Skip to main content
Glama

socratic_challenge

Generate adversarial counter-questions to challenge and strengthen any proposed answer, forcing revision and improvement through multi-pass stress-testing.

Instructions

TRIGGER: Call this when confidence score is < 80%, when making architectural decisions, or when the user asks to "stress test" an answer.

🏛️ Socratic Challenger — Generates adversarial counter-questions that force the model to defend, revise, or strengthen its answer.

This is the single most effective technique for making ANY model (even weak/open-source) produce better answers. It turns a single-pass response into a multi-pass stress-tested response.

Args: proposed_answer: The answer/plan/recommendation to challenge context: Additional context about the problem being solved challenge_depth: Number of adversarial questions (1-5, default 3)

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
contextNo
challenge_depthNo
proposed_answerYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

With no annotations, the description fully carries the burden. It discloses that the tool generates adversarial questions, implying no destructive side effects. It could add info on output format or state changes, but it is straightforward and sufficient.

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?

The description is structured with a trigger line, a title, a brief benefit statement, and parameter list. It is mostly concise, though the phrase 'single most effective technique' is slightly hyperbolic and could be removed without loss of clarity.

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 presence of an output schema, the description does not need to detail return values. It covers the tool's purpose and usage adequately. However, it could briefly mention what the output looks like (e.g., list of questions) for completeness, but it's not critical.

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

Parameters5/5

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

Despite 0% schema description coverage, the tool description provides clear explanations for all three parameters: proposed_answer (what to challenge), context (additional context), and challenge_depth (number of questions, range 1-5, default 3). This fully compensates for the schema gap.

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 clearly states it generates adversarial counter-questions to stress-test and strengthen answers. It uses specific verbs ('generates', 'force') and identifies the resource ('the model's answer'). It distinguishes from siblings by specifying trigger conditions (confidence <80%, architectural decisions).

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 explicitly provides three trigger conditions for when to use the tool (low confidence, architectural decisions, user request). However, it does not mention when not to use it or contrast with alternative tools, missing the highest bar for this dimension.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Snehgabani/elite-reasoning-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server