{"id":"beubax-grapheteria","name":"Grapheteria","homepage":"https://beubax.github.io/Grapheteria/","repo_url":"https://github.com/beubax/Grapheteria","category":"ai-ml","subcategories":[],"tags":["agentic-framework","agent-orchestration","workflow","visualization","debugging","python","ui","model-context-protocol"],"what_it_does":"Grapheteria is a Python framework for building and orchestrating agent workflows with a structured model, offering both a code-style API (nodes and edges) and a UI that stays in sync for visual design/debugging, plus features like state tracking, logging, time-travel debugging, and production-oriented execution/scale concepts.","use_cases":["Building multi-step agent workflows with a consistent structure","Visual debugging and iterative development of agent orchestration logic","Workflow state tracking with resume/continuation after stopping","Teams that want a hybrid code + visual UI workflow design process"],"not_for":["Serving as a secure hosted API for untrusted users without additional infrastructure and controls","Use cases needing a well-specified external REST/GraphQL interface or stable public service contract (based on provided info)","Strict enterprise compliance requirements without further verification of security/privacy controls"],"best_when":"You’re developing agent orchestration logic locally/in your own environment and want a hybrid UI+code workflow authoring and debugging experience.","avoid_when":"You need a mature, documented, externally hosted API with clear auth/rate limits, or you cannot risk an early/beta project without reviewing code and operational guarantees.","alternatives":["LangGraph (code-first graph orchestration)","Haystack (pipelines/agents orchestration)","Flowise / LangChain-based visual builders (UI-first)","Dify (visual agent/workflow builder)","CrewAI (agent coordination patterns)"],"af_score":39.8,"security_score":25.5,"reliability_score":22.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:18:18.750061+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"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 provided README/manifest. The package appears to run a local UI/server command (grapheteria) but auth requirements for any exposed server endpoints are not specified here."},"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; appears to be an open-source Python package (MIT) installed via pip."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":39.8,"security_score":25.5,"reliability_score":22.5,"mcp_server_quality":0.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":20.0,"auth_strength":10.0,"scope_granularity":0.0,"dependency_hygiene":60.0,"secret_handling":50.0,"security_notes":"Based on provided manifest: dependencies include fastapi/uvicorn and tooling libraries; however, the README does not describe auth, TLS enforcement, logging redaction, or secret handling practices. As a local/standalone workflow/UI tool, the main risk is how it exposes any server endpoints and how it logs state.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":20.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No API contract (REST/OpenAPI) or MCP server details were provided in the supplied content; agent integration would likely be via the Python package API and UI/server behavior, which is not fully specified here.","Project is labeled as Development Status :: 4 - Beta in the manifest; treat behavior, reliability guarantees, and operational semantics as unverified until reviewing the repo/tests."]}}