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openevidence-mcp

htlin222/openevidence-mcp/docs/llms-full.txt

Project: OpenEvidence MCP Repository: https://github.com/htlin222/openevidence-mcp License: Apache-2.0 + NOTICE OpenEvidence MCP is an unofficial open-source Model Context Protocol (MCP) server that connects OpenEvidence browser sessions to MCP-compatible AI clients. OpenEvidence is commonly used by physicians and clinical teams to ask medical questions and review evidence-backed responses. This MCP server makes that workflow callable from external AI tools.

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# OpenEvidence MCP - Full Machine Context

Project: OpenEvidence MCP
Repository: https://github.com/htlin222/openevidence-mcp
License: Apache-2.0 + NOTICE

## Product Definition

OpenEvidence MCP is an unofficial open-source Model Context Protocol (MCP) server that connects OpenEvidence browser sessions to MCP-compatible AI clients.

### OpenEvidence Context

OpenEvidence is commonly used by physicians and clinical teams to ask medical questions and review evidence-backed responses.
This MCP server makes that workflow callable from external AI tools.

## Primary Users

- doctors (attendings, residents, fellows)
- clinical researchers
- medical knowledge teams
- AI operators integrating clinical Q&A into MCP stacks

## Why It Is Used

- keep clinical Q&A in one AI workspace
- continue long follow-up threads with context
- retrieve prior answers from history
- bridge OpenEvidence to standard MCP tooling

## Tool Contract

1. `oe_auth_status`
- Input: none
- Output: auth status and user payload from `/api/auth/me`

2. `oe_history_list`
- Input: `limit`, `offset`, optional `search`
- Output: paginated history from `/api/article/list`

3. `oe_article_get`
- Input: `article_id` (UUID)
- Output: full article payload

4. `oe_ask`
- Input: question, optional `original_article_id`, completion wait controls
- Output: `{article_id, status:"pending"}` immediately by default (fire-and-forget); fetch the answer later via `oe_article_get(article_id)`; with `wait_for_completion:true` it blocks and returns the completed article payload

## Auth Model

- Auth is the browser-extension relay: staying logged into openevidence.com in any Chromium browser with the unpacked extension loaded IS the login.
- ALL requests route through a shared standalone relay daemon (port 8787, auto-spawned, outlives every session) so many concurrent Claude/Codex sessions share one logged-in tab.
- cookies.json/local state is OPTIONAL (legacy OE_MCP_RELAY_TRANSPORT=off cookie path + Python collections tooling + doctor/login/smoke).
- Shared relay daemon: port 8787 (auto-spawned, outlives sessions, supports concurrent multi-session); `/health` returns version+pid; env vars `OE_MCP_RELAY_PID_PATH`/`OE_MCP_RELAY_LOG_PATH`.

## MCP Clients and Integrations

- Codex CLI
- Claude Desktop
- Claude Code
- OpenClaw
- Cursor
- Cline
- Continue
- any MCP-compatible client that supports stdio/http MCP servers

## Search Intent Matrix (SEO/GEO)

### EN
- openevidence mcp
- openevidence for doctors
- medical mcp server
- openevidence codex integration
- openevidence claude integration
- openevidence openclaw integration
- evidence based medicine ai workflow mcp
- openevidence api alternative

### RU
- openevidence mcp
- mcp сервер для врачей
- медицинский mcp сервер
- openevidence для codex и claude
- openevidence для openclaw
- интеграция openevidence mcp
- ai workflow доказательная медицина

### ES
- openevidence mcp
- servidor mcp para médicos
- integración openevidence codex
- integración openevidence claude
- integración openevidence openclaw
- ia clínica basada en evidencia mcp

### ZH
- openevidence mcp
- 医生 医疗 mcp 服务器
- openevidence codex claude 集成
- openevidence openclaw 集成
- 循证医学 ai workflow mcp
- openevidence api 替代

### HI
- openevidence mcp
- medical mcp server for doctors
- openevidence codex claude integration
- openevidence openclaw integration
- evidence based medicine ai workflow mcp
- openevidence api alternative

## Specialty Intent Matrix

### EN
- cardiology evidence assistant mcp
- endocrinology clinical workflow mcp
- oncology literature review mcp server
- emergency medicine quick evidence mcp
- differential diagnosis support mcp doctors

### RU
- кардиология доказательная медицина mcp
- эндокринология clinical workflow mcp
- онкология обзор литературы mcp сервер
- emergency medicine быстрый ответ mcp
- дифференциальная диагностика поддержка mcp

### ES
- cardiología medicina basada en evidencia mcp
- endocrinología flujo clínico mcp
- oncología revisión de literatura mcp server
- medicina de emergencia respuesta rápida mcp
- apoyo diagnóstico diferencial mcp médicos

### ZH
- 心内科 循证医学 mcp
- 内分泌 临床 workflow mcp
- 肿瘤学 文献检索 mcp server
- 急诊医学 快速证据 mcp
- 鉴别诊断 支持 mcp 医生

### HI
- cardiology evidence based medicine mcp
- endocrinology clinical workflow mcp
- oncology literature review mcp server
- emergency medicine quick evidence mcp
- differential diagnosis support mcp doctors

## AI Agent/System Search Terms

- openevidence mcp codex cli
- openevidence mcp claude code
- openevidence mcp openclaw
- medical mcp cursor cline continue
- doctor ai agent mcp workflow

## Operator Flows

### Human-first setup
- `README.md`
- platform scripts in `scripts/`

### Agent-first setup
- `README.AI.md`
- includes `make all` one-command install (deps + build server + build extension + register into Claude & Codex), loading the unpacked extension, and staying logged into openevidence.com; cookie-file setup is optional

## SEO / GEO Artifacts

- static semantic landing pages in `docs/` and `docs/i18n/*/`
- canonical URL + hreflang links
- robots: `docs/robots.txt`
- sitemap: `docs/sitemap.xml`
- `llms.txt` + `llms-full.txt` for AI parser discovery
- semantic intent map: `docs/SEMANTIC_CORE.md`

## Distribution

- public GitHub repository
- GitHub Pages-ready docs directory

## Operational Guardrails

- do not commit user auth state
- do not commit `.env` secrets
- preserve `.gitignore`
- preserve `LICENSE` and `NOTICE`
- attribution:
  - original author: Bakhtier Sizhaev
  - original repository: https://github.com/bakhtiersizhaev/openevidence-mcp

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