{"id":"diegonogueiradev-mcp-graph-workflow","name":"mcp-graph-workflow","homepage":null,"repo_url":"https://github.com/DiegoNogueiraDev/mcp-graph-workflow","category":"devtools","subcategories":[],"tags":["mcp","task-graph","prd","sqlite","local-first","rag","semantic-search","typescript","cli","orchestration"],"what_it_does":"An MCP-enabled, local-first CLI that ingests PRD documents and converts them into persistent, structured execution graphs stored in SQLite. It supports AI-assisted context compression, semantic search/RAG, task routing, sprint planning, and a local web dashboard; it also coordinates multi-agent workflows via MCP tool calls.","use_cases":["Convert PRD/spec text into dependency-aware, trackable task graphs for agentic execution","Local semantic search and RAG over PRDs/backlogs to ground agents","Sprint planning and capacity/risk assessment from imported requirements","Operate MCP-native agent workflows from editors (Copilot/Claude/Cursor/etc.) using stdio transport","Use a dashboard to visualize graphs, backlog progress, and insights"],"not_for":["Centralized, multi-tenant SaaS use where strong auth, tenancy isolation, and audit trails are required","Workloads needing managed cloud storage, remote vector databases, or external knowledge bases","Teams that require a fully specified OpenAPI/SDK-driven REST integration for automation"],"best_when":"You want local, offline-friendly PRD-to-task-graph scaffolding and agent tool orchestration via MCP (stdio), plus a browser dashboard for planning/insights.","avoid_when":"You require robust enterprise security controls around authentication/authorization, or you need well-specified rate-limit/error semantics for a REST API as the primary integration surface.","alternatives":["Other MCP servers for task/knowledge management (generic local knowledge-base + workflow tools)","PRD-to-Jira/issue transformers using document parsing + workflow templates","Open-source planning tools with graph/datastore backends (self-hosted) plus a separate LLM layer","Custom pipeline: PRD ingestion + embeddings/RAG + task graph persistence in SQLite/Postgres"],"af_score":59.0,"security_score":32.2,"reliability_score":32.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:39:03.560348+00:00","interface":{"has_rest_api":true,"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":["No auth described for local MCP stdio transport","Local REST/dashboard (auth behavior not documented)"],"oauth":false,"scopes":false,"notes":"The README shows MCP stdio usage via npx with no credentials. It mentions REST endpoints and a dashboard but does not describe authentication/authorization mechanisms or access controls."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source MIT project; pricing not applicable based on provided content."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":["Local-first (SQLite persistence) — expected to keep data on the user's machine"],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":59.0,"security_score":32.2,"reliability_score":32.5,"mcp_server_quality":70.0,"documentation_accuracy":65.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":90.0,"rate_limit_clarity":10.0,"tls_enforcement":30.0,"auth_strength":20.0,"scope_granularity":20.0,"dependency_hygiene":55.0,"secret_handling":45.0,"security_notes":"MCP is used via local stdio with no auth described. The REST/dashboard presence is noted but authentication, TLS requirements for the HTTP server, CSRF/CORS controls, and secret-handling/logging behavior are not documented in the provided content. Dependencies include common libraries for parsing and browser automation; no vulnerability posture/CVE hygiene information was provided.","uptime_documented":0.0,"version_stability":55.0,"breaking_changes_history":40.0,"error_recovery":35.0,"idempotency_support":"false","idempotency_notes":"Idempotency guarantees for MCP tools/CLI commands are not documented in the provided content.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP tooling is stdio-based; agent environments must support launching/stderr/stdin transport correctly","Local execution implies filesystem/permissions issues can occur; 'doctor' exists but agent retry/error handling guidance is not described","Graph/database state may persist in SQLite; repeated imports/updates might create duplicates unless tools are designed to be idempotent (not confirmed)"]}}