AlpineLead OI

RAW DACH company discovery · explicit raw intent wins

discover_leads

Input Schema

TableJSON Schema

Name	Required	Description	Default
`goal`	Yes	Original user request verbatim. REQUIRED. Explicit raw/discovery-only/do-not-analyze wording is authoritative and is never upgraded to qualification.
`limit`	No	Maximum result count.
`region`	No	Optional state, province, canton or regional area to narrow the search.
`country`	No	Target country or market. Use DACH for Austria, Germany and Switzerland together.	DACH
`district`	No	Optional district, county or local administrative area to narrow the search.
`industry`	Yes	Target B2B industry/category.
`max_credits`	No	Optional hard credit ceiling from the user. The strictest cap in this field or the original goal wins.
`raw_mode_confirmed`	No	Compatibility flag only. Never ask the user for it; explicit raw/no-analysis wording in goal is sufficient.

Output Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed5 schema fields changedSep 7, 2026

changedInput schema / properties / goal / description

Previous value: -"Original user request verbatim. REQUIRED. If it contains buyer/need/investment/qualification intent, AlpineLead automatically routes to find_opportunities."New value: +"Original user request verbatim. REQUIRED. Explicit raw/discovery-only/do-not-analyze wording is authoritative and is never upgraded to qualification."

changedInput schema / properties / industry / description

Previous value: -"Target B2B industry/category. This tool returns RAW candidates only when raw mode is explicitly requested and confirmed."New value: +"Target B2B industry/category."

changedInput schema / properties / limit / description

Previous value: -"Maximum result count. Qualified/ambiguous intent is routed to find_opportunities and capped at 5."New value: +"Maximum result count."

addedInput schema / properties / max_credits

Added value: +{
+  "anyOf": [
+    {
+      "maximum": 500,
+      "minimum": 0,
+      "type": "integer"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Optional hard credit ceiling from the user. The strictest cap in this field or the original goal wins.",
+  "title": "Max Credits"
+}

changedInput schema / properties / raw_mode_confirmed / description

Previous value: -"Optional internal safeguard. Never ask the user for this value. Set true only when the original user request explicitly asks for an unqualified/raw company list; qualified or ambiguous intent auto-routes regardless."New value: +"Compatibility flag only. Never ask the user for it; explicit raw/no-analysis wording in goal is sufficient."

Changed3 schema fields changedSep 5, 2026

addedInput schema / properties / raw_mode_confirmed / default
```
Added value: +false
```

changedInput schema / properties / raw_mode_confirmed / description

Previous value: -"REQUIRED explicit confirmation. Set true only when the user explicitly asked for an unqualified/raw company list. This does not bypass automatic routing of qualified intent."New value: +"Optional internal safeguard. Never ask the user for this value. Set true only when the original user request explicitly asks for an unqualified/raw company list; qualified or ambiguous intent auto-routes regardless."

changedInput schema / required

Previous value: -[
-  "industry",
-  "goal",
-  "raw_mode_confirmed"
-]New value: +[
+  "industry",
+  "goal"
+]

Changed5 schema fields changedSep 5, 2026

changedInput schema / properties / goal / description

Previous value: -"Original user request verbatim. REQUIRED so AlpineLead can distinguish a raw list from buyer/need/investment intent. Qualified intent is automatically routed to find_opportunities and analysis credits apply."New value: +"Original user request verbatim. REQUIRED. If it contains buyer/need/investment/qualification intent, AlpineLead automatically routes to find_opportunities."

changedInput schema / properties / industry / description

Previous value: -"RAW target B2B industry/category. This tool returns candidates, not qualified opportunities."New value: +"Target B2B industry/category. This tool returns RAW candidates only when raw mode is explicitly requested and confirmed."

changedInput schema / properties / limit / description

Previous value: -"Maximum result count. For qualified intent this becomes the requested opportunity count, capped at 5."New value: +"Maximum result count. Qualified/ambiguous intent is routed to find_opportunities and capped at 5."

addedInput schema / properties / raw_mode_confirmed

Added value: +{
+  "description": "REQUIRED explicit confirmation. Set true only when the user explicitly asked for an unqualified/raw company list. This does not bypass automatic routing of qualified intent.",
+  "title": "Raw Mode Confirmed",
+  "type": "boolean"
+}

changedInput schema / required

Previous value: -[
-  "industry",
-  "goal"
-]New value: +[
+  "industry",
+  "goal",
+  "raw_mode_confirmed"
+]

Changed4 schema fields changedSep 5, 2026

addedInput schema / properties / goal

Added value: +{
+  "description": "Original user request verbatim. REQUIRED so AlpineLead can distinguish a raw list from buyer/need/investment intent. Qualified intent is automatically routed to find_opportunities and analysis credits apply.",
+  "title": "Goal",
+  "type": "string"
+}

changedInput schema / properties / industry / description

Previous value: -"Target B2B industry or business category, for example metalworking, construction or logistics."New value: +"RAW target B2B industry/category. This tool returns candidates, not qualified opportunities."

changedInput schema / properties / limit / description

Previous value: -"Maximum number of leads to return."New value: +"Maximum result count. For qualified intent this becomes the requested opportunity count, capped at 5."

changedInput schema / required

Previous value: -[
-  "industry"
-]New value: +[
+  "industry",
+  "goal"
+]

First observedAug 23, 2026

TDQS

D1/5.0

Behavior1/5

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

Tool has no description.

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

Conciseness1/5

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

Tool has no description.

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

Completeness1/5

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

Tool has no description.

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

Parameters1/5

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

Tool has no description.

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

Purpose1/5

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

Tool has no description.

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

Usage Guidelines1/5

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

Tool has no description.

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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