Fodda Knowledge Graphs
NPM · FODDA-MCP · SCANNED AUG 3
Expert-curated knowledge graphs for AI agents — retail, beauty, sports, plus institutional data
Available components
Deprecated
This server is marked deprecated in the MCP registry.
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 Security87
- No malware found by supply-chain analysis.Pass
- Only part of the dependency tree could be resolved (108 of 109), 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 (108 of 109), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency32
- 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
- License check failed: the license (SEE LICENSE IN LICENSE) isn't a recognized OSI-approved license. See how to fix → Fail
- Actively maintained (last published 30 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability67
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 1249 tokens (~178/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management23
- Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
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
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
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 · fodda-mcp
claude mcp add piers-fawkes-fodda -- npx -y fodda-mcp
codex mcp add piers-fawkes-fodda -- npx -y fodda-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"piers-fawkes-fodda": {
"type": "local",
"command": [
"npx",
"-y",
"fodda-mcp"
],
"enabled": true
}
}
} openclaw mcp add piers-fawkes-fodda --command npx --arg -y --arg fodda-mcp
mcp_servers:
piers-fawkes-fodda:
command: "npx"
args: ["-y", "fodda-mcp"] {
"mcpServers": {
"piers-fawkes-fodda": {
"command": "npx",
"args": [
"-y",
"fodda-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 +59
- Provenance: unverified → fail ▼ security
- Known CVEs: unverified → partial ▲ security
- Install scripts: unverified → pass ▲ security
- Malware scan: unverified → pass ▲ security
- License: unverified → fail ▼ functional
- MCP protocol: unverified → pass ▲ functional
- Maintenance: unverified → pass ▲ functional
- Stability: unverified → 0.20 ▲ functional
- Dependency health: unverified → partial ▲ functional
- Schema quality: unverified → excellent ▲ functional
- Tool coverage: unverified → 100 ▲ functional
- Licence: SEE LICENSE IN LICENSE functional
- 1 Aug 26 −14
- Tool coverage: 100 → unverified ▼ functional
- 31 Jul 26 +13
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 30 Jul 26 −38
- Malware scan: pass → unverified ▼ security
- Tool coverage: 100 → unverified ▼ functional
- Security disclosure: fail → unverified ▼ functional
- First check of Schema quality: unverified functional
- 27 Jul 26 44
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 108 packages
108 packages in the resolved dependency tree · 108 deprecated · 32 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.
discover_adjacent_trends ~226
Find trends that are semantically similar to a given trend — useful for discovering 'what else should I be watching?' or expanding a research brief with related signals. Returns trends connected by AI-computed similarity, not editorial curation.
| Name | Type | Req | Description |
|---|---|---|---|
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| include_editorial | boolean | — | If true, also include trends that are already editorially linked via RELATED_TO. Default: false (shows only AI-discovered connections) |
| limit | number | — | Maximum number of adjacent trends to return. Default: 10 |
| min_score | number | — | Minimum similarity score threshold (0-1). Higher = more similar. Default: 0.80 |
| trend_id | string | yes | The trendId of the seed trend to find adjacent possibilities for |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| adjacent | array | — | Array of semantically similar trends with similarity scores |
| count | number | — | Number of adjacent trends returned |
| min_score | number | — | Minimum similarity threshold applied |
| node_id | string | — | The seed trend ID queried |
| usage | object | — | — |
No examples provided.
get_evidence ~139
Retrieve supporting signals, source articles, and structured evidence for a specific trend or concept. Designed for provenance, validation, and strategic briefing.
| Name | Type | Req | Description |
|---|---|---|---|
| for_node_id | string | yes | The ID of the node (Trend or Article) |
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| top_k | number | — | Number of evidence items to return (default 5) |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| evidence | array | — | Array of evidence items with source URLs, titles, snippets, relevance scores, place (geographic location of the article), and brand names |
| node_id | string | — | The node this evidence supports |
| usage | object | — | — |
No examples provided.
get_label_values ~175
Discover available values for a specific category (e.g., Technology, Audience, RetailerType, Brand) to support structured filtering and exploration.
| Name | Type | Req | Description |
|---|---|---|---|
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| label | string | yes | The label to fetch values for (e.g., 'Brand', 'Location', 'Technology', 'Audience', 'RetailerType', 'Trend') |
| property | string | — | Optional property to return values for. Defaults vary by label (Brand→name, Technology→slug, Audience→slug, Trend→trendName) |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| count | number | — | Number of values found |
| label | string | — | The label queried |
| property | string | — | The property values were fetched from |
| values | array | — | Array of valid values for the label |
No examples provided.
get_neighbors ~234
Explore how a trend, brand, or technology connects to related signals, concepts, and adjacent innovation patterns within the selected graph. Traversal is depth-limited for focused discovery.
| Name | Type | Req | Description |
|---|---|---|---|
| depth | number | — | Traversal depth (default 1, max 2) |
| direction | string | — | Traversal direction: 'out' (default) follows outgoing edges, 'in' follows incoming edges |
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| limit | number | — | Maximum results (default 50) |
| relationship_types | array | — | Filter by relationship types: 'EVIDENCED_BY', 'RELATED_TO', 'SEMANTICALLY_SIMILAR', 'ASSOCIATED_BRAND', 'MENTIONS_BRAND', 'IN_LOCATION' |
| seed_node_ids | array | yes | Array of node IDs to start traversal from |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| edges | array | — | Array of relationships between nodes |
| nodes | array | — | Array of neighboring nodes |
| usage | object | — | — |
No examples provided.
get_node ~109
Retrieve the full metadata and properties of a specific node within the knowledge graph, including labels and structured attributes.
| Name | Type | Req | Description |
|---|---|---|---|
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| nodeId | string | yes | The ID of the node |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| display | string | — | Display name of the node |
| id | string | — | Node ID |
| labels | array | — | Array of node labels/types |
| properties | object | — | Key-value properties of the node |
No examples provided.
list_graphs ~56
Discover available knowledge graphs and their schemas, including node types, relationship types, and versions. Use this tool first to find valid graphId values for other tools.
| Name | Type | Req | Description |
|---|---|---|---|
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| graphs | array | — | Array of available graphs with their schemas |
No examples provided.
search_graph ~310
Search across expert-curated PSFK knowledge graphs (Retail, Beauty, Sports and partner datasets) to retrieve structured trend clusters, signals, and supporting articles relevant to a query. Note: a server-side relevance gate may reduce results for brand/entity-specific queries — results with low semantic scores that don't mention query terms are automatically filtered out.
| Name | Type | Req | Description |
|---|---|---|---|
| filters | object | — | Optional filters to narrow search results |
| graphId | string | yes | Select which curated graph to query. Use list_graphs to discover available options. Common values: 'retail', 'beauty', 'sports', 'psfk', 'sic', 'waldo', 'pew'. |
| include_evidence | boolean | — | If true, batch-fetch supporting evidence articles inline with results. Saves a separate get_evidence call per trend. Default: true. Each evidence item includes: sourceUrl, place (geographic location)… |
| limit | number | — | Maximum number of results (default 25, max 50) |
| query | string | yes | The search query. Location terms (city/country names like 'London', 'Tokyo') are auto-detected and used to hard-filter results geographically. Geo terms auto-expand (e.g., 'London' also matches 'UK',… |
| use_semantic | boolean | — | Whether to use semantic search (default true) |
| userId | string | yes | Unique identifier for the user (Required) |
| Name | Type | Req | Description |
|---|---|---|---|
| results | array | — | Array of matching nodes (trends, articles), each optionally with an 'evidence' array if include_evidence=true. When evidence is included, each evidence item contains: sourceUrl (article link), place… |
| search_method | string | — | Search method used: 'vector', 'keyword', 'hybrid', or 'all_fallback' |
| total | number | — | Total number of results found |
| usage | object | — | Billing/usage metadata |
No examples provided.