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Community brief

trendsfast_community_brief
Read-onlyIdempotent

Read TrendsFast's brief on one subreddit, from Claude Opus's reading of its top posts, replies and images: who is there and what they need, how far authority, expertise, being relatable and humor are rewarded, the winning post and reply, what fails, its rules, post_plan (the account warm-up, a story posted without a link, then where and when the product goes in as the rules allow, with winners and their numbers), and what a good result is now, with age_days and stale (true once seven days old). Without community, lists the communities that have one. rules.ai_written says whether a person must write the words. No credit debit or new research.

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Input Schema

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Output Schema

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Schema Changelog

Changes observed during successful MCP inspections.

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  3. Changed1 schema field changed
    • changedOutput schema / properties / data / anyOf
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      +          "media": {
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      +          },
      +          "opening": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "proof": {
      +            "anyOf": [
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      +                "type": "string"
      +              },
      +              {
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      +            ]
      +          },
      +          "skeleton": {
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      +          },
      +          "summary": {
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      +          },
      +          "title": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "summary",
      +          "title",
      +          "opening",
      +          "body",
      +          "proof",
      +          "length",
      +          "media",
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      +          "skeleton",
      +          "examples"
      +        ],
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      +        "properties": {
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      +              "min_account_days": {
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      +                    "type": "integer"
      +                  },
      +                  {
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      +                ]
      +              },
      +              "min_karma": {
      +                "anyOf": [
      +                  {
      +                    "maximum": 9007199254740991,
      +                    "minimum": 0,
      +                    "type": "integer"
      +                  },
      +                  {
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      +                ]
      +              },
      +              "warm_up": {
      +                "maxLength": 500,
      +                "minLength": 1,
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      +              }
      +            },
      +            "required": [
      +              "min_karma",
      +              "min_account_days",
      +              "warm_up"
      +            ],
      +            "type": "object"
      +          },
      +          "edit_after": {
      +            "anyOf": [
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      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ]
      +          },
      +          "placement": {
      +            "enum": [
      +              "EDIT_IN_LINK",
      +              "EDIT_IN_NAME",
      +              "FIRST_COMMENT",
      +              "THREAD_ONLY",
      +              "NONE"
      +            ],
      +            "type": "string"
      +          },
      +          "rule": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "steps": {
      +            "items": {
      +              "maxLength": 500,
      +              "minLength": 1,
      +              "type": "string"
      +            },
      +            "maxItems": 6,
      +            "minItems": 1,
      +            "type": "array"
      +          },
      +          "version": {
      +            "const": "community-post-plan-v1",
      +            "type": "string"
      +          },
      +          "winners": {
      +            "items": {
      +              "additionalProperties": false,
      +              "properties": {
      +                "comments": {
      +                  "anyOf": [
      +                    {
      +                      "maximum": 9007199254740991,
      +                      "minimum": 0,
      +                      "type": "integer"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ]
      +                },
      +                "lesson": {
      +                  "maxLength": 500,
      +                  "minLength": 1,
      +                  "type": "string"
      +                },
      +                "observed_on": {
      +                  "format": "date",
      +                  "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +                  "type": "string"
      +                },
      +                "product": {
      +                  "enum": [
      +                    "LINK_IN_BODY",
      +                    "LINK_EDITED_IN",
      +                    "NAME_IN_BODY",
      +                    "FIRST_COMMENT",
      +                    "NOT_SHOWN"
      +                  ],
      +                  "type": "string"
      +                },
      +                "score": {
      +                  "anyOf": [
      +                    {
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      +                      "minimum": -9007199254740991,
      +                      "type": "integer"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ]
      +                },
      +                "title": {
      +                  "maxLength": 300,
      +                  "minLength": 1,
      +                  "type": "string"
      +                },
      +                "url": {
      +                  "anyOf": [
      +                    {
      +                      "format": "uri",
      +                      "maxLength": 2048,
      +                      "type": "string"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ]
      +                },
      +                "views": {
      +                  "anyOf": [
      +                    {
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      +                      "minimum": 0,
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      +                    },
      +                    {
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      +                    }
      +                  ]
      +                }
      +              },
      +              "required": [
      +                "title",
      +                "url",
      +                "observed_on",
      +                "score",
      +                "comments",
      +                "views",
      +                "product",
      +                "lesson"
      +              ],
      +              "type": "object"
      +            },
      +            "maxItems": 5,
      +            "type": "array"
      +          }
      +        },
      +        "required": [
      +          "version",
      +          "placement",
      +          "rule",
      +          "account",
      +          "steps",
      +          "edit_after",
      +          "winners"
      +        ],
      +        "type": "object"
      +      },
      +      "registers": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "authority": {
      +            "additionalProperties": false,
      +            "properties": {
      +              "evidence": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "score": {
      +                "maximum": 3,
      +                "minimum": 0,
      +                "type": "integer"
      +              }
      +            },
      +            "required": [
      +              "score",
      +              "evidence"
      +            ],
      +            "type": "object"
      +          },
      +          "expertise": {
      +            "additionalProperties": false,
      +            "properties": {
      +              "evidence": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "score": {
      +                "maximum": 3,
      +                "minimum": 0,
      +                "type": "integer"
      +              }
      +            },
      +            "required": [
      +              "score",
      +              "evidence"
      +            ],
      +            "type": "object"
      +          },
      +          "humor": {
      +            "additionalProperties": false,
      +            "properties": {
      +              "evidence": {
      +                "maxLength": 500,
      +                "minLength": 1,
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      +              },
      +              "score": {
      +                "maximum": 3,
      +                "minimum": 0,
      +                "type": "integer"
      +              }
      +            },
      +            "required": [
      +              "score",
      +              "evidence"
      +            ],
      +            "type": "object"
      +          },
      +          "reading": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "relatable": {
      +            "additionalProperties": false,
      +            "properties": {
      +              "evidence": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "score": {
      +                "maximum": 3,
      +                "minimum": 0,
      +                "type": "integer"
      +              }
      +            },
      +            "required": [
      +              "score",
      +              "evidence"
      +            ],
      +            "type": "object"
      +          }
      +        },
      +        "required": [
      +          "authority",
      +          "expertise",
      +          "relatable",
      +          "humor",
      +          "reading"
      +        ],
      +        "type": "object"
      +      },
      +      "reply_format": {
      +        "anyOf": [
      +          {
      +            "additionalProperties": false,
      +            "properties": {
      +              "author_in_thread": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "length": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "summary": {
      +                "maxLength": 500,
      +                "minLength": 1,
      +                "type": "string"
      +              },
      +              "top_replies_do": {
      +                "items": {
      +                  "maxLength": 500,
      +                  "minLength": 1,
      +                  "type": "string"
      +                },
      +                "maxItems": 6,
      +                "minItems": 1,
      +                "type": "array"
      +              }
      +            },
      +            "required": [
      +              "summary",
      +              "top_replies_do",
      +              "length",
      +              "author_in_thread"
      +            ],
      +            "type": "object"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ]
      +      },
      +      "rules": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "ai_written": {
      +            "enum": [
      +              "ALLOWED",
      +              "RESTRICTED",
      +              "NOT_ALLOWED",
      +              "UNKNOWN"
      +            ],
      +            "type": "string"
      +          },
      +          "links": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "must_know": {
      +            "items": {
      +              "maxLength": 500,
      +              "minLength": 1,
      +              "type": "string"
      +            },
      +            "maxItems": 6,
      +            "minItems": 1,
      +            "type": "array"
      +          },
      +          "promotion": {
      +            "enum": [
      +              "ALLOWED",
      +              "RESTRICTED",
      +              "NOT_ALLOWED",
      +              "UNKNOWN"
      +            ],
      +            "type": "string"
      +          },
      +          "where": {
      +            "maxLength": 500,
      +            "minLength": 1,
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "promotion",
      +          "where",
      +          "ai_written",
      +          "links",
      +          "must_know"
      +        ],
      +        "type": "object"
      +      },
      +      "summary": {
      +        "maxLength": 500,
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "talking_about": {
      +        "items": {
      +          "additionalProperties": false,
      +          "properties": {
      +            "detail": {
      +              "maxLength": 500,
      +              "minLength": 1,
      +              "type": "string"
      +            },
      +            "heat": {
      +              "enum": [
      +                "HIGH",
      +                "MEDIUM",
      +                "LOW"
      +              ],
      +              "type": "string"
      +            },
      +            "topic": {
      +              "maxLength": 500,
      +              "minLength": 1,
      +              "type": "string"
      +            }
      +          },
      +          "required": [
      +            "topic",
      +            "detail",
      +            "heat"
      +          ],
      +          "type": "object"
      +        },
      +        "maxItems": 8,
      +        "minItems": 1,
      +        "type": "array"
      +      },
      +      "version": {
      +        "const": "community-brief-v1",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "version",
      +      "community",
      +      "model",
      +      "analyzed_at",
      +      "evidence",
      +      "summary",
      +      "people",
      +      "experience",
      +      "talking_about",
      +      "needs",
      +      "registers",
      +      "post_format",
      +      "reply_format",
      +      "fails",
      +      "rules",
      +      "benchmarks",
      +      "limits"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "communities": {
      +        "items": {
      +          "additionalProperties": false,
      +          "properties": {
      +            "ai_written": {
      +              "enum": [
      +                "ALLOWED",
      +                "RESTRICTED",
      +                "NOT_ALLOWED",
      +                "UNKNOWN"
      +              ],
      +              "type": "string"
      +            },
      +            "analyzed_at": {
      +              "format": "date-time",
      +              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z))$",
      +              "type": "string"
      +            },
      +            "community": {
      +              "pattern": "^[A-Za-z0-9][A-Za-z0-9_]{1,20}$",
      +              "type": "string"
      +            },
      +            "promotion": {
      +              "enum": [
      +                "ALLOWED",
      +                "RESTRICTED",
      +                "NOT_ALLOWED",
      +                "UNKNOWN"
      +              ],
      +              "type": "string"
      +            },
      +            "summary": {
      +              "maxLength": 500,
      +              "minLength": 1,
      +              "type": "string"
      +            }
      +          },
      +          "required": [
      +            "community",
      +            "analyzed_at",
      +            "summary",
      +            "promotion",
      +            "ai_written"
      +          ],
      +          "type": "object"
      +        },
      +        "maxItems": 1000,
      +        "type": "array"
      +      },
      +      "version": {
      +        "const": "community-brief-list-v1",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "version",
      +      "communities"
      +    ],
      +    "type": "object"
      +  }
      +]
  4. Added

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, closed-world), yet the description adds real value beyond them: no credit debit, no fresh research triggered, and a freshness model via "age_days and stale (true once seven days old)," plus a note that rules.ai_written flags human-authorship requirements. Return format and pagination are not discussed, which keeps it out of 5 territory.

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

Conciseness3/5

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

The purpose is front-loaded, but the body is one enormous sentence that chains a long catalog of brief sections together, making it hard to scan. Much of that catalog restates fields already declared in the output schema, so those words do not fully earn their place.

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

Completeness4/5

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

For a single-optional-param read tool with rich annotations and an output schema, the description is sufficiently complete: the agent knows what it gets, what it costs, how fresh it is, and what happens with no argument. The main unexploited gap is the exact acceptable form of the community identifier, which the schema's minLength/maxLength alone doesn't resolve.

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

Parameters4/5

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

Schema description coverage is 0%, so the description must carry the parameter meaning, and it largely does: it identifies the single param as a subreddit name and defines omission semantics (no community → list available communities). It stops short of stating the expected value format (e.g. whether an "r/" prefix is accepted) despite the 2-24 character constraint in the schema.

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

Purpose5/5

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

States a specific verb and resource ("Read TrendsFast's brief on one subreddit") and names the data provenance ("Claude Opus's reading of its top posts, replies and images"), then enumerates the brief's sections. This is clearly distinguishable from the sibling discovery tools (niche_trends, global_trends, video_outlier) which do trend research rather than profile a single community.

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

Usage Guidelines4/5

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

Provides an explicit fallback path: "Without community, lists the communities that have one," which tells the agent how to bootstrap when it doesn't know a subreddit name. It also implicitly scopes usage with "No credit debit or new research," signalling a free cached read. It does not explicitly contrast with trendsfast_project_context or trendsfast_ask_trends, so there is no full when/when-not routing.

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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