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AI BVF: score AI portfolios Stop/Fix/Accelerate with decision confidence and pace-layer drag.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
Craig-Horton/ai-bvf
GitHub Stars
0
Server Listing
aibvf-mcp

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MCP client
Glama
MCP server

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Tool DescriptionsA

Average 4.8/5 across 9 of 9 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct operation: cost calculation, process diagnosis, benchmark lookup, readiness inference, taxonomy listing, improvement recommendations, single initiative scoring, portfolio scoring, and portfolio validation. There is no overlap, and the descriptions clearly differentiate between similar tools like score_initiative and score_portfolio.

Naming Consistency5/5

All tool names consistently follow the verb_noun pattern in snake_case, e.g., calculate_pace_layer_drag, diagnose_process, score_initiative. There is no mixing of conventions or inconsistent verb forms, making the naming predictable and easy to understand.

Tool Count5/5

With 9 tools, the server covers the essential functions of the AI BVF framework without being excessive or sparse. Each tool serves a well-defined purpose, and the count feels appropriate for the domain of business value assessment and process improvement.

Completeness4/5

The toolset covers core workflows: scoring, diagnosis, drag calculation, benchmarking, readiness inference, taxonomy help, and portfolio management. Minor gaps exist, such as no tool for creating or editing a portfolio (only validating and scoring), but the documented workflow using validate_portfolio and score_portfolio effectively covers portfolio analysis.

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