{"id":"puli-mcp-server","name":"puli-mcp-server","homepage":"https://pypi.org/project/puli-mcp-server/","repo_url":null,"category":"devtools","subcategories":[],"tags":["mcp","agent-tools","integration","automation"],"what_it_does":"puli-mcp-server is an MCP (Model Context Protocol) server package intended to expose capabilities to AI agents via the MCP interface. Based on the name alone and without README/repo details, the exact tools and behaviors cannot be verified.","use_cases":["Integrating a codebase/tooling backend with an MCP-compatible agent runtime","Enabling an agent to call server-provided tools using MCP","Contextual automation workflows where the agent needs deterministic tool calls"],"not_for":["Production integrations where tool contracts, auth, and error semantics are not documented/verified","Handling sensitive operations without clear security controls and auditing"],"best_when":null,"avoid_when":null,"alternatives":["Custom MCP servers you own/control with well-documented tool contracts","Direct REST APIs with OpenAPI spec and robust auth/error handling","LangChain/LangGraph tool integrations (where appropriate)"],"af_score":32.0,"security_score":0.0,"reliability_score":0.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:47:38.823913+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 auth details provided in the prompt content; cannot determine whether MCP server is unauthenticated or supports auth."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing details provided; likely self-hosted open-source, but not verifiable from the given input."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":32.0,"security_score":0.0,"reliability_score":0.0,"mcp_server_quality":50.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":0.0,"secret_handling":0.0,"security_notes":"No concrete security information provided (TLS, auth, scopes, secret handling, or dependency posture), so scores are conservative/unknown-derived.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["If tool schemas/inputs are incomplete, agents may produce invalid calls","Without documented error codes and recovery guidance, agents may not retry safely","If MCP server is stateful, non-idempotent operations may cause duplicate side effects"]}}