{"id":"libreearth-gimp-mcp","name":"gimp-mcp","homepage":null,"repo_url":"https://github.com/libreearth/gimp-mcp","category":"ai-ml","subcategories":[],"tags":["mcp","gimp","python","ai-image-editing","desktop-integration","plugins"],"what_it_does":"Provides an MCP (Model Context Protocol) integration for GNU Image Manipulation Program (GIMP), enabling AI-driven image editing workflows through an MCP server and a GIMP plugin that exposes commands (e.g., create image/layers, load/save files, set colors/offsets, fill selections).","use_cases":["Automating repetitive image editing tasks inside GIMP","AI-assisted operations such as background removal","AI inpainting for selected areas","Context-aware prompts for object recognition, style transfer, and enhancement"],"not_for":["Production environments requiring well-specified, contract-first API documentation and operational guarantees (SLA, tested error semantics)","Teams needing strong built-in authentication/authorization controls or enterprise-ready governance features","Workflows that rely on clear rate limiting and retry/idempotency guidance for programmatic use"],"best_when":"You want local/desktop AI-assisted editing inside GIMP and are comfortable integrating an MCP server and plugin with your own AI/model backend.","avoid_when":"You require strict security controls (scoped auth, audited secrets handling) and detailed operational documentation for safe automation at scale.","alternatives":["GIMP native scripting (Python/GEGL) without MCP","Other MCP servers/clients that provide well-documented tool interfaces (if available for image tasks)","Standalone AI image tools with GIMP import/export (Photoshop/GIMP plugins or CLI workflows)"],"af_score":32.8,"security_score":16.5,"reliability_score":17.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:47:10.011092+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":"The provided README content does not describe authentication or authorization for the MCP server or plugin."},"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 open-source tooling."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":32.8,"security_score":16.5,"reliability_score":17.5,"mcp_server_quality":45.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":10.0,"tls_enforcement":20.0,"auth_strength":10.0,"scope_granularity":0.0,"dependency_hygiene":40.0,"secret_handling":20.0,"security_notes":"No authentication/authorization is described. Transport security (TLS) and secrets management practices are not documented. Dependency health cannot be assessed from provided content.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":20.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["README lists example commands but does not specify MCP tool schemas, input/output types, or error codes","No guidance is provided on retries, idempotency, or how to safely re-issue commands that mutate image state","The MCP server startup/integration steps are described at a high level; exact configuration knobs and transport details are unclear"]}}