A
licenseNot graded
qualityD
maintenanceEnables AI agents to perform real-time web searches, deep research, content extraction, and AI-powered answers via the KEIRO API.
MIT
KEIRO MCP Server
by Neptaverse
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TDQS
A3.8/5.0
Scored across 6 tools
Disambiguation3/5
Multiple tools serve search and research purposes, with base and pro variants that overlap in functionality. The descriptions clarify output differences (e.g., search returns links, research returns summaries), reducing confusion, but an agent may still hesitate between search and research for a given task.
Naming Consistency5/5
All tools follow the keiro_ prefix and use a consistent pattern of action terms (search, research, answer, crawl) with a uniform _pro suffix for advanced variants. Naming is highly predictable and easy to navigate.
Tool Count5/5
Six tools is well within the ideal 3-15 range. The set covers basic and advanced search, basic and advanced research, direct answering, and crawling, which is well-scoped for a web intelligence server without unnecessary redundancy.
Completeness4/5
The tool surface covers the main stages of online information gathering: searching, deep research, direct Q&A, and page extraction. Minor gaps exist, such as lacking a tool for iterating through paginated search results, but these can be worked around with existing capabilities.
Maintenance
ActivityInactive
ResponsivenessNo issues