List Humanity Loop projects
list_live_projectsList public Humanity Loop project cards.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
list_live_projectsList public Humanity Loop project cards.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden of behavioral disclosure. It hints that results are 'public' and card-shaped, but says nothing about pagination, ordering, result limits, or whether any auth is required for a read-only listing.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
A single front-loaded sentence with no filler, which is appropriate for a simple listing tool. It is arguably too terse rather than too long, but nothing is wasted.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With zero parameters and no output schema, the description is barely adequate: it does not describe what a returned 'card' contains or how many results to expect, which an agent would need when there is no output schema to fall back on. The low complexity of the tool keeps this at a minimum-viable level rather than a failure.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The tool takes zero parameters and the schema has 100% description coverage, so there is nothing for the description to clarify. Baseline for a no-parameter tool is 4.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (List) and resource (public Humanity Loop project cards), which reads as a read-only enumeration tool. It is distinguishable from the singular get_project sibling, though the description never names that contrast explicitly and 'cards' / 'live' vs 'public' wording leaves minor ambiguity about what is actually returned.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use guidance, no mention of when to prefer get_project or list_actions, and no statement of prerequisites. An agent must infer entirely from the one-line purpose that this is the browse-all entry point.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.