mcp-registry/io.github.leanrads/leanriq · v1.0.0
As of 2026-10-26 17:11 UTC, the Leanrads Leanriq MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.
Creative-intelligence MCP for campaign strategy, ad builds, QA, and reporting.
Point your MCP client at this streamable-http endpoint: https://iq.leanrads.com/mcp
Loading this server's tool list costs an agent ~108,981 tokens before any work — more than 99% of MCP servers.
Split rarely-used tools into a separate server or a toolset the client can enable, or expose one "search tools" entry point. Many agents load every connected server's tools into every request. How to fix →
11 tool definition(s) exceed ~1,200 tokens each (largest: leanriq_run_world_intelligence, ~4,508).
Move long reference material out of descriptions (link a doc or expose a resource), drop repeated examples, and collapse large enums. Trimming these to ~600 tokens saves ~21,948 tokens every session. How to fix →
136 tools on one server. Tool-selection accuracy drops as the menu grows, and some clients (e.g. Cursor) cap the number of active tools.
Group tools by task into smaller servers or toolsets, and merge near-duplicates behind one tool with a mode parameter. How to fix →
3062 parameter(s) across 135 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
8 tool(s) have parameters with no type (no type/enum/anyOf/$ref).
Give every parameter a "type" (or "enum"/"anyOf"). Untyped parameters make models guess — strings for numbers, objects for arrays. How to fix →
5 tools share an identical description with another tool on this server.
Make each description say how the tool differs from its siblings, or the model will pick between them at random. How to fix →
In the last 30 days: 0 tool(s) removed and 133 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 135 tool(s) still need parameter descriptions written by someone who knows the API. All of them as JSON: /v1/readiness/mcp-registry%2Fio.github.leanrads%2Fleanriq/fixes
{
"name": "build_ad",
"description": "Create AI Display CreativeDocuments from objective and requestedFormats without pre-existing creatives. Optional outputs requests static JPEG/PNG delivery after save_to_studio while retaining the editable document. Export existing versions with export_creative. Build and save existing Studio creative records. When campaignId or campaignName is supplied, LeanrIQ resolves the complete persisted campaign inventory, uses each saved brief, approved asset set, and eligible global or advertiser templat",
"inputSchema": {
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"brief": {
"type": "string"
},
"force": {
"type": "boolean"
},
"input": {
"type": "string"
},
"assets": {
"type": "string"
},
"prompt": {
"type": "string"
},
"seatId": {
"type": "string",
"minLength": 1
},
"taskId": {
"type": "string"
},
"assetId": {
"type": "string"
},
"outputs": {
"type": "array",
"items": {
"anyOf": [
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "editable"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "static"
},
"format": {
"enum": [
"jpeg",
"png"
],
"type": "string"
},
"quality": {
"type": "integer",
"maximum": 100,
"minimum": 1
},
"maxBytes": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
}
},
"additionalProperties": false
},
{
"enum": [
"editable",
"static_jpeg",
"static_png"
],
"type": "string"
}
]
},
"maxItems": 8,
"description": "Optional editable/static JPEG/PNG delivery requirements. Studio persistence is required for static output."
},
"audience": {
"type": "string"
},
"campaign": {
"type": "string"
},
"creative": {
"type": "string"
},
"flightId": {
"type": "string"
},
"seatName": {
"type": "string",
"minLength": 1
},
"template": {
"type": "string"
},
"accountId": {
"type": "string"
},
"objective": {
"type": "string"
},
"advertiser": {
"type": "string"
},
"campaignId": {
"type": "string"
},
"creativeId": {
"type": "string"
},
"templateId": {
"type": "string"
},
"creativeIds": {
"type": "array",
"items": {
"type": "string"
}
},
"persistence": {
"enum": [
"preview_only",
"save_to_studio"
],
"type": "string"
},
"advertiserId": {
"type": "string"
},
"instructions": {
"type": "array",
"items": {
"type": "string"
}
},
"sourceLocale": {
"type": "string"
},
"targetMarket": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"contentLocale": {
"type": "string"
},
"marketContext": {
"type": "object",
"properties": {
"currency": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"timeZone": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarket": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string"
}
}
}
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"maxItems": 50
},
"contentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"idempotencyKey": {
"type": "string"
},
"requestedFormats": {
"type": "array",
"items": {}
},
"defaultContentLocale": {
"type": "string"
},
"marketLanguageProfile": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
},
"resolvedContentLocale": {
"type": "string"
},
"skipTraffickedRebuild": {
"type": "boolean"
},
"languageVariantGroupId": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"requestedOutputLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"supportedContentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
}
}
},
"annotations": {
"readOnlyHint": false,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
},
"title": "Create AI Display CreativeDocuments from objective and requestedFormats without pre-existing creatives. Optional outputs requests static JPEG/PNG delivery after save_to_studio while retaining the edit"
}{
"name": "create_creative_brief",
"description": "Generate Studio-ready design briefs for one or more creatives, using campaign context, brand rules, audience, offer, and format constraints. When creative IDs and saveToStudio are supplied, LeanrIQ saves only when the caller has Studio write permission; otherwise it returns a non-destructive proposal.. Classification: writes to Studio, creates billable AI usage. Execution: synchronous. Task support: forbidden. Mutation modes: validate_only, preview_only, execute. Partial failure policy: complete",
"inputSchema": {
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"brief": {
"type": "string"
},
"force": {
"type": "boolean"
},
"input": {
"type": "string"
},
"assets": {
"type": "string"
},
"prompt": {
"type": "string"
},
"seatId": {
"type": "string",
"minLength": 1
},
"taskId": {
"type": "string"
},
"assetId": {
"type": "string"
},
"outputs": {
"type": "array",
"items": {
"anyOf": [
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "editable"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "static"
},
"format": {
"enum": [
"jpeg",
"png"
],
"type": "string"
},
"quality": {
"type": "integer",
"maximum": 100,
"minimum": 1
},
"maxBytes": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
}
},
"additionalProperties": false
},
{
"enum": [
"editable",
"static_jpeg",
"static_png"
],
"type": "string"
}
]
},
"maxItems": 8,
"description": "Optional editable/static JPEG/PNG delivery requirements. Studio persistence is required for static output."
},
"audience": {
"type": "string"
},
"campaign": {
"type": "string"
},
"creative": {
"type": "string"
},
"flightId": {
"type": "string"
},
"seatName": {
"type": "string",
"minLength": 1
},
"template": {
"type": "string"
},
"accountId": {
"type": "string"
},
"objective": {
"type": "string"
},
"advertiser": {
"type": "string"
},
"campaignId": {
"type": "string"
},
"creativeId": {
"type": "string"
},
"templateId": {
"type": "string"
},
"creativeIds": {
"type": "array",
"items": {
"type": "string"
}
},
"persistence": {
"enum": [
"preview_only",
"save_to_studio"
],
"type": "string"
},
"advertiserId": {
"type": "string"
},
"instructions": {
"type": "array",
"items": {
"type": "string"
}
},
"sourceLocale": {
"type": "string"
},
"targetMarket": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"contentLocale": {
"type": "string"
},
"marketContext": {
"type": "object",
"properties": {
"currency": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"timeZone": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarket": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string"
}
}
}
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"maxItems": 50
},
"contentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"idempotencyKey": {
"type": "string"
},
"requestedFormats": {
"type": "array",
"items": {}
},
"defaultContentLocale": {
"type": "string"
},
"marketLanguageProfile": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
},
"resolvedContentLocale": {
"type": "string"
},
"skipTraffickedRebuild": {
"type": "boolean"
},
"languageVariantGroupId": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"requestedOutputLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"supportedContentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
}
}
},
"annotations": {
"readOnlyHint": false,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
},
"title": "Generate Studio-ready design briefs for one or more creatives, using campaign context, brand rules, audience, offer, and format constraints. When creative IDs and saveToStudio are supplied, LeanrIQ sa"
}{
"name": "get_vertical_intelligence",
"description": "get vertical intelligence. Classification: read-only. Execution: synchronous. Task support: forbidden. The returned JSON is internal application state for LeanrIQ and ChatGPT orchestration. Use assistantSummary first when responding to the user. Never display raw JSON, data, or meta unless the user explicitly asks for raw JSON. Mention IDs only when useful for follow-up or debugging. Prefer concise, human language, highlight the most useful insight, and suggest the next best LeanrIQ action.",
"inputSchema": {
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"brief": {
"type": "string"
},
"force": {
"type": "boolean"
},
"input": {
"type": "string"
},
"assets": {
"type": "string"
},
"prompt": {
"type": "string"
},
"seatId": {
"type": "string",
"minLength": 1
},
"taskId": {
"type": "string"
},
"assetId": {
"type": "string"
},
"outputs": {
"type": "array",
"items": {
"anyOf": [
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "editable"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string",
"const": "static"
},
"format": {
"enum": [
"jpeg",
"png"
],
"type": "string"
},
"quality": {
"type": "integer",
"maximum": 100,
"minimum": 1
},
"maxBytes": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
}
},
"additionalProperties": false
},
{
"enum": [
"editable",
"static_jpeg",
"static_png"
],
"type": "string"
}
]
},
"maxItems": 8,
"description": "Optional editable/static JPEG/PNG delivery requirements. Studio persistence is required for static output."
},
"audience": {
"type": "string"
},
"campaign": {
"type": "string"
},
"creative": {
"type": "string"
},
"flightId": {
"type": "string"
},
"seatName": {
"type": "string",
"minLength": 1
},
"template": {
"type": "string"
},
"accountId": {
"type": "string"
},
"objective": {
"type": "string"
},
"advertiser": {
"type": "string"
},
"campaignId": {
"type": "string"
},
"creativeId": {
"type": "string"
},
"templateId": {
"type": "string"
},
"creativeIds": {
"type": "array",
"items": {
"type": "string"
}
},
"persistence": {
"enum": [
"preview_only",
"save_to_studio"
],
"type": "string"
},
"advertiserId": {
"type": "string"
},
"instructions": {
"type": "array",
"items": {
"type": "string"
}
},
"sourceLocale": {
"type": "string"
},
"targetMarket": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"contentLocale": {
"type": "string"
},
"marketContext": {
"type": "object",
"properties": {
"currency": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"timeZone": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarket": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string"
}
}
}
},
"targetMarkets": {
"type": "array",
"items": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"maxItems": 50
},
"contentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"idempotencyKey": {
"type": "string"
},
"requestedFormats": {
"type": "array",
"items": {}
},
"defaultContentLocale": {
"type": "string"
},
"marketLanguageProfile": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
},
"resolvedContentLocale": {
"type": "string"
},
"skipTraffickedRebuild": {
"type": "boolean"
},
"languageVariantGroupId": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"requestedOutputLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
},
"supportedContentLocales": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 20
}
}
},
"annotations": {
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
},
"title": "get vertical intelligence"
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/io.github.leanrads/leanriq"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.leanrads/leanriq"}) over MCP.
leanriq_run_world_intelligence ~4,508 tokensrun_world_intelligence ~4,505 tokensbuild_videoad ~3,466 tokensleanriq_build_dooh ~2,856 tokensbuild_dooh ~2,854 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fio.github.leanrads%2Fleanriq?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.leanrads%2Fleanriq?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.leanrads%2Fleanriq.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.leanrads%2Fleanriq.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.leanrads%2Fleanriq?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:80e39405535a3c7c…, first seen 2026-10-20, included at leaf 32594 of 74,322. Version history · verify what your client received.
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Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-26 17:11 UTC, the Leanrads Leanriq MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.
Leanrads Leanriq MCP server advertises 136 tools, including archive_advertiser, archive_campaign, archive_creative, build_ad, build_campaign_creative_set.
Point your MCP client at this streamable-http endpoint: https://iq.leanrads.com/mcp
Glimind scanned all 136 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.