Skip to main content
Glama

apply_crystals

Persist structured crystal answers as markdown files in the research hub, organized by cluster and slug.

Instructions

Persist crystal answers to hub//crystals/.md.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cluster_slugYes
crystals_jsonYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations are provided, so the description must fully disclose behavior. It states the persistence action but does not specify whether existing files are overwritten or appended, permission requirements, or error handling. This is insufficient for a write operation.

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 a single, concise sentence that front-loads the key action and destination. Every word earns its place; no redundancy.

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

Completeness2/5

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

Given the tool has an output schema and nested objects, the description omits details on return format, handling of crystals_json structure, and error conditions. It is not complete enough for an agent to invoke correctly without assumptions.

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

Parameters2/5

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

Schema coverage is 0%, yet the description gives no explanation of the two parameters (cluster_slug, crystals_json). The description adds no meaning beyond the schema, failing to compensate for the lack of schema descriptions.

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 states the tool persists crystal answers to a specific file path (hub/<cluster>/crystals/<slug>.md), which is a clear verb+resource. However, it does not define what 'crystals' are or differentiate from siblings like 'apply_cluster_summaries' which also persist data.

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?

No guidance on when to use this tool vs. alternatives like 'apply_cluster_summaries' or 'emit_crystal_prompt'. The description does not mention prerequisites, context, or exclusions.

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/WenyuChiou/research-hub'

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