after this time (ISO 8601)
`detectedBefore`	No	Detected at or before this time (ISO 8601)
`projectRanking`	No	Only return Intel for Projects in the current trend ranking
`reinforcedAfter`	No	Reinforced at or after this time (ISO 8601)
`reinforcedBefore`	No	Reinforced at or before this time (ISO 8601)
`hasOfficialSource`	No	Set true to return only Intel with an official Project source

Output Schema

TableJSON Schema

Name	Required	Description	Default
`data`	Yes
`meta`	Yes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

Changed1 schema field changedAug 18, 2026
- removedInput schema / properties / grades / description
```
Removed value: -"Comma-separated grades: chipped, flawed, cut, polished, flawless"
```

Changed2 schema fields changedAug 17, 2026

changedInput schema / properties / projectRanking / description

Previous value: -"Only return Intel for Projects in the current trend or emergence ranking; emergence currently returns no rows while recalibrating"New value: +"Only return Intel for Projects in the current trend ranking"

changedInput schema / properties / projectRanking / enum

Previous value: -[
-  "trend",
-  "emergence"
-]New value: +[
+  "trend"
+]

Changed2 schema fields changedAug 14, 2026

changedInput schema / $schema

Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"

changedOutput schema / $schema

Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"

Changed1 schema field changedAug 12, 2026

changedInput schema / properties / projectRanking / description

Previous value: -"Only return Intel for Projects in the current trend or emergence ranking"New value: +"Only return Intel for Projects in the current trend or emergence ranking; emergence currently returns no rows while recalibrating"

Changed2 schema fields changedAug 12, 2026

changedInput schema / properties / projectRanking / description

Previous value: -"Only return Intel for Projects in the current trend ranking"New value: +"Only return Intel for Projects in the current trend or emergence ranking"

changedInput schema / properties / projectRanking / enum

Previous value: -[
-  "trend"
-]New value: +[
+  "trend",
+  "emergence"
+]

Changed2 schema fields changedAug 9, 2026

changedInput schema / properties / sort / description

Previous value: -"Order by latest content change (lastEvolvedAt, default), latest reinforcement, or first detection"New value: +"Order by first detection (default) or latest reinforcement"

changedInput schema / properties / sort / enum

Previous value: -[
-  "lastEvolvedAt",
-  "reinforcedAt",
-  "detectedAt"
-]New value: +[
+  "reinforcedAt",
+  "detectedAt"
+]

Changed5 schema fields changedAug 9, 2026

addedOutput schema / properties / data / items / properties / activity / items / additionalProperties
```
Added value: +false
```

removedOutput schema / properties / data / items / properties / activity / items / oneOf

Removed value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "action": {
-        "const": "follow",
-        "type": "string"
-      },
-      "clusters": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "id": {
-              "type": "string"
-            },
-            "name": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "id",
-            "name"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "detectedAt": {
-        "type": "string"
-      },
-      "eventTime": {
-        "additionalProperties": false,
-        "properties": {
-          "reason": {
-            "const": "not_stated",
-            "type": "string"
-          },
-          "status": {
-            "const": "unknown",
-            "type": "string"
-          }
-        },
-        "required": [
-          "status",
-          "reason"
-        ],
-        "type": "object"
-      },
-      "headline": {
-        "type": "string"
-      },
-      "occurredAt": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "detectedAt",
-      "occurredAt",
-      "action",
-      "eventTime"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "action": {
-        "enum": [
-          "observation",
-          "official_statement",
-          "correction",
-          "merge"
-        ],
-        "type": "string"
-      },
-      "clusters": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "id": {
-              "type": "string"
-            },
-            "name": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "id",
-            "name"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "detectedAt": {
-        "type": "string"
-      },
-      "eventTime": {
-        "oneOf": [
-          {
-            "additionalProperties": false,
-            "properties": {
-              "at": {
-                "type": "string"
-              },
-              "precision": {
-                "enum": [
-                  "instant",
-                  "day",
-                  "week",
-                  "month"
-                ],
-                "type": "string"
-              },
-              "relationToSource": {
-                "enum": [
-                  "current",
-                  "historical",
-                  "future"
-                ],
-                "type": "string"
-              },
-              "status": {
-                "const": "instant",
-                "type": "string"
-              }
-            },
-            "required": [
-              "status",
-              "at",
-              "precision",
-              "relationToSource"
-            ],
-            "type": "object"
-          },
-          {
-            "additionalProperties": false,
-            "properties": {
-              "endAt": {
-                "type": "string"
-              },
-              "precision": {
-                "enum": [
-                  "day",
-                  "week",
-                  "month"
-                ],
-                "type": "string"
-              },
-              "relationToSource": {
-                "enum": [
-                  "current",
-                  "historical",
-                  "future"
-                ],
-                "type": "string"
-              },
-              "startAt": {
-                "type": "string"
-              },
-              "status": {
-                "const": "interval",
-                "type": "string"
-              }
-            },
-            "required": [
-              "status",
-              "startAt",
-              "endAt",
-              "precision",
-              "relationToSource"
-            ],
-            "type": "object"
-          },
-          {
-            "additionalProperties": false,
-            "properties": {
-              "relationToSource": {
-                "enum": [
-                  "before_post",
-                  "after_post",
-                  "around_post"
-                ],
-                "type": "string"
-              },
-              "status": {
-                "const": "relative_unresolved",
-                "type": "string"
-              }
-            },
-            "required": [
-              "status",
-              "relationToSource"
-            ],
-            "type": "object"
-          },
-          {
-            "additionalProperties": false,
-            "properties": {
-              "reason": {
-                "enum": [
-                  "not_stated",
-                  "ambiguous",
-                  "ongoing"
-                ],
-                "type": "string"
-              },
-              "status": {
-                "const": "unknown",
-                "type": "string"
-              }
-            },
-            "required": [
-              "status",
-              "reason"
-            ],
-            "type": "object"
-          }
-        ]
-      },
-      "headline": {
-        "type": "string"
-      },
-      "occurredAt": {
-        "type": "string"
-      },
-      "sentiment": {
-        "additionalProperties": false,
-        "properties": {
-          "value": {
-            "enum": [
-              "positive",
-              "neutral",
-              "negative"
-            ],
-            "type": "string"
-          }
-        },
-        "required": [
-          "value"
-        ],
-        "type": "object"
-      },
-      "source": {
-        "additionalProperties": false,
-        "properties": {
-          "official": {
-            "type": "boolean"
-          },
-          "url": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "url",
-          "official"
-        ],
-        "type": "object"
-      }
-    },
-    "required": [
-      "detectedAt",
-      "occurredAt",
-      "action"
-    ],
-    "type": "object"
-  }
-]

addedOutput schema / properties / data / items / properties / activity / items / properties

Added value: +{
+  "action": {
+    "enum": [
+      "observation",
+      "official_statement",
+      "correction",
+      "merge"
+    ],
+    "type": "string"
+  },
+  "clusters": {
+    "items": {
+      "additionalProperties": false,
+      "properties": {
+        "id": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "id",
+        "name"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  "detectedAt": {
+    "type": "string"
+  },
+  "eventTime": {
+    "oneOf": [
+      {
+        "additionalProperties": false,
+        "properties": {
+          "at": {
+            "type": "string"
+          },
+          "precision": {
+            "enum": [
+              "instant",
+              "day",
+              "week",
+              "month"
+            ],
+            "type": "string"
+          },
+          "relationToSource": {
+            "enum": [
+              "current",
+              "historical",
+              "future"
+            ],
+            "type": "string"
+          },
+          "status": {
+            "const": "instant",
+            "type": "string"
+          }
+        },
+        "required": [
+          "status",
+          "at",
+          "precision",
+          "relationToSource"
+        ],
+        "type": "object"
+      },
+      {
+        "additionalProperties": false,
+        "properties": {
+          "endAt": {
+            "type": "string"
+          },
+          "precision": {
+            "enum": [
+              "day",
+              "week",
+              "month"
+            ],
+            "type": "string"
+          },
+          "relationToSource": {
+            "enum": [
+              "current",
+              "historical",
+              "future"
+            ],
+            "type": "string"
+          },
+          "startAt": {
+            "type": "string"
+          },
+          "status": {
+            "const": "interval",
+            "type": "string"
+          }
+        },
+        "required": [
+          "status",
+          "startAt",
+          "endAt",
+          "precision",
+          "relationToSource"
+        ],
+        "type": "object"
+      },
+      {
+        "additionalProperties": false,
+        "properties": {
+          "relationToSource": {
+            "enum": [
+              "before_post",
+              "after_post",
+              "around_post"
+            ],
+            "type": "string"
+          },
+          "status": {
+            "const": "relative_unresolved",
+            "type": "string"
+          }
+        },
+        "required": [
+          "status",
+          "relationToSource"
+        ],
+        "type": "object"
+      },
+      {
+        "additionalProperties": false,
+        "properties": {
+          "reason": {
+            "enum": [
+              "not_stated",
+              "ambiguous",
+              "ongoing"
+            ],
+            "type": "string"
+          },
+          "status": {
+            "const": "unknown",
+            "type": "string"
+          }
+        },
+        "required": [
+          "status",
+          "reason"
+        ],
+        "type": "object"
+      }
+    ]
+  },
+  "headline": {
+    "type": "string"
+  },
+  "occurredAt": {
+    "type": "string"
+  },
+  "sentiment": {
+    "additionalProperties": false,
+    "properties": {
+      "value": {
+        "enum": [
+          "positive",
+          "neutral",
+          "negative"
+        ],
+        "type": "string"
+      }
+    },
+    "required": [
+      "value"
+    ],
+    "type": "object"
+  },
+  "source": {
+    "additionalProperties": false,
+    "properties": {
+      "official": {
+        "type": "boolean"
+      },
+      "url": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "url",
+      "official"
+    ],
+    "type": "object"
+  }
+}

addedOutput schema / properties / data / items / properties / activity / items / required
```
Added value: +[
+  "action",
+  "detectedAt",
+  "occurredAt"
+]
```
addedOutput schema / properties / data / items / properties / activity / items / type
```
Added value: +"object"
```

Changed21 schema fields changedAug 9, 2026

changedInput schema / properties / activity / description

Previous value: -"Evidence trail mode: all (default), observations, or none"New value: +"Activity rows to include: all (default), source observations only, or none"

changedInput schema / properties / assetTypes / description

Previous value: -"Comma-separated asset types (live reads only)"New value: +"Comma-separated asset types; use get_vocabulary to list them"

changedInput schema / properties / categories / description

Previous value: -"Comma-separated intel categories (discover via get_vocabulary)"New value: +"Comma-separated Intel category names; use get_vocabulary and choose intelCategories[].name"

changedInput schema / properties / clusterIds / description

Previous value: -"Comma-separated cluster ids"New value: +"Comma-separated cluster IDs"

changedInput schema / properties / cursor / description

Previous value: -"Opaque cursor from a previous page (meta.nextCursor)"New value: +"Cursor returned in meta.nextCursor from the previous page"

changedInput schema / properties / detectedAfter / description

Previous value: -"ISO 8601 lower bound"New value: +"Detected at or after this time (ISO 8601)"

changedInput schema / properties / detectedBefore / description

Previous value: -"ISO 8601 upper bound"New value: +"Detected at or before this time (ISO 8601)"

addedInput schema / properties / hasOfficialSource / description

Added value: +"Set true to return only Intel with an official Project source"

addedInput schema / properties / limit / description

Added value: +"Results per page (default and maximum: 50)"

addedInput schema / properties / minClusters / description

Added value: +"Minimum number of community clusters represented"

changedInput schema / properties / projectIds / description

Previous value: -"Comma-separated Project ids"New value: +"Comma-separated Project IDs"

changedInput schema / properties / projectRanking / description

Previous value: -"Restrict to currently ranked Projects"New value: +"Only return Intel for Projects in the current trend ranking"

changedInput schema / properties / reinforcedAfter / description

Previous value: -"ISO 8601 lower bound"New value: +"Reinforced at or after this time (ISO 8601)"

changedInput schema / properties / reinforcedBefore / description

Previous value: -"ISO 8601 upper bound"New value: +"Reinforced at or before this time (ISO 8601)"

changedInput schema / properties / search / description

Previous value: -"Free-text deep search; combines with every other filter"New value: +"Any text to match across Project identity and Intel content; combines with all filters"

removedInput schema / properties / search / maxLength
```
Removed value: -200
```
removedInput schema / properties / search / minLength
```
Removed value: -2
```

changedInput schema / properties / sort / description

Previous value: -"Sort field (default: lastEvolvedAt)"New value: +"Order by latest content change (lastEvolvedAt, default), latest reinforcement, or first detection"

addedOutput schema / properties / meta / properties / executedSearch

Added value: +{
+  "description": "Normalized terms attempted within a bounded search",
+  "type": "string"
+}

addedOutput schema / properties / meta / properties / searchCoverage

Added value: +{
+  "description": "Present when responsiveness bounds may omit matching results",
+  "enum": [
+    "bounded_candidates",
+    "bounded_recent",
+    "bounded_candidates_recent"
+  ],
+  "type": "string"
+}

addedOutput schema / properties / meta / properties / searchQuery

Added value: +{
+  "description": "Normalized query requested by the caller",
+  "type": "string"
+}

First observedAug 9, 2026

TDQS

C2.7/5.0

Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, openWorldHint=false, and destructiveHint=false. The description adds no behavioral context beyond 'Search recent crypto developments'. It fails to mention pagination (cursor/limit), default sorting, or that results are a filtered list. For a search tool with 23 parameters, the description should disclose key behavioral traits like pagination and default ordering.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, front-loaded sentence of 8 words. It avoids redundancy and is easy to parse. However, given the tool's complexity (23 parameters), it is arguably too sparse and could be expanded slightly to include core features without losing conciseness. Still, it earns a 4 for being efficient and without waste.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with 23 parameters, a good description should provide an overview of the main filtering dimensions (e.g., text, project, date, sentiment, asset type) and pagination behavior. The current description is too vague: 'text and filters' does not convey the rich filter set or the fact that results are paginated via cursor. Even with a detailed schema, the description should set user expectations about output format and common workflows.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With schema description coverage at 96%, the baseline is 3. However, the description adds no parameter-specific meaning; it only offers the generic phrase 'using text and filters' which maps vaguely to 'search' and 'filters'. It does not highlight how to use key parameters like cursor for pagination, date ranges, or lineage with categories. The description fails to enhance understanding beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly specifies the verb 'Search' and the resource 'crypto developments' with a qualifier 'recent'. The title 'Search crypto intel' reinforces this. It implicitly distinguishes from sibling 'get_intel' (which likely retrieves a single item) by focusing on search/list behavior. However, it could be more precise about the return type (a list of intel items) and what 'recent' means.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance is provided on when to use this tool versus alternatives such as 'get_intel' (single item retrieval) or other list tools. The description does not mention exclusions or context where this tool is preferred. An agent must infer usage from the name and siblings alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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TDQS

A3.7/5.0

Disambiguation5/5

Each tool targets a distinct entity or action: single vs. list (get vs. list), intel vs. project vs. topic vs. report vs. cluster vs. vocabulary vs. credential check. No two tools have overlapping purposes; the descriptions clearly differentiate them.

Naming Consistency5/5

Uses a consistent pattern: get_ for singular retrieval, list_ for plural searches/listing. Only 'me' deviates, but it's a standard name for credential checks. The pattern is predictable and easy to follow.

Tool Count5/5

12 tools cover a focused domain (crypto intelligence) without unnecessary bloat. Each tool earns its place: core entities (projects, topics, intel), plus series, reports, vocabulary, clusters, and auth check. The count feels well-scoped.

Completeness5/5

The server provides a complete read surface for its domain: listing, searching, getting details, historical series, reports, and filter metadata. No obvious gaps for consuming intelligence (CRUD not expected in a read-only API).

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