InstaVision — Instagram niche discovery

Server Details

Find Instagram creators and leads by niche, city, follower range or lookalike accounts.

Ownership verified

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Status: Unhealthy
Uptime: 36.6% over 22 days
OAuth: Works in Glama
Last Tested: 2026-10-25 10:43
Transport: Streamable HTTP
URL
Repository: afanasenkoa/instavision-mcp
GitHub Stars: 0
Server Listing: instavision-mcp

TDQS

A4.1/5.0

Scored 2026-10-05 18:50 across 11 tools

Disambiguation4/5

Tools target distinct resources and actions: launch_discovery (spend) vs estimate_credits (free estimate), get_run_status vs get_run_results, and the three seen_accounts verbs (add/list/reset) are clearly differentiated. There is some thematic overlap in the billing trio (get_balance, change_plan, estimate_credits) since all reference plans/subscribe links, but their core actions remain distinguishable.

Naming Consistency5/5

Every tool follows a clean verb_noun snake_case pattern (add_seen_accounts, change_plan, estimate_credits, export_run_pdf, get_balance, get_run_results, get_run_status, get_seen_accounts, launch_discovery, list_playbooks, reset_seen_accounts). No mixing of conventions or vague verbs.

Tool Count5/5

Eleven tools is well within the ideal range and each earns its place across discovery, dedup, credits, and billing. Nothing feels redundant or padded.

Completeness4/5

The surface covers the full discovery lifecycle: playbooks, credit estimation, launch, status polling, paginated results, export, and cross-run dedup management, plus billing. The noticeable gap is the inability to abort/cancel a run, even though an 'aborted' status is referenced in get_run_status.

Tool Schema Changelog

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

2 tool updatesOct 5, 2026

Addedchange_plan

Changedestimate_credits2 fields changed

addedOutput schema / properties / freeCredits

Added value: +{
+  "description": "Without an API key: what a new account starts with.",
+  "type": "number"
+}

addedOutput schema / properties / signUp

Added value: +{
+  "description": "Without an API key: where to create a free account.",
+  "type": "string"
+}

3 tool updatesOct 5, 2026

Changedestimate_credits3 fields changed

addedOutput schema / properties / changePlan
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / subscribe

Added value: +{
+  "additionalProperties": {},
+  "properties": {
+    "credits": {
+      "type": "number"
+    },
+    "otherPlans": {
+      "type": "string"
+    },
+    "per": {
+      "type": "string"
+    },
+    "plan": {
+      "type": "string"
+    },
+    "priceUsd": {
+      "type": "number"
+    },
+    "url": {
+      "description": "Show the user this link: it opens payment for the plan in one step.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

removedOutput schema / properties / topUp

Removed value: -{
-  "additionalProperties": {},
-  "properties": {
-    "credits": {
-      "type": "number"
-    },
-    "otherPlans": {
-      "type": "string"
-    },
-    "per": {
-      "type": "string"
-    },
-    "plan": {
-      "type": "string"
-    },
-    "priceUsd": {
-      "type": "number"
-    },
-    "url": {
-      "description": "Give it to the user: one link that opens payment.",
-      "type": "string"
-    }
-  },
-  "type": "object"
-}

Changedget_balance4 fields changed

addedOutput schema / properties / changePlan

Added value: +{
+  "description": "On a plan: where to switch to a bigger one.",
+  "type": "string"
+}

addedOutput schema / properties / plan

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {},
+      "properties": {
+        "cancelling": {
+          "type": "boolean"
+        },
+        "creditsPerMonth": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "name": {
+          "type": "string"
+        },
+        "renewsOn": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "description": "Your monthly plan; null: none."
+}

addedOutput schema / properties / subscribe

Added value: +{
+  "additionalProperties": {},
+  "properties": {
+    "credits": {
+      "type": "number"
+    },
+    "otherPlans": {
+      "type": "string"
+    },
+    "per": {
+      "type": "string"
+    },
+    "plan": {
+      "type": "string"
+    },
+    "priceUsd": {
+      "type": "number"
+    },
+    "url": {
+      "description": "Show the user this link: it opens payment for the plan in one step.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

removedOutput schema / properties / topUp

Removed value: -{
-  "additionalProperties": {},
-  "properties": {
-    "credits": {
-      "type": "number"
-    },
-    "otherPlans": {
-      "type": "string"
-    },
-    "per": {
-      "type": "string"
-    },
-    "plan": {
-      "type": "string"
-    },
-    "priceUsd": {
-      "type": "number"
-    },
-    "url": {
-      "description": "Give it to the user: one link that opens payment.",
-      "type": "string"
-    }
-  },
-  "type": "object"
-}

Changedget_run_status2 fields changed

addedOutput schema / properties / creditsLeft

Added value: +{
+  "description": "Once succeeded: your credits now.",
+  "type": "number"
+}

addedOutput schema / properties / subscribe

Added value: +{
+  "additionalProperties": {},
+  "properties": {
+    "credits": {
+      "type": "number"
+    },
+    "otherPlans": {
+      "type": "string"
+    },
+    "per": {
+      "type": "string"
+    },
+    "plan": {
+      "type": "string"
+    },
+    "priceUsd": {
+      "type": "number"
+    },
+    "url": {
+      "description": "Show the user this link: it opens payment for the plan in one step.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

2 tool updatesOct 5, 2026

Changedestimate_credits4 fields changed

addedOutput schema / properties / balance

Added value: +{
+  "description": "Your credits (with an API key).",
+  "type": "number"
+}

addedOutput schema / properties / billingNote
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / enough

Added value: +{
+  "description": "Whether balance covers creditsCap (with an API key).",
+  "type": "boolean"
+}

addedOutput schema / properties / topUp

Added value: +{
+  "additionalProperties": {},
+  "properties": {
+    "credits": {
+      "type": "number"
+    },
+    "otherPlans": {
+      "type": "string"
+    },
+    "per": {
+      "type": "string"
+    },
+    "plan": {
+      "type": "string"
+    },
+    "priceUsd": {
+      "type": "number"
+    },
+    "url": {
+      "description": "Give it to the user: one link that opens payment.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

Addedget_balance

9 tool updatesOct 4, 2026

Changedadd_seen_accounts2 fields changed

addedInput schema / properties / accounts / description

Added value: +"Bare handles, @handles or instagram.com profile URLs; up to 5,000."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "poolSize": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "description": "Pool size after the import; null when it could not be counted."
+    },
+    "requested": {
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

Changedestimate_credits3 fields changed

addedInput schema / properties / input / description

Added value: +"As for launch_discovery; creditsCap optional."

addedInput schema / properties / slug / description

Added value: +"Playbook slug from list_playbooks."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "creditsCap": {
+      "description": "The cap the estimate assumed.",
+      "type": "number"
+    },
+    "estimate": {
+      "additionalProperties": {},
+      "description": "Credits the run would likely spend, min to max.",
+      "properties": {
+        "max": {
+          "type": "number"
+        },
+        "min": {
+          "type": "number"
+        }
+      },
+      "type": "object"
+    },
+    "note": {
+      "type": "string"
+    },
+    "slug": {
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

Changedexport_run_pdf2 fields changed

addedInput schema / properties / run_id / description

Added value: +"runId returned by launch_discovery."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "expiresInSeconds": {
+      "type": "number"
+    },
+    "filename": {
+      "type": "string"
+    },
+    "note": {
+      "type": "string"
+    },
+    "runId": {
+      "type": "string"
+    },
+    "url": {
+      "description": "Signed download URL; absent when the PDF comes embedded as a resource.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

Changedget_run_results10 fields changed

addedInput schema / properties / categories / description

Added value: +"Only these categories (a row's effectiveCategory)."

addedInput schema / properties / has_email / description
```
Added value: +"Only accounts with a public email."
```

addedInput schema / properties / hide_duplicates / description

Added value: +"Hide accounts an earlier run already delivered."

addedInput schema / properties / limit / description
```
Added value: +"Rows per page; default 100."
```
addedInput schema / properties / max_followers / description
```
Added value: +"Maximum follower count."
```
addedInput schema / properties / min_followers / description
```
Added value: +"Minimum follower count."
```
addedInput schema / properties / offset / description
```
Added value: +"Rows to skip; default 0."
```

addedInput schema / properties / qualified_only / description

Added value: +"Only accounts that passed the relevance check."

addedInput schema / properties / run_id / description

Added value: +"runId returned by launch_discovery."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "limit": {
+      "type": "number"
+    },
+    "name": {
+      "description": "The playbook's name.",
+      "type": "string"
+    },
+    "offset": {
+      "type": "number"
+    },
+    "rows": {
+      "items": {
+        "additionalProperties": {},
+        "properties": {
+          "effectiveCategory": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "AI category; get_run_results filters on it with categories."
+          },
+          "email": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "followers": {
+            "anyOf": [
+              {
+                "type": "number"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "fullName": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "gateEvidence": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "gatePass": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "Passed the run's relevance check; null when the run has none."
+          },
+          "gateRelevance": {
+            "anyOf": [
+              {
+                "type": "number"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          },
+          "handle": {
+            "type": "string"
+          },
+          "isDuplicate": {
+            "type": "boolean"
+          },
+          "languageMismatch": {
+            "type": "boolean"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "total": {
+      "description": "Rows matching the filters, across all pages.",
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

Changedget_run_status2 fields changed

addedInput schema / properties / run_id / description

Added value: +"runId returned by launch_discovery."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "ai_cat_status": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "created_at": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "credits_cap": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "credits_charged": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "finished_at": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "id": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "profiles_new": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "profiles_processed": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "profiles_returned": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "started_at": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "status": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "description": "queued | running | succeeded | failed | aborted"
+    },
+    "status_message": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "type": "object"
+}

Changedget_seen_accounts4 fields changed

addedInput schema / properties / limit / description
```
Added value: +"Accounts per page; default 200."
```
addedInput schema / properties / offset / description
```
Added value: +"Accounts to skip; default 0."
```

addedInput schema / properties / source / description

Added value: +"'run' (auto-collected) or 'imported' (you added); omit for both."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "accounts": {
+      "items": {
+        "additionalProperties": {},
+        "properties": {
+          "account": {
+            "description": "Profile URL.",
+            "type": "string"
+          },
+          "first_seen_at": {
+            "type": "string"
+          },
+          "source": {
+            "description": "run | imported",
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "limit": {
+      "type": "number"
+    },
+    "offset": {
+      "type": "number"
+    },
+    "total": {
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

Changedlaunch_discovery3 fields changed

addedInput schema / properties / input / description

Added value: +"The playbook's fields (list_playbooks), creditsCap and excludeSeen."

addedInput schema / properties / slug / description

Added value: +"Playbook slug from list_playbooks."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "runId": {
+      "description": "Pass as run_id to get_run_status, get_run_results and export_run_pdf.",
+      "type": "string"
+    },
+    "status": {
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

Changedlist_playbooks2 fields changed

addedInput schema / properties / detail / description

Added value: +"true adds each playbook's web-form ui_schema."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "playbooks": {
+      "items": {
+        "additionalProperties": {},
+        "properties": {
+          "creditsCap": {
+            "additionalProperties": {},
+            "properties": {
+              "max": {
+                "type": "number"
+              },
+              "min": {
+                "type": "number"
+              },
+              "typical": {
+                "type": "number"
+              }
+            },
+            "type": "object"
+          },
+          "fields": {
+            "additionalProperties": {},
+            "description": "The input fields this playbook takes; creditsCap and excludeSeen apply to every playbook.",
+            "properties": {
+              "defaults": {
+                "additionalProperties": {
+                  "type": "number"
+                },
+                "propertyNames": {
+                  "type": "string"
+                },
+                "type": "object"
+              },
+              "note": {
+                "type": "string"
+              },
+              "optional": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              },
+              "required": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              }
+            },
+            "type": "object"
+          },
+          "mode": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          },
+          "slug": {
+            "description": "Pass as slug to estimate_credits and launch_discovery.",
+            "type": "string"
+          },
+          "ui_schema": {},
+          "use_when": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changedreset_seen_accounts3 fields changed

addedInput schema / properties / all / description

Added value: +"true deletes the whole pool, run-collected entries included."

addedInput schema / properties / confirm / description
```
Added value: +"Must be true."
```

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": {},
+  "properties": {
+    "cleared": {
+      "description": "imported | all",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

9 tool updatesOct 4, 2026
- First observedadd_seen_accounts
- First observedestimate_credits
- First observedexport_run_pdf
- First observedget_run_results
- First observedget_run_status
- First observedget_seen_accounts
- First observedlaunch_discovery
- First observedlist_playbooks
- First observedreset_seen_accounts

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