{"id":"web-scraping-mcp-server","name":"web-scraping-mcp-server","homepage":"https://pypi.org/project/web-scraping-mcp-server/","repo_url":null,"category":"ai-ml","subcategories":[],"tags":["web-scraping","mcp","ai-agents","extraction","http","html","tooling"],"what_it_does":"An MCP (Model Context Protocol) server that provides web-scraping capabilities to an AI agent, enabling the agent to fetch and extract content from web pages via MCP tool calls.","use_cases":["Agent-assisted extraction of public web content (e.g., articles, product pages)","Building ingestion pipelines that need HTML-to-text parsing via MCP tooling","Research agents that gather source material from URLs","Automated monitoring of publicly accessible pages where structured extraction is needed"],"not_for":["Scraping sites that disallow automated access (e.g., explicit robots.txt/ToS restrictions)","Authentication-gated content without clear supported auth flows","Highly dynamic web apps requiring full browser automation unless the server explicitly supports it","Data that must be kept private/confidential without strong security controls"],"best_when":"You need an agent-friendly interface (MCP tools) to perform repeatable extraction of publicly accessible pages with predictable structure.","avoid_when":"You require strict compliance guarantees, robust anti-bot handling, or authenticated/private scraping with strong credential management support (none is evidenced here).","alternatives":["Use a dedicated scraping API/vendor with documented auth, retries, and rate limits","Use a browser automation framework (e.g., Playwright) directly from your own backend","Use server-side HTML extraction libraries + your own job runner/API","Use ingestion platforms (e.g., crawler + structured extraction) that provide clearer SLAs"],"af_score":36.8,"security_score":31.5,"reliability_score":5.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:39:27.913185+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":[],"oauth":false,"scopes":false,"notes":"No authentication details were provided in the prompt, so auth method support cannot be confirmed."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing/hosting details were provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":36.8,"security_score":31.5,"reliability_score":5.0,"mcp_server_quality":45.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":20.0,"dependency_hygiene":30.0,"secret_handling":30.0,"security_notes":"No repo/manifest details were provided. For web scraping MCP servers, key security concerns typically include URL validation to prevent SSRF, safe handling of fetched content, strict network egress controls, and careful credential management if auth scraping is supported. None of these controls are evidenced here.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Scraping is often sensitive to robots.txt/ToS; agents may attempt disallowed requests if not constrained.","Sites may block scraping or return inconsistent HTML; extraction may fail without robust fallbacks.","If the MCP tool accepts arbitrary URLs, agents may generate SSRF-like requests unless the server validates/blocks internal/private networks.","Dynamic pages may require browser rendering; plain fetch+parse can miss content."]}}