mcp-graph-workflow
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.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
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.
⚡ Reliability
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.
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
Interface
Authentication
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
Open-source MIT project; pricing not applicable based on provided content.
Agent Metadata
Known 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)
Alternatives
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Scores are editorial opinions as of 2026-03-30.