Rank
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. --- name: medical-reference-interval-analysis description: A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. version: 1.0.0 usage: - "Analyze reference intervals for a dataset: python analysis.py" - "The scri Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
medical-reference-interval-analysis is best for general automation workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. --- name: medical-reference-interval-analysis description: A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. version: 1.0.0 usage: - "Analyze reference intervals for a dataset: python analysis.py" - "The scri
Public facts
5
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Herotod
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Unpublished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. 1 GitHub stars reported by the source. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/herotod/medical-reference-interval-analysis.gitSetup 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
Herotod
Protocol compatibility
OpenClaw
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
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
typescript
Parameters
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. --- name: medical-reference-interval-analysis description: A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. version: 1.0.0 usage: - "Analyze reference intervals for a dataset: python analysis.py" - "The scri
name: medical-reference-interval-analysis description: A comprehensive tool for calculating and validating medical reference intervals (RIs) according to CLSI C28-A3 guidelines. It supports automatic data cleaning, outlier detection, gender/age partitioning (Harris-Boyd, Cohen's d), and robust statistical analysis. version: 1.0.0 usage:
python analysis.py"This skill provides a robust pipeline for establishing and verifying medical reference intervals from laboratory data. It automates the complex statistical procedures required by CLSI guidelines, making it easier for laboratory professionals to determine accurate reference ranges.
.xlsx) files in the source directory..xlsx) in the directory where the script is run. The files should contain at least sex (or gender), age, and result columns.results_YYYYMMDD_HHMMSS directory, containing:
analysis_summary.xlsx: Detailed statistical results.reference_intervals.xlsx: Calculated reference intervals.*.png: Visualization plots.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/herotod-medical-reference-interval-analysis/snapshot"
curl -s "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/contract"
curl -s "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/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
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 5d ago
Rank
70
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d 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/herotod-medical-reference-interval-analysis/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T00:51:19.206Z"
}
},
"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": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Herotod",
"href": "https://github.com/herotod/medical-reference-interval-analysis",
"sourceUrl": "https://github.com/herotod/medical-reference-interval-analysis",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T03:13:05.017Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T03:13:05.017Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/herotod/medical-reference-interval-analysis",
"sourceUrl": "https://github.com/herotod/medical-reference-interval-analysis",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T03:13:05.017Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/herotod-medical-reference-interval-analysis/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to medical-reference-interval-analysis and adjacent AI workflows.