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aibvf-mcp

v0.4.3

Published

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

Readme

aibvf-mcp

MCP server exposing AI BVF v1.0 to any Claude agent. Pre-flight-check your AI initiatives before you deploy them.

Source: github.com/Bahamas1717/ai-bvf · ⭐ star if this helped · Issues · Built by Craig Horton Advisory

Install and run

npx aibvf-mcp

Wire into Claude Desktop / Cursor / any MCP host

macOS and Linux

Add to your MCP config (on Claude Desktop macOS: ~/Library/Application Support/Claude/claude_desktop_config.json):

{
  "mcpServers": {
    "aibvf": {
      "command": "npx",
      "args": ["-y", "aibvf-mcp"]
    }
  }
}

Windows

Windows needs cmd /c because npx on Windows is npx.cmd and Claude Desktop's process spawner doesn't auto-resolve the .cmd extension. Use this config in %APPDATA%\Claude\claude_desktop_config.json:

{
  "mcpServers": {
    "aibvf": {
      "command": "cmd",
      "args": ["/c", "npx", "-y", "aibvf-mcp"]
    }
  }
}

If that still fails, use the full path to npx.cmd. Find it with where npx in a terminal; it's usually C:\Program Files\nodejs\npx.cmd. Then:

{
  "mcpServers": {
    "aibvf": {
      "command": "C:\\Program Files\\nodejs\\npx.cmd",
      "args": ["-y", "aibvf-mcp"]
    }
  }
}

(Double backslashes are required inside JSON strings.)

After configuring

Fully quit and restart the host (on Windows, right-click the Claude tray icon → Quit; closing the window leaves it running). Then ask Claude:

"Score this AI initiative using AI BVF: we're a €2.4bn manufacturer, planning a GenAI predictive maintenance rollout in our EU plants, we're a traditional hierarchy, strong sponsor, modest change budget."

Claude will call score_initiative and return the classification, euro range, and reasoning.

Troubleshooting

  • No tools icon appears after restart. The config JSON probably has a syntax error. Validate with python -m json.tool <path-to-config>.
  • "Could not attach to MCP server aibvf." Open the host's MCP log (on Claude Desktop Windows: %APPDATA%\Claude\logs\mcp-server-aibvf.log) for the actual error. Most common cause on Windows is the npx / cmd /c spawning issue above.
  • Tools show but calls fail. Your npx cache may have a broken copy; clear it with npx clear-npx-cache and retry.

Tools exposed

| Tool | Purpose | |---|---| | score_initiative | Return classification (Accelerate/Fix/Stop), euro range, and reasoning for one initiative. | | recommend_improvements | For a Stop or Fix initiative, return concrete pillar-level actions that would flip its classification toward Accelerate. The "what do I do next" after score_initiative. | | calculate_pace_layer_drag | Return the annual Organisational Drag Cost in EUR from misalignment between AI tier and organisational readiness — the cost of not changing the operating model. | | validate_portfolio | Check a BVF portfolio JSON against the v1.0 schema. | | get_benchmark | Return the published benchmark base-rate and industry multiplier for a function + industry. | | list_taxonomy | List the valid industries, functions, AI tiers, and readiness levels. |

Spec

https://www.aibvf.com/protocol

Anonymous Usage Telemetry

To separate real agent traffic from scanner noise, aibvf-mcp can send a small, anonymous event on each tool call. The payload is:

  • ts — timestamp
  • tool_name — one of the tool names above
  • bvf_version — the protocol version
  • caller_hash — a daily-rotated, one-way hash that lets us count distinct installs without identifying them (see below)
  • industry, function, ai_tier, readiness — the taxonomy values (never the numeric scores, revenue, or portfolio content)

No user IDs, no PII, no portfolio data, no scoring results, no stack traces.

How caller_hash works. On first run the server generates 16 random bytes and stores them in ~/.config/aibvf/install-id. The transmitted hash is sha256(installId + currentDate), truncated. Because the seed is random and high-entropy, the hash cannot be reversed to identify your machine or you — it is not derived from your hostname, username, or any system identifier. Because the seed is stable, the same install produces the same hash within a day, which is what lets us distinguish one install running many times from many installs running once. The hash rotates every 24 hours, so there is no permanent cross-day identifier, and the install-id itself never leaves your machine.

The install-id file is created only when an event is actually sent. If you opt out, no file is written. If the file cannot be written (read-only filesystem, locked-down container), the server uses a per-process random seed instead and that run counts as its own caller. To reset your anonymous identity at any time, delete ~/.config/aibvf/install-id.

Opt out by setting AIBVF_TELEMETRY_DISABLE=1 in your environment — no events are sent and no install-id file is created. Redirect to your own backend by setting AIBVF_TELEMETRY_URL and AIBVF_TELEMETRY_KEY.

License

MIT.