EQIQs

List people

list_profiles

Read-onlyIdempotent

List the people saved in the signed-in user's EQIQs workspace (id, name, department, how many of 21 frameworks are complete). Use to find someone before calling get_profile, score_compatibility or score_team. Read-only; costs 1 unit.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`limit`	No	Maximum rows to return (1-100, default 25).
`search`	No	Optional case-insensitive filter on name or email.
`context`	No	Relationship context that sets framework weighting. 'business' (default) is work-safe and withholds personal-life signals (love language, attachment style, date of birth); the other contexts include them.	business

Output Schema

TableJSON Schema

Name	Required	Description	Default
`profiles`	No	Matching profiles.

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedSep 28, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "additionalProperties": false,
+  "properties": {
+    "profiles": {
+      "description": "Matching profiles.",
+      "items": {
+        "additionalProperties": {},
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changed9 schema fields changedSep 25, 2026

addedInput schema / properties / context / default
```
Added value: +"business"
```

changedInput schema / properties / context / description

Previous value: -"Relationship context. Business (default) withholds personal-life signals: love language, attachment style, date of birth."New value: +"Relationship context that sets framework weighting. 'business' (default) is work-safe and withholds personal-life signals (love language, attachment style, date of birth); the other contexts include them."

addedInput schema / properties / limit / default
```
Added value: +25
```

addedInput schema / properties / limit / description

Added value: +"Maximum rows to return (1-100, default 25)."

addedInput schema / properties / limit / maximum
```
Added value: +100
```
addedInput schema / properties / limit / minimum
```
Added value: +1
```

changedInput schema / properties / limit / type

Previous value: -"number"New value: +"integer"

addedInput schema / properties / search / description

Added value: +"Optional case-insensitive filter on name or email."

addedInput schema / properties / search / maxLength
```
Added value: +100
```

Changed1 schema field changedSep 23, 2026

addedInput schema / properties / context

Added value: +{
+  "description": "Relationship context. Business (default) withholds personal-life signals: love language, attachment style, date of birth.",
+  "enum": [
+    "business",
+    "romantic",
+    "friendship",
+    "coparenting"
+  ],
+  "type": "string"
+}

First observedSep 1, 2026

TDQS

A4.3/5.0

Behavior4/5

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

Annotations already declare read-only, idempotent, non-destructive behavior, but the description adds genuinely new operational context: it is read-only and 'costs 1 unit', a billing detail no structured field provides. It doesn't discuss pagination behavior beyond the limit param, keeping it from a 5.

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

Conciseness5/5

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

Two tightly packed sentences with zero filler: the resource and returned fields come first, followed by routing guidance and the cost note. Every clause earns its place.

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

Completeness5/5

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

For a 3-param, zero-required listing tool with full schema coverage, complete annotations, and an output schema to cover return values, the description supplies everything an agent needs: scope, routing to siblings, and cost.

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

Parameters3/5

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

Schema description coverage is 100%, so all three parameters (including the context enum's business/romantic/friendship/coparenting weighting) are already documented in the schema. The description adds no parameter-level meaning beyond that, which is the expected baseline when the schema does the work.

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 (List) plus resource (people in the signed-in user's EQIQs workspace) and even previews the returned fields (id, name, department, framework completion count). This clearly separates it from get_my_profile or get_profile, which fetch a single person.

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?

Explicitly says to use it to find someone before calling get_profile, score_compatibility or score_team, giving a clear selection condition and naming the downstream alternatives. It doesn't state exclusions (e.g., when to prefer list_relationships or get_my_profile for a single known person), so it falls just short of a full 5.

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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