{"id":"hemanth-paws-on-mcp","name":"paws-on-mcp","homepage":null,"repo_url":"https://github.com/hemanth/paws-on-mcp","category":"ai-ml","subcategories":[],"tags":["mcp","model-context-protocol","sse","python","agent-tools","sampling","hacker-news","github","cli","fastmcp"],"what_it_does":"Provides a local Python-based MCP (Model Context Protocol) server (with SSE transport) exposing a set of MCP tools, resources, and prompt templates, plus an enhanced sampling workflow with model hints and priority parameters. Includes a CLI client for testing and interacting with the MCP server.","use_cases":["Agent-driven retrieval and analysis of Hacker News content via MCP tools/resources","Agent-driven discovery and analysis of GitHub repositories via MCP tools/resources","MCP prompt-template generation for structured analysis and code review workflows","Server-side sampling requests with model hints and priority controls (intelligence/cost/speed)","Local automation/testing of MCP integrations using the provided CLI client"],"not_for":["Production deployment over the open internet without explicit transport security and authentication guidance","High-concurrency workloads that rely on MCP roots functionality under load (noted concurrency limitations)","Environments requiring documented, fine-grained security controls (auth scopes, rate limit headers, etc.)"],"best_when":"Used as a local or internal MCP server for agent experimentation and workflows that can tolerate some concurrency limitations in roots/enhanced sampling under load.","avoid_when":"Avoid for internet-exposed deployments and for mission-critical high-throughput scenarios where roots/sampling concurrency behavior is essential.","alternatives":["Use an MCP server framework/library directly and implement only the required tools/resources","Host a separate MCP server per integration (e.g., one for GitHub, one for Hacker News) to reduce concurrency coupling","If you need a web API, implement equivalent functionality as a REST API with OpenAPI and agent-friendly SDKs"],"af_score":48.8,"security_score":21.0,"reliability_score":22.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:33:26.837142+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":"http://127.0.0.1:8000/mcp/","has_sdk":false,"sdk_languages":["python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication mechanism is described in the README (server starts on localhost with SSE)."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source; README does not describe hosted pricing. Any model/provider costs would depend on downstream sampling/model usage."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":48.8,"security_score":21.0,"reliability_score":22.5,"mcp_server_quality":80.0,"documentation_accuracy":55.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":30.0,"rate_limit_clarity":10.0,"tls_enforcement":10.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"README does not describe authentication/authorization, TLS requirements, or secrets management practices. Server is shown binding to localhost, which reduces exposure but does not ensure secure production deployment. Dependency hygiene and secret handling are not verifiable from the provided content.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":0.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":"Not documented. Some sampling/analysis operations likely have side effects or non-repeatable outputs, and no idempotency guarantees are stated.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Roots functionality has concurrency/framework limitations per README; behavior under parallel agent requests may degrade or fail.","Enhanced sampling tests show concurrency/load limitations; avoid aggressive parallel sampling without validation.","No explicit mention of auth, rate limiting, or structured retry/backoff guidance; agents may need to self-manage throttling."]}}