{"id":"websearch-mcp-server","name":"websearch-mcp-server","homepage":"https://pypi.org/project/websearch-mcp-server/","repo_url":null,"category":"search","subcategories":[],"tags":["mcp","web-search","agent-tools","research","integration"],"what_it_does":"A dedicated MCP (Model Context Protocol) server that provides web search capabilities to AI agents, allowing them to query the web and retrieve relevant results via MCP tools.","use_cases":["Agent-assisted research and fact-finding","Building RAG/QA pipelines that need fresh web results","Monitoring or triage workflows that require current information","Summarizing web pages or consolidating sources for reports"],"not_for":["Serving as a source of truth without verification","Use cases requiring guaranteed completeness/coverage of the entire web","High-security environments without careful threat modeling and isolation"],"best_when":"You need an agent to perform ad-hoc, tool-based web search during a conversation or workflow, and you can handle the inherent uncertainty of search results.","avoid_when":"You require deterministic results, strict compliance-grade provenance guarantees, or when network egress from the runtime is disallowed without additional controls.","alternatives":["Tavily/SerpAPI/Brave Search APIs","General-purpose browsing tools (e.g., Playwright-based search + scraping)","Dedicated RAG pipelines that ingest your own curated web corpus","Other MCP web/browsing servers if available in your ecosystem"],"af_score":42.0,"security_score":39.2,"reliability_score":7.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:39:27.569001+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["unknown"],"oauth":false,"scopes":false,"notes":"Authentication details are not provided in the supplied information; many MCP web-search tools rely on either environment variables (API keys) or unauthenticated local usage, but this cannot be confirmed here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information was provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":42.0,"security_score":39.2,"reliability_score":7.5,"mcp_server_quality":60.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":25.0,"tls_enforcement":60.0,"auth_strength":30.0,"scope_granularity":20.0,"dependency_hygiene":45.0,"secret_handling":45.0,"security_notes":"Security cannot be fully assessed without repository/manifests. As a web-search tool, it may involve outbound network calls; key risks include SSRF-like constraints (if URLs are user-influenced), data exfiltration via prompts, and leakage of API keys in logs. Ensure least-privilege API keys, redact secrets, and restrict egress to intended search endpoints.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Web search results are inherently variable and may change between runs; agents should be prepared to re-check sources.","If the server is rate-limited by an upstream search provider, agents may see transient failures; retry/backoff strategy may be needed but is not confirmed.","Network access/egress restrictions may prevent the MCP server from functioning in locked-down environments."]}}