{"id":"hetaobackend-mcp-github-trending","name":"mcp-github-trending","homepage":null,"repo_url":"https://github.com/hetaoBackend/mcp-github-trending","category":"search","subcategories":[],"tags":["mcp","github","trending","python","ai-agents","dev-tools"],"what_it_does":"Provides an MCP server exposing tools to fetch GitHub trending repositories and trending developers, with optional filters such as programming language, time period (daily/weekly/monthly), and spoken language for repositories.","use_cases":["Build agents that discover trending GitHub projects by language and time window","Generate research prompts or dashboards based on trending repositories/developers","Augment agent context with up-to-date open-source activity signals"],"not_for":["Use as a secure, authenticated data API for private or paid datasets","Use as a source of truth for compliance-sensitive analytics without validation","High-volume production scraping without considering upstream rate limits"],"best_when":"You want lightweight, agent-friendly access to public GitHub trending information inside an MCP-compatible workflow.","avoid_when":"You require strong guarantees around uptime, rate-limit resilience, or strict API error semantics beyond what is documented.","alternatives":["Direct GitHub API/GraphQL queries for repositories and users (where applicable)","Third-party GitHub trends libraries/services with documented auth and rate limits","Other MCP servers focused on GitHub search/trending"],"af_score":55.2,"security_score":41.2,"reliability_score":27.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:23:53.997181+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 method is described in the README. The MCP server likely fetches public trending data without user auth, but this is not explicitly documented."},"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 is provided; appears to be a self-hostable open-source package (MIT) distributed via PyPI."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":55.2,"security_score":41.2,"reliability_score":27.5,"mcp_server_quality":70.0,"documentation_accuracy":65.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":55.0,"secret_handling":80.0,"security_notes":"No auth/scopes are documented, reducing access-control risk but potentially increasing susceptibility to unthrottled public access. TLS usage for the MCP transport is not stated; Python HTTPS is likely used for upstream calls but cannot be confirmed from the provided text. Dependency list is minimal but does not include security scanning/CVE status.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":40.0,"error_recovery":35.0,"idempotency_support":"true","idempotency_notes":"Fetch-style tools (read-only) are expected to be idempotent with respect to the request parameters, though exact behavior on upstream failures is not documented.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Relies on upstream GitHub/trending sources and may be subject to upstream rate limiting or temporary availability issues.","Parameter validation and error semantics for invalid values are not described in the README."]}}