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Anto Joel — Portfolio

Case studies

list_case_studies
Read-only

Case studies (production voice AI at Machani Robotics plus six shipped ventures), side projects and build notes, framed as product work: problem, decision, trade-offs, outcome, metrics. Fields that are absent are not documented; do not invent them.

Input Schema

NameRequiredDescriptionDefault
topicNoOptional keyword to filter by, e.g. 'banking', 'real-time', 'pricing'

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, openWorldHint=true, destructiveHint=false, so the safety profile is covered. The description adds genuinely non-derived context: the shape of each entry (problem, decision, trade-offs, outcome, metrics) and a data-integrity rule — absent fields are not documented, do not invent them — which meaningfully constrains how an agent should present results.

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

Conciseness4/5

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

Two compact sentences with no filler; the content scope is front-loaded ahead of the caveat about missing fields. The parenthetical case-study inventory is slightly list-heavy but still earns its place by telling the agent what to expect.

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?

With no output schema, the description must carry the return-value burden, and it does reasonably well by describing the entry structure and the absence semantics. Minor gaps remain — it doesn't say whether the result is a flat list, whether it's paginated, or how the topic filter interacts with the returned set — but the essential shape is conveyed.

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 coverage is 100%, and the single optional topic parameter is documented in the schema with example keywords. The description never references the filtering capability at all, so it adds no meaning beyond the schema. Baseline 3 applies when the schema does the heavy lifting and the description is silent.

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

Purpose4/5

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

The description enumerates the actual content the tool returns — case studies, side projects, build notes, structured as problem/decision/trade-offs/outcome/metrics — which is well beyond restating the name. It never states the verb explicitly ('list' is only in the tool name), and it doesn't differentiate itself from siblings like get_journey or get_skills_with_evidence, which is why it stops short of a 5.

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

Usage Guidelines2/5

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

There is no when-to-use statement and no mention of alternatives. The description says what the content is, not the situation that should trigger a call rather than get_journey, get_profile, or get_skills_with_evidence. An agent must infer the trigger from the content list alone.

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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