Similar repositories
similar_reposRepositories semantically similar to the given one — useful for finding alternatives.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| repo | Yes | GitHub full name, e.g. "laravel/framework". | |
| limit | No | Default 10. |
similar_reposRepositories semantically similar to the given one — useful for finding alternatives.
| Name | Required | Description | Default |
|---|---|---|---|
| repo | Yes | GitHub full name, e.g. "laravel/framework". | |
| limit | No | Default 10. |
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true and openWorldHint=false, so safety is covered. The description adds the key behavioral trait that results are ranked by semantic similarity rather than keyword match, but says nothing about ordering, how similarity is computed, or what the results contain.
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 clause with zero waste; the qualifier 'semantically similar' does real work in distinguishing this from a generic search.
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 only two well-documented parameters and annotations covering the safety profile, the essentials are present. However, there is no output schema, so the description would ideally indicate what a result entry looks like and whether results are ordered by similarity.
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?
Schema coverage is 100% — the repo format ('laravel/framework') and limit bounds/default are fully documented in the schema. The description adds no parameter-level information, so the baseline 3 applies.
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?
Names the resource (repositories) and the relation (semantically similar to a given repo), with an added use-case gloss ('finding alternatives'). It is clear but stops short of stating the operation explicitly (list/return) or naming how it differs from search_repos.
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?
'Useful for finding alternatives' implies the discovery use case but gives no explicit when-not conditions and does not name search_repos as the sibling to pick when you want keyword matching instead of semantic similarity.
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.