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ThinkNEO Control Plane

thinkneo_schedule_demo

Schedule a demo or discovery call with the ThinkNEO team. Collects contact information and preferences. No authentication required.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
roleNoContact's role: cto, cfo, security, engineering, or other
emailYesBusiness email address to receive follow-up from the ThinkNEO team
companyYesCompany or organization name
contextNoAdditional context such as current AI providers used, request volume, or specific use case
interestNoPrimary area of interest: guardrails, finops, observability, governance, or full platform
contact_nameYesFull name of the person requesting the demo
preferred_datesNoPreferred meeting dates, times, and timezone (e.g., 'Tuesdays or Thursdays, 9-11am EST')

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

TDQS

A4.2/5.0
Behavior4/5

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

The description adds behavioral context beyond the annotations, notably 'No authentication required,' which is not present in annotations or schema. It also outlines what the tool does with information (collects it) without contradicting the readOnlyHint=false annotation. Given the annotations already cover read/write and destructive behavior, this additional context is valuable but not exhaustive (e.g., no mention of side effects after scheduling).

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?

The description is exactly two sentences: the first states the primary action and target, the second adds details about inputs and authentication. Every word earns its place, and the most important information is front-loaded. There is no redundancy or unnecessary elaboration.

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?

Given the tool has 7 parameters but a fully documented schema, an output schema for return values, and annotations covering safety/behavioral hints, the description provides sufficient high-level context. It clarifies the purpose and auth requirement. It could mention what happens after the demo is scheduled (e.g., confirmation), but the output schema likely covers that, so the description is adequately complete.

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?

The input schema has rich descriptions for all 7 parameters, covering 100% of them, so the baseline is 3. The description says 'Collects contact information and preferences,' which summarizes the parameters but does not add specific meaning beyond what the schema already provides. It neither improves nor degrades the semantic clarity.

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?

The description uses a specific verb ('Schedule') and clearly identifies the resource ('a demo or discovery call with the ThinkNEO team'), which immediately distinguishes this from all sibling tools focused on audits, analytics, or policy management. It also mentions collecting contact information and preferences, adding clear scope.

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?

The description implies when to use it: when a user wants to schedule a demo or discovery call. It does not explicitly name alternatives or exclusions, but among the many sibling tools, this is the only scheduling tool, so the intended context is clear. 'Collects contact information and preferences' further clarifies the type of request this handles.

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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TDQS

C2.9/5.0
Disambiguation2/5

Many tools have overlapping purposes, such as the multiple safety-check tools (thinkneo_check, thinkneo_detect_injection, thinkneo_evaluate_guardrail) and the many cost/reporting tools (thinkneo_agent_roi, thinkneo_decision_cost, thinkneo_business_impact). An agent would struggle to reliably pick the correct tool for a given intent. The boundaries between dashboard, audit, and reporting tools are particularly fuzzy.

Naming Consistency2/5

All tools share the thinkneo_ prefix, but the remaining naming is inconsistent: some follow verb_noun (check_spend, list_alerts), some use noun_verb (compliance_generate, alert_rule_create), and others are bare nouns (business_impact, cache_status). This mix makes it hard to predict tool names based on action and object.

Tool Count1/5

With 68 tools, this is an extremely large surface area, far beyond the typical 3-15 well-scoped set and even beyond the 25+ heavy threshold. Even for a comprehensive enterprise platform, the sheer number overwhelms an agent's ability to choose effectively. It feels like a kitchen-sink approach rather than a curated toolkit.

Completeness3/5

The toolset covers a wide range of governance, observability, and cost-management features, but there are notable lifecycle gaps: SLAs can be defined but not updated or deleted, alert rules lack an update operation, and registry entries have no remove/unpublish. Also, policy management is limited to checking, with no create/update tool. The memory tools feel out of place and lack a delete operation.