# com.mambabuilt/mcp-icp-fit-scorer (npm · @mambalabsdev/mcp-icp-fit-scorer)

Scores a company against your ICP with weighted signals. Returns score, tier, and breakdown.

- Trust score: 68/100 (medium)
- Change this week: +24
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- npm · `@mambalabsdev/mcp-icp-fit-scorer`: 68/100 (this document), [markdown](https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer.md), [page](https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer)

## Channel facts

- Registry: `npm`
- Package: `@mambalabsdev/mcp-icp-fit-scorer`
- Version: `1.0.5`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Supply Chain Security**: 87/100
  - No malware found by supply-chain analysis.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
  - No install/post-install scripts declared.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 46 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 67/100
  - AI-judged instruction clarity (excellent).
  - Context-footprint check failed: tool/resource definitions use about 317 tokens (~317/item across 1 items; 1 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add com-mambabuilt-mcp-icp-fit-scorer -- npx -y @mambalabsdev/mcp-icp-fit-scorer
```

### Codex

```bash
codex mcp add com-mambabuilt-mcp-icp-fit-scorer -- npx -y @mambalabsdev/mcp-icp-fit-scorer
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-mambabuilt-mcp-icp-fit-scorer": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "@mambalabsdev/mcp-icp-fit-scorer"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-mambabuilt-mcp-icp-fit-scorer --command npx --arg -y --arg @mambalabsdev/mcp-icp-fit-scorer
```

### Hermes

```yaml
mcp_servers:
  com-mambabuilt-mcp-icp-fit-scorer:
    command: "npx"
    args: ["-y", "@mambalabsdev/mcp-icp-fit-scorer"]
```

### Other

```json
{
  "mcpServers": {
    "com-mambabuilt-mcp-icp-fit-scorer": {
      "command": "npx",
      "args": [
        "-y",
        "@mambalabsdev/mcp-icp-fit-scorer"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 68, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-02 (score 67, +48)

- [security regression] Provenance: unverified → fail
- [security improvement] GHSA-frvp-7c67-39w9 no longer affects this package
- [security improvement] Known CVEs: unverified → partial
- [security improvement] Install scripts: unverified → pass
- [security improvement] Malware scan: unverified → pass
- [functional regression] Tool coverage: 100 → unverified
- [functional improvement] Stability: unverified → 0.23
- [functional improvement] MCP protocol: unverified → pass
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] Dependency health: unverified → partial
- [functional improvement] License: unverified → pass
- [functional improvement] Schema quality: unverified → excellent
- [functional] Licence: MIT

### 2026-07-31 (score 19, −25)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-28 (score 44, 0)

- [security regression] Provenance: fail → unverified
- [security regression] Install scripts: pass → unverified
- [security regression] Known CVEs: fail → unverified
- [security improvement] GHSA-frvp-7c67-39w9 no longer affects this package
- [functional regression] Maintenance: pass → unverified
- [functional regression] Dependency health: partial → unverified
- [functional regression] License: pass → unverified
- [functional improvement] Tool coverage: unverified → 100
- [functional] First check of Tool coverage: 100
- [functional] First check of Schema quality: unverified
- [functional] First check of Schema quality: fail
- [functional] First check of Schema quality: fail
- [functional] Licence: MIT

### 2026-07-27 (score 44)

First indexed and scored.

## MCP tools (1)

### `score_icp_fit` (~317 tokens)

Score ICP Fit

Score a company against your ideal customer profile (ICP) using weighted signals. Returns a 0 to 100 icp_score, an A to D icp_tier, and a per-signal breakdown as a flat, Clay-ready JSON row. Define your ICP with a prebuilt template, a JSON scoring_config, or a plain-English icp_description (which requires llm_api_key). Read-only; requires an APIFY_TOKEN and consumes Apify credits per call.

Input parameters:

- `company_domain` (string, required): The primary domain of the company to score. Example: clay.com
- `company_name` (string): Optional display name of the company.
- `fetch_signals` (boolean): If true, the actor fetches hiring and tech-stack signals for the company automatically before scoring.
- `icp_description` (string): Plain-English description of your target ICP. Requires llm_api_key. Alternative to template or scoring_config.
- `include_explanation` (boolean): If true, adds a score_explanation string to the output describing how the score was derived.
- `llm_api_key` (string): Your OpenAI or Anthropic API key. Required only when using icp_description.
- `llm_provider` (string): LLM provider to use with icp_description: openai or anthropic.
- `scoring_config` (object): JSON object of scoring weights. Alternative to template or icp_description.
- `template` (string): Name of a prebuilt scoring config. Alternative to scoring_config or icp_description.

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer#diagnostics

## Score history

- 2026-08-03: 68
- 2026-08-02: 67
- 2026-08-01: 19
- 2026-07-31: 19
- 2026-07-30: 44
- 2026-07-28: 44
- 2026-07-27: 44

## Links

- npm package: https://www.npmjs.com/package/@mambalabsdev/mcp-icp-fit-scorer
- Socket report: https://socket.dev/npm/package/@mambalabsdev/mcp-icp-fit-scorer
- Repository: https://github.com/mambalabsdev/mcp-icp-fit-scorer
- Changelog RSS feed: https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer/changelog.json
- HTML version of this page: https://verifymcp.io/servers/com-mambabuilt-mcp-icp-fit-scorer/mambalabsdev-mcp-icp-fit-scorer