# SEOSiri Model Context Protocol (MCP) Ecosystem
> Canonical Developer Portal: https://developers.seosiri.com/
> Central Documentation Hub: https://www.seosiri.com/2026/07/seosiri-mcp-servers.html
> Open Source Organization: https://github.com/SEOSiri-Official

## Overview
SEOSiri-Official maintains a sovereign, local-first ecosystem of 16 Model Context Protocol (MCP) servers containing 163 autonomous tools. The suite provides deterministic tool-calling layers for Claude Desktop, Cursor AI, and enterprise LLM orchestrators across Search Governance, Data Engineering, Biopharma, and Hardware Actuation.

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## 1. AI Search Governance, AEO & GEO Suite
- **AEO & GEO Intelligence MCP** (`seosiri-aeo-geo-mcp`): Audits `/llm.txt`, evaluates GEO content readiness, and benchmarks generative answer visibility.
  - Docs: https://www.seosiri.com/2026/07/aeo-geo-mcp.html
  - Gateway: https://aeo.seosiri.com
- **Content Schema & GA4 MCP** (`seosiri-content-schema-mcp`): Generates TechArticle/FAQ JSON-LD schemas and validates analytics data streams.
  - Docs: https://www.seosiri.com/2026/08/content-schema-mcp.html
  - Gateway: https://schema.seosiri.com
- **Search Governance MCP** (`seosiri-search-governance-mcp`): Dispatches IndexNow API calls and enforces AI bot governance rules.
  - Docs: https://www.seosiri.com/2026/08/search-governance-mcp.html
  - Gateway: https://governance.seosiri.com
- **Keyword Clustering & Vector RAG MCP** (`seosiri-keyword-cluster-mcp`): Implements 384-dimensional vector embedding search and intent clustering.
  - Docs: https://www.seosiri.com/2026/08/keyword-cluster-mcp.html
  - Gateway: https://keywords.seosiri.com
- **Knowledge Graph & Entity MCP** (`seosiri-semantic-entity-mcp`): Resolves named entities to Wikidata QIDs and formats `sameAs` triples.
  - Docs: https://www.seosiri.com/2026/08/semantic-entity-mcp.html
  - Gateway: https://entity.seosiri.com
- **DNS & Security Audit MCP** (`seosiri-dns-sec-audit-mcp`): Inspects SOA expiry parameters, TLS cert validity, and HSTS/CSP headers.
  - Docs: https://www.seosiri.com/2026/08/dns-sec-audit-mcp.html
  - Gateway: https://dns.seosiri.com

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## 2. Enterprise Data Engineering & DevOps Suite
- **Enterprise ETL Pipeline MCP** (`etl-pipeline-mcp`): Ingests multi-source webhooks, executes SHA-256 PII scrubbing, and exports columnar Parquet buffers.
  - Docs: https://www.seosiri.com/2026/07/etl-pipeline-mcp.html
  - Gateway: https://hubappapi.seosiri.com
- **Lambda Big Data Pipeline MCP** (`lambda-data-pipeline-mcp`): Sub-millisecond Hot/Cold RAM data tiering with backpressure queue management.
  - Docs: https://www.seosiri.com/2026/07/etl-pipeline-mcp.html
  - Gateway: https://hubappapi.seosiri.com
- **Database & Cloud Infrastructure MCP** (`seosiri-db-infra-mcp`): Read-only PostgreSQL schema exploration and AWS S3 security boundary checks.
  - Docs: https://www.seosiri.com/2026/08/seosiri-db-infra-mcp.html
  - Gateway: https://db.seosiri.com
- **Operations & Sentry Triage MCP** (`seosiri-ops-comm-mcp`): Parses production error stack traces, creates Linear tickets, and sends incident alerts.
  - Docs: https://www.seosiri.com/2026/08/ops-comm-mcp.html
  - Gateway: https://ops.seosiri.com
- **Universal API Security Guard MCP** (`seosiri-api-guard`): Scans for OWASP Top 10 vulnerabilities, validates PCI-DSS Luhn algorithms, and masks GDPR IPs.
  - Docs: https://www.seosiri.com/2026/07/seosiri-mcp-servers.html
  - Gateway: https://mcp.seosiri.com

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## 3. Life Sciences, Bionics & Hardware Suite
- **Biopharma Infrastructure MCP** (`@seosiri/biopharma-mcp`): Fits 4-Parameter Logistic (4PL) regression curves, calculates Z-factors, and logs FDA 21 CFR Part 11 audit trails.
  - Docs: https://www.seosiri.com/2026/08/biopharma-mcp.html
  - Gateway: https://biopharma.seosiri.com
- **BioAssay Automation MCP** (`seosiri-bioassay-mcp`): Computes TR-FRET ratios and converts lab observations to HL7 FHIR v4.0.1 resources.
  - Docs: https://www.seosiri.com/2026/07/bioassay-mcp.html
  - Gateway: https://bioassay.seosiri.com
- **Bio-Robotics Kinematics Core** (`seosiri-biorobotics`): Translates UniProt genomics coordinates into Cartesian CNC/3D-printer G-code instructions.
  - Docs: https://www.seosiri.com/2026/07/seosiri-bio-robotics-core-engine.html
  - Gateway: https://mcp.seosiri.com
- **Biometric IoT Hardware Bridge** (`biometric-iot-bridge-mcp`): Anti-replay sliding-window authentication and MQTT actuator triggering.
  - Docs: https://www.seosiri.com/2026/02/biometric-iot-bridge.html
  - Gateway: https://mcp.seosiri.com

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## 4. EdTech & Orchestration Suite
- **Learning Orchestrator MCP** (`seosiri-learning-orchestrator`): Implements SuperMemo SM-2 spaced repetition, Bloom's Taxonomy, and LMS LTI integration.
  - Docs: https://www.seosiri.com/2026/07/seosiri-mcp-servers.html
  - Gateway: https://mcp.seosiri.com

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## Execution Standards
- **NPM Execution:** `npx -y @seosiri/biopharma-mcp`
- **PyPI / UV Execution:** `uv run --github SEOSiri-Official/<repo-name>`
- **Direct Edge Invocations:** Add header `x-seosiri-key: <KEY>` to requests sent to `*.seosiri.com`.