A
license-
qualityB
maintenanceProvides web search and content extraction for AI agents.
MIT
Parallel Search MCP
by ai.parallel
Server Details
The best web search for your AI Agent
- Status
- Unhealthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- parallel-web/search-mcp
- GitHub Stars
- 16
- Server Listing
- Parallel Search MCP
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Usage analytics
See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.
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Tool Definition Quality
A3.8/5.0
Tool DescriptionsA
Average 3.7/5 across 2 of 2 tools scored.
Server CoherenceA
Disambiguation5/5
web_fetch and web_search_preview serve clearly distinct purposes: one fetches content from specific URLs, the other performs web searches. No overlap or ambiguity.
Naming Consistency5/5
Both tools follow a consistent 'web_' prefix and verb_noun pattern (fetch, search_preview). No mixing of conventions.
Tool Count4/5
Two tools is the minimum viable set for search/fetch functionality, which feels slightly thin but well-scoped for the stated purpose of parallel search and content extraction.
Completeness4/5
The set covers the core workflow of searching and fetching content. Minor gaps exist (e.g., no URL listing or multi-source aggregation), but the essentials are present.
Claim this connector by publishing a /.well-known/glama.json file on your server's domain with the following structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
}The email address must match the email associated with your Glama account. Once published, Glama will automatically detect and verify the file within a few minutes.
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For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
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For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
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Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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