Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercialization. 3. find_clinical_evidence — For any health research question, get a research report backed by PubMed literature and recruiting clinical trials from ClinicalTrials.gov relevant to your target conditions or interventions. All tools return typed JSON via outputSchema — not raw abstracts. 7 output languages. Credit-based pricing. PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercializat Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.
Freshness
Last checked 4/16/2026
Best For
Knitify Health Research API is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, Smithery, runtime-metrics, public facts pack
PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercialization. 3. find_clinical_evidence — For any health research question, get a research report backed by PubMed literature and recruiting clinical trials from ClinicalTrials.gov relevant to your target conditions or interventions. All tools return typed JSON via outputSchema — not raw abstracts. 7 output languages. Credit-based pricing. PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercializat
Public facts
3
Change events
0
Artifacts
0
Freshness
Apr 16, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 16, 2026
Vendor
Innovohealthlabs
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/16/2026.
Setup snapshot
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Innovohealthlabs
Protocol compatibility
MCP
Handshake status
UNKNOWN
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
Unknown
Full documentation captured from public sources, including the complete README when available.
Docs source
Smithery
Editorial quality
ready
PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercialization. 3. find_clinical_evidence — For any health research question, get a research report backed by PubMed literature and recruiting clinical trials from ClinicalTrials.gov relevant to your target conditions or interventions. All tools return typed JSON via outputSchema — not raw abstracts. 7 output languages. Credit-based pricing. PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations. 1. research — Ask any health or science question and get a fully cited research article backed by real PubMed papers with PMIDs. 2. analyze_product — Point to any health product URL and get a PubMed-backed evidence analysis of its ingredients and claims. Perfect for science-backed product research, marketing, and commercializat
PubMed research tools for AI agents — 3 tools, structured JSON output, verified citations.
All tools return typed JSON via outputSchema — not raw abstracts. 7 output languages. Credit-based pricing.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/snapshot"
curl -s "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/contract"
curl -s "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/smithery-knitify-research-api/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-knitify-research-api/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-knitify-research-api/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "SMITHERY",
"generatedAt": "2026-04-17T03:19:49.598Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}Facts JSON
[
{
"factKey": "vendor",
"label": "Vendor",
"value": "Innovohealthlabs",
"category": "vendor",
"href": "https://knitify.innovohealthlabs.com",
"sourceUrl": "https://knitify.innovohealthlabs.com",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-16T06:45:18.473Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "MCP",
"category": "compatibility",
"href": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-16T06:45:18.473Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "handshake_status",
"label": "Handshake status",
"value": "UNKNOWN",
"category": "security",
"href": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-knitify-research-api/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true,
"metadata": {}
}
]Change Events JSON
[]
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