io.github.sharozdawa/ai-visibility
NPM · AI-VISIBILITY-MCP · SCANNED AUG 3
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.
Available components
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. How we score →
Supply Chain Security86
- No malware found by supply-chain analysis.Pass
- Only part of the dependency tree could be resolved (94 of 98), so this covers what we could see, not the whole tree.Partial
- No install/post-install scripts declared.Pass
- Only part of the dependency tree could be resolved (94 of 98), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 134 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability77
- AI-judged instruction clarity (excellent).Pass
- Tool/resource definitions use about 415 tokens (~69/item across 6 items; 6 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Unverified: 1 category
A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.
Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.
npm · ai-visibility-mcp
claude mcp add sharozdawa-ai-visibility -- npx -y ai-visibility-mcp
codex mcp add sharozdawa-ai-visibility -- npx -y ai-visibility-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"sharozdawa-ai-visibility": {
"type": "local",
"command": [
"npx",
"-y",
"ai-visibility-mcp"
],
"enabled": true
}
}
} openclaw mcp add sharozdawa-ai-visibility --command npx --arg -y --arg ai-visibility-mcp
mcp_servers:
sharozdawa-ai-visibility:
command: "npx"
args: ["-y", "ai-visibility-mcp"] {
"mcpServers": {
"sharozdawa-ai-visibility": {
"command": "npx",
"args": [
"-y",
"ai-visibility-mcp"
]
}
}
} Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 2 Aug 26 +44
- Provenance: unverified → fail ▼ security
- Install scripts: unverified → pass ▲ security
- Known CVEs: unverified → partial ▲ security
- Malware scan: unverified → pass ▲ security
- Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window). security
- Tool coverage: 100 → unverified ▼ functional
- Schema quality: unverified → excellent ▲ functional
- License: unverified → pass ▲ functional
- Dependency health: unverified → partial ▲ functional
- Maintenance: unverified → pass ▲ functional
- MCP protocol: unverified → pass ▲ functional
- First check of Schema quality: unverified functional
- Licence: MIT functional
- 31 Jul 26 −25
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 27 Jul 26 46
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 3 Aug 2026 · Analysed npm/[email protected]
Provenance none
Ecosystem: npm · Outcome: none
Dependencies 94 packages
94 packages in the resolved dependency tree · 94 deprecated · 29 stale.
The dependency tree was only partially resolved, so these counts may be incomplete.
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.
check_brand_visibility ~106
Check a brand's visibility across AI platforms (ChatGPT, Perplexity, Claude, Gemini). Simulates realistic queries and analyzes mention rates, positions, sentiment, and competitor landscape.
| Name | Type | Req | Description |
|---|---|---|---|
| brand | string | yes | The brand name to check visibility for |
| keywords | array | — | Industry keywords related to the brand (e.g., ['SEO', 'analytics']). Used to generate relevant queries. |
| platforms | array | — | Which AI platforms to check. Defaults to all four platforms. |
No output schema declared.
No examples provided.
check_single_query ~89
Check if a brand is mentioned for a specific query on a specific AI platform. Returns mention status, position, context snippet, sentiment, and competitor mentions.
| Name | Type | Req | Description |
|---|---|---|---|
| brand | string | yes | The brand name to check |
| platform | string | yes | The AI platform to check on |
| query | string | yes | The exact query to check (e.g., 'What are the best SEO tools?') |
No output schema declared.
No examples provided.
compare_brands ~69
Compare the AI visibility of multiple brands side by side. Shows per-platform scores, overall rankings, and relative strengths.
| Name | Type | Req | Description |
|---|---|---|---|
| brands | array | yes | List of brand names to compare (2-10 brands) |
| keyword | string | — | Optional industry keyword for context (e.g., 'project management') |
No output schema declared.
No examples provided.
get_recommendations ~76
Get actionable recommendations to improve a brand's AI visibility. Prioritized suggestions based on current score and industry best practices.
| Name | Type | Req | Description |
|---|---|---|---|
| brand | string | yes | The brand name to get recommendations for |
| current_score | number | — | Current visibility score (0-100) if known. If not provided, a quick check will be performed. |
No output schema declared.
No examples provided.
get_visibility_score ~50
Calculate an overall AI visibility score (0-100) for a brand across all four AI platforms. Includes per-platform breakdowns and improvement recommendations.
| Name | Type | Req | Description |
|---|---|---|---|
| brand | string | yes | The brand name to score |
No output schema declared.
No examples provided.
list_platforms ~25
List all supported AI platforms with details about how each sources and presents brand information.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.