Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
Open-source MCP server for OpenEvidence clinical platform. Browser-session auth, no API key required. <p align="center"> <img src="docs/assets/readme-hero.svg" alt="OpenEvidence MCP banner" width="100%" /> </p> <h1 align="center">OpenEvidence MCP (Unofficial)</h1> <p align="center"> Open-source MCP server that connects OpenEvidence to Codex, Claude, Cursor, Cline, Continue, and other MCP clients. </p> <p align="center"> <a href="https://www.apache.org/licenses/LICENSE-2.0"><img alt="License: Apache-2.0" src="https:// Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
openevidence-mcp is best for mcp, mcp-server, openevidence workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
Open-source MCP server for OpenEvidence clinical platform. Browser-session auth, no API key required. <p align="center"> <img src="docs/assets/readme-hero.svg" alt="OpenEvidence MCP banner" width="100%" /> </p> <h1 align="center">OpenEvidence MCP (Unofficial)</h1> <p align="center"> Open-source MCP server that connects OpenEvidence to Codex, Claude, Cursor, Cline, Continue, and other MCP clients. </p> <p align="center"> <a href="https://www.apache.org/licenses/LICENSE-2.0"><img alt="License: Apache-2.0" src="https://
Public facts
4
Change events
0
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Github
Artifacts
0
Benchmarks
0
Last release
0.1.0
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 2/25/2026.
Setup snapshot
git clone https://github.com/bakhtiersizhaev/openevidence-mcp.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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
Github
Protocol compatibility
MCP
Adoption signal
1 GitHub stars
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
6
Snippets
0
Languages
typescript
bash
cd /path/to/openevidence-mcp ./scripts/setup-macos.sh npm run login npm run smoke
bash
cd /path/to/openevidence-mcp ./scripts/setup-ubuntu.sh npm run login npm run smoke
powershell
cd C:\path\to\openevidence-mcp .\scripts\setup-windows.ps1 npm run login npm run smoke
bash
npm run login
bash
npm run login -- --import /absolute/path/storage-state.json
toml
[mcp_servers.openevidence] command = "node" args = ["/ABSOLUTE/PATH/openevidence-mcp/dist/server.js"] startup_timeout_sec = 60
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Open-source MCP server for OpenEvidence clinical platform. Browser-session auth, no API key required. <p align="center"> <img src="docs/assets/readme-hero.svg" alt="OpenEvidence MCP banner" width="100%" /> </p> <h1 align="center">OpenEvidence MCP (Unofficial)</h1> <p align="center"> Open-source MCP server that connects OpenEvidence to Codex, Claude, Cursor, Cline, Continue, and other MCP clients. </p> <p align="center"> <a href="https://www.apache.org/licenses/LICENSE-2.0"><img alt="License: Apache-2.0" src="https://
OpenEvidence MCP is an unofficial Model Context Protocol server that uses your own OpenEvidence browser session. No official OpenEvidence API token is required.
This is usually used by:
| Tool | Purpose |
| --- | --- |
| oe_auth_status | Check auth via /api/auth/me |
| oe_history_list | Read history via /api/article/list |
| oe_article_get | Fetch full article payload by id |
| oe_ask | Ask a question and optionally wait for completion |
| npm run login | Run local login flow and save reusable session state |
cd /path/to/openevidence-mcp
./scripts/setup-macos.sh
npm run login
npm run smoke
cd /path/to/openevidence-mcp
./scripts/setup-ubuntu.sh
npm run login
npm run smoke
cd C:\path\to\openevidence-mcp
.\scripts\setup-windows.ps1
npm run login
npm run smoke
Run:
npm run login
Browser opens, user signs in, then presses Enter in terminal.
The tool validates /api/auth/me and saves local state.
Import existing state:
npm run login -- --import /absolute/path/storage-state.json
Default state path:
~/.openevidence-mcp/auth/storage-state.json%USERPROFILE%\\.openevidence-mcp\\auth\\storage-state.json~/.codex/config.toml)[mcp_servers.openevidence]
command = "node"
args = ["/ABSOLUTE/PATH/openevidence-mcp/dist/server.js"]
startup_timeout_sec = 60
claude_desktop_config.json){
"mcpServers": {
"openevidence": {
"command": "node",
"args": ["/ABSOLUTE/PATH/openevidence-mcp/dist/server.js"]
}
}
}
Templates:
examples/codex-config.tomlexamples/codex-config-full.tomlexamples/claude-desktop-config.jsonexamples/claude-desktop-config-full.jsonnpm run smoke
Expected:
ok: trueauthenticated: truenpm run login again.Use README.AI.md when setup is performed by Codex, Claude Code, or another AI agent.
docs/index.htmldocs/i18n/ru/index.htmldocs/i18n/es/index.htmldocs/i18n/zh/index.htmldocs/i18n/hi/index.htmldocs/SEMANTIC_CORE.mddocs/robots.txtdocs/sitemap.xmldocs/llms.txtdocs/llms-full.txtCopy .env.example to .env if custom paths are needed.
OE_MCP_BASE_URLOE_MCP_ROOT_DIROE_MCP_AUTH_STATE_PATHOE_MCP_USER_DATA_DIROE_MCP_POLL_INTERVAL_MSOE_MCP_POLL_TIMEOUT_MSApache-2.0 (LICENSE) + NOTICE.
This repository uses Apache-2.0 with a NOTICE file.
If you redistribute, fork, or build derivative versions, keep attribution to:
https://github.com/bakhtiersizhaev/openevidence-mcpIn practice:
LICENSENOTICESuggested attribution line:
Based on OpenEvidence MCP by Bakhtier Sizhaev — https://github.com/bakhtiersizhaev/openevidence-mcp
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://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/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.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
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://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T23:43:35.004Z"
}
},
"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"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "openevidence",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "medical-ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "clinical-decision-support",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "evidence-based-medicine",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "healthcare",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "playwright",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "codex",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:mcp-server|supported|profile capability:openevidence|supported|profile capability:medical-ai|supported|profile capability:clinical-decision-support|supported|profile capability:evidence-based-medicine|supported|profile capability:healthcare|supported|profile capability:playwright|supported|profile capability:codex|supported|profile capability:claude|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Github",
"href": "https://bakhtiersizhaev.github.io/openevidence-mcp/",
"sourceUrl": "https://bakhtiersizhaev.github.io/openevidence-mcp/",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:19:49.525Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:19:49.525Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/bakhtiersizhaev/openevidence-mcp",
"sourceUrl": "https://github.com/bakhtiersizhaev/openevidence-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:19:49.525Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-bakhtiersizhaev-openevidence-mcp/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]
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