Dataset Viewer
Auto-converted to Parquet Duplicate
product
stringclasses
1 value
registry_id
stringclasses
1 value
endpoint
stringclasses
1 value
server_version
stringclasses
1 value
observed_at
timestamp[s]date
2026-07-30 02:16:36
2026-07-30 02:16:36
name
stringclasses
9 values
title
stringclasses
9 values
description
stringclasses
9 values
input_schema
unknown
output_schema
dict
annotations
dict
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
check_ingredient
Check an ingredient
Look up a cosmetic/food/supplement ingredient in Clarity's condition-aware database. Returns verdict, evidence tier (Gold/Silver/Bronze), and citation for a given condition lens. Pass `lenses` (array) instead of `lens` to check several conditions in ONE call (profile-shaped checking, e.g. a user who is pregnant AND has...
{ "type": "object", "properties": { "name": { "type": "string", "minLength": 1, "description": "Ingredient name, e.g. 'niacinamide' or 'aged cheddar cheese'" }, "lens": { "type": "string", "description": "Single condition lens", "enum": [ "breastfeeding", ...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Check an ingredient", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
check_stack
Audit a supplement stack
Audit a supplement/ingredient STACK in one call: per-item condition-lens verdicts (evidence-graded, cited where citations exist) PLUS every curated ingredient-to-ingredient interaction found WITHIN the stack (type, severity, mechanism, source). Use when a user takes multiple supplements together. Supports multi-lens vi...
{ "type": "object", "properties": { "ingredients": { "type": "array", "items": { "type": "string", "minLength": 1 }, "minItems": 2, "maxItems": 12, "description": "2-12 ingredient/supplement names, e.g. ['iron','calcium','quercetin']" }, "lens": { ...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Audit a supplement stack", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
find_alternatives
Find safer product alternatives
Find 2-3 safer swaps for a flagged product: same-category products that rate good/excellent on Clarity's general food/skincare quality score AND contain no ingredient flagged for the given condition lens. Seed by barcode (preferred — e.g. right after scan_barcode flags something) or product_name. Each alternative carri...
{ "type": "object", "properties": { "barcode": { "type": "string", "pattern": "^[0-9]{6,14}$", "description": "UPC/EAN of the product to swap away from (6-14 digits)" }, "product_name": { "type": "string", "minLength": 1, "description": "Product name to seed from when...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Find safer product alternatives", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
strain_lookup
Look up a cannabis or mushroom strain
Look up a cannabis or mushroom species/strain in Clarity's database. Returns verdict, evidence tier, PMID citation, and safety flags.
{ "type": "object", "properties": { "species": { "type": "string", "minLength": 1, "description": "Species or strain name, e.g. 'Cannabis sativa' or 'Lion's Mane'" } }, "required": [ "species" ] }
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Look up a cannabis or mushroom strain", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
scan_barcode
Scan a product barcode
Look up a product by barcode (Open Food Facts / Open Beauty Facts), match its ingredients against Clarity's database, return which ingredients are flagged for the given condition lens, AND flag any active FDA recall for the product (recall_flag + recalls[], sourced from FDA — verify via source_url). On a local-mirror m...
{ "type": "object", "properties": { "barcode": { "type": "string", "pattern": "^[0-9]{6,14}$", "description": "UPC/EAN barcode, 6-14 digits" }, "lens": { "type": "string", "description": "Condition lens", "enum": [ "breastfeeding", "lactation", ...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Scan a product barcode", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
validate_claim
Validate a health claim
Fact-check a free-text health/safety claim against Clarity's human-curated, evidence-graded database. Given a statement (e.g. 'fenugreek is safe while breastfeeding') and a condition lens, returns whether Clarity's curated position supports / contradicts / does-not-cover it, plus any verified citation on file. Use this...
{ "type": "object", "properties": { "statement": { "type": "string", "minLength": 1, "maxLength": 500, "description": "The health/safety claim to validate, e.g. 'niacinamide is safe during pregnancy'. Do not include personal information." }, "lens": { "type": "string", ...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Validate a health claim", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
check_interaction
Check ingredient interactions
Check Clarity's curated ingredient-to-ingredient interaction database. Give one ingredient to list everything it interacts with (e.g. 'iron'), or two ingredients to check a specific pair (e.g. 'calcium' + 'iron'). Returns interaction_type, severity (Beneficial/Moderate/High), mechanism, clinical_note, source, and wheth...
{ "type": "object", "properties": { "ingredient_a": { "type": "string", "minLength": 1, "description": "The ingredient to check, e.g. 'iron' or 'calcium'" }, "ingredient_b": { "type": "string", "minLength": 1, "description": "Optional second ingredient to check a spec...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Check ingredient interactions", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
score_product
Score a product
Get Clarity's product quality score by barcode. Returns category-specific scores (food: nutrition/additive/processing/organic; skincare: irritation/allergen/endocrine/condition; supplement: transparency/safety/label_quality/complexity — dose transparency penalizes proprietary blends, safety flags high-risk botanicals) ...
{ "type": "object", "properties": { "barcode": { "type": "string", "pattern": "^[0-9]{6,14}$", "description": "UPC/EAN barcode, 6-14 digits" }, "category": { "type": "string", "description": "Product category (omit for auto)", "enum": [ "food", "skinca...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Score a product", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }
Clarity
com.healthai/clarity
https://mcp.healthai.com
0.7.8
2026-07-30T02:16:36
check_recall
Check a consumer-product recall
Check whether a consumer product or brand has an FDA/consumer recall on file — supplements, food, cosmetics (NOT medical devices). Query by `brand` (primary), optionally narrow by `product_name`. Returns recall_flag, whether any active Class I (most serious) recall exists, and each matching record with classification, ...
{ "type": "object", "properties": { "brand": { "type": "string", "minLength": 1, "description": "Brand or manufacturer name, e.g. 'Nature Made' or 'Similac'" }, "product_name": { "type": "string", "minLength": 1, "description": "Optional product name to narrow within ...
{ "type": "object", "description": "The structured Clarity result. Tool-specific fields vary by workflow; every successful tool result includes the informational-use disclaimer.", "properties": { "human_url": { "type": "string", "format": "uri", "description": "A live Clarity page or checker...
{ "title": "Check a consumer-product recall", "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": false }

Clarity MCP Tool Contracts

This dataset is a dated, machine-readable snapshot of the public tool contract served by Clarity MCP (com.healthai/clarity). It is intended for MCP client developers, directory maintainers, and interoperability research.

It contains tool names, descriptions, JSON input and output schemas, explicit side-effect annotations, endpoint metadata, and a validation report. It does not contain user prompts, user records, health records, private review-queue items, analytics events, or Clarity's proprietary evidence corpus.

Clarity provides informational evidence screening, not medical advice. Tool metadata may change between releases; use observed_at and server_version when citing or comparing snapshots.

Files

  • tools.jsonl: one public MCP tool descriptor per row
  • snapshot.json: endpoint, version, observation time, and row count
  • report.json: annotation and output-schema completeness
  • checksums.sha256: integrity hashes for the generated files

Use the snapshot

Load the tool contracts directly with datasets:

from datasets import load_dataset

tools = load_dataset(
    "healthai-hq/clarity-mcp-tools",
    split="train",
)
print(tools.column_names)
print(tools[0]["name"])

Useful applications include MCP client fixtures, tool-discovery experiments, schema regression tests, directory indexing, and comparing contract changes between dated releases. The rows describe the public interface; they are not a benchmark of medical correctness and do not reproduce the evidence returned by the live service.

Snapshot method

The snapshot is generated from the production server's MCP tools/list response with:

node distribution/huggingface/build-contract-dataset.mjs \
  --input /path/to/tools-list-response.txt \
  --output distribution/huggingface \
  --observed-at 2026-07-29T00:00:00Z \
  --endpoint https://mcp.healthai.com \
  --registry-id com.healthai/clarity \
  --server-version 0.7.8

report.json records structural checks such as annotation and output-schema coverage. Each published update is tied to the endpoint, server version, and observation timestamp in snapshot.json; checksums make downloaded snapshots independently comparable.

Limitations

  • A tool-contract snapshot does not establish clinical validity, security, or uptime.
  • The live MCP server may be newer than this dated release.
  • Tool descriptions and schemas are authored metadata, not user or patient observations.
  • Consumers should use the production endpoint for current results and retain the snapshot only when reproducibility matters.

License and attribution

The metadata is Health AI-authored public interface documentation. license: other is intentionally conservative; this package does not relicense any third-party product, recall, or evidence data returned by the tools.

Product: https://healthai.com/clarity
MCP endpoint: https://mcp.healthai.com
Repository: https://github.com/healthai-hq/clarity-project
Privacy: https://healthai.com/privacy-policy
Support: https://healthai.com/contact

Downloads last month
31