How should website be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

website answer-first brief

Biocontext AI website BioContextAI Web Application This is the website for the BioContextAI project, a community intitiative to organize and extend biomedical MCP servers. The website is based on Next.js with Auth.js authentication. It contains the BioContextAI Registry frontend, which builds on the $1 and follows Schema.org ontologies. It also hosts BioContextAI Chat, a Vercel AI SDK-based chatbot with flexible MCP server functionality. Published capability contract available. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

website is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 100/100

website

MCPverified

Public facts

Change events

Artifacts

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal5 GitHub stars

Published capability contract available. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 2/24/2026.

5 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Biocontext

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 2/24/2026.

View Source Homepage

Setup snapshot

git clone https://github.com/biocontext-ai/website.git

1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
2
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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Biocontext

profilemedium

Observed Feb 24, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

MCP

contracthigh

Observed Feb 24, 2026Source link Provenance

Auth modes

mcp, api_key

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Adoption (1)

Adoption signal

5 GitHub stars

profilemedium

Observed Feb 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

Examples

Snippets

Languages

typescript

Executable Examples

bibtex

@article{BioContext_AI_Kuehl_Schaub_2025,
  title={BioContextAI is a community hub for agentic biomedical systems},
  url={http://dx.doi.org/10.1038/s41587-025-02900-9},
  urldate = {2025-11-06},
  doi={10.1038/s41587-025-02900-9},
  year = {2025},
  month = nov,
  journal={Nature Biotechnology},
  publisher={Springer Science and Business Media LLC},
  author={Kuehl, Malte and Schaub, Darius P. and Carli, Francesco and Heumos, Lukas and Hellmig, Malte and Fernández-Zapata, Camila and Kaiser, Nico and Schaul, Jonathan and Kulaga, Anton and Usanov, Nikolay and Koutrouli, Mikaela and Ergen, Can and Palla, Giovanni and Krebs, Christian F. and Panzer, Ulf and Bonn, Stefan and Lobentanzer, Sebastian and Saez-Rodriguez, Julio and Puelles, Victor G.},
  year={2025},
  month=nov,
  language={en},
}

text

git clone https://github.com/biocontext-ai/website.git
cd website
npm install

text

cp .env.local.example .env.local

text

npm run dev

text

npm run build
npm run start

bash

cp .env.local.example .env

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Full README

BioContextAI Web Application

This is the website for the BioContextAI project, a community intitiative to organize and extend biomedical MCP servers. The website is based on Next.js with Auth.js authentication. It contains the BioContextAI Registry frontend, which builds on the BioContextAI Registry repository and follows Schema.org ontologies. It also hosts BioContextAI Chat, a Vercel AI SDK-based chatbot with flexible MCP server functionality.

Publication

You can find our Nature Biotechnology correspondence here: https://www.nature.com/articles/s41587-025-02900-9.

If our work is useful to your research, please cite it as below.

@article{BioContext_AI_Kuehl_Schaub_2025,
  title={BioContextAI is a community hub for agentic biomedical systems},
  url={http://dx.doi.org/10.1038/s41587-025-02900-9},
  urldate = {2025-11-06},
  doi={10.1038/s41587-025-02900-9},
  year = {2025},
  month = nov,
  journal={Nature Biotechnology},
  publisher={Springer Science and Business Media LLC},
  author={Kuehl, Malte and Schaub, Darius P. and Carli, Francesco and Heumos, Lukas and Hellmig, Malte and Fernández-Zapata, Camila and Kaiser, Nico and Schaul, Jonathan and Kulaga, Anton and Usanov, Nikolay and Koutrouli, Mikaela and Ergen, Can and Palla, Giovanni and Krebs, Christian F. and Panzer, Ulf and Bonn, Stefan and Lobentanzer, Sebastian and Saez-Rodriguez, Julio and Puelles, Victor G.},
  year={2025},
  month=nov,
  language={en},
}

Getting Started

1. Clone the repository and install dependencies

git clone https://github.com/biocontext-ai/website.git
cd website
npm install

2. Configure your local environment

Copy the .env.local.example file in this directory to .env.local (which will be ignored by Git):

cp .env.local.example .env.local

Add details for one or more providers (e.g. Google, Twitter, GitHub, Email, etc).

Database

A Postgres database is needed to persist data.

4. Start the application

To run your site locally, use:

npm run dev

To run it in production mode, use:

npm run build
npm run start

Initial Data Import (Development)

Copy the example environment file:
```
cp .env.local.example .env
```
Edit .env and set a valid CRON_SECRET value.
Start your dev server:
```
npm run dev
```

Import initial registry and GitHub data:

./import-registry.sh
./import-github-data.sh

These scripts require a valid CRON_SECRET in your .env and will POST to your local server at http://localhost:3000 using Bearer authentication.

You also need to generate a GitHub token with gh auth token and adjust the GITHUB_TOKEN environment variable.

If you need to re-import or reset data, simply re-run these scripts after starting your dev server.

Acknowledgements

Partly based on the Auth.js Next.js example (licensed under the ISC License).

License

Apache 2.0

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.

Trust confidence is not low and verification freshness is acceptable.

Protocol support is explicitly confirmed in contract metadata.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/snapshot"

curl -s "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract"

curl -s "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITLAB_AI_CATALOGgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-openapi

Rank

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

MCP

GITLAB_AI_CATALOGrmcp-actix-web

Rank

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

MCP

Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/biocontext-ai/website#input",
  "outputSchemaRef": "https://github.com/biocontext-ai/website#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:40.276Z",
  "sourceUpdatedAt": "2026-02-24T19:44:40.276Z",
  "freshnessSeconds": 4438913
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T04:46:33.509Z"
    }
  },
  "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": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

Facts JSON

[
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.276Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.276Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/biocontext-ai/website#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:40.276Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Biocontext",
    "href": "https://biocontext.ai",
    "sourceUrl": "https://biocontext.ai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "5 GitHub stars",
    "href": "https://github.com/biocontext-ai/website",
    "sourceUrl": "https://github.com/biocontext-ai/website",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-biocontext-ai-website/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]