{"id":"clarifai-clarifai-mcp-server-local","name":"clarifai-mcp-server-local","af_score":50.5,"security_score":43.2,"reliability_score":22.5,"what_it_does":"Provides a local (user-run) Model Context Protocol (MCP) server that bridges MCP clients to Clarifai’s API. It exposes MCP tools for uploading files, generating images from text, and running image inference by local path or URL, plus read-only MCP resources for listing/searching/reading Clarifai entities (inputs, annotations, models, model versions, datasets). It communicates with the client over JSON-RPC 2.0 via stdio and calls Clarifai using a gRPC client with a Clarifai Personal Access Token (PAT) provided via CLI flag.","best_when":"You want an agent/IDE to call Clarifai capabilities (generation/inference/search) through standard MCP methods while keeping media transfer and orchestration on the user’s machine.","avoid_when":"You need an externally hosted API (REST/GraphQL) with documented rate-limit policies and service-level guarantees, or you cannot safely store/handle Clarifai PATs on a client machine.","last_evaluated":"2026-04-04T19:52:26.384823+00:00","has_mcp":true,"has_api":false,"auth_methods":["Clarifai PAT via --pat CLI flag (added to gRPC request metadata)"],"has_free_tier":false,"known_gotchas":["PAT is provided as a CLI argument; agents should avoid logging command lines or process lists","Some tool outputs may be base64 for small images or saved file paths for large images—agents must handle both","Tool inputs require absolute file paths for filepath-based operations","Cursor pagination is described as representing page number; ensure correct cursor usage per resource type","Dataset version reading is 'not yet implemented' per README, so resource templates may not be fully functional"],"error_quality":0.0}