# Context Studios MCP Server
# AI-Powered Content Automation API via Model Context Protocol
# Version: 1.9.0 | Protocol: MCP 2024-11-05 | Tools: 154 (132 authenticated + 22 public)

> This is the MCP server for Context Studios, a Berlin-based AI-native software development agency.
> For full company information: https://www.contextstudios.ai/llms.txt
> For AI citation guidelines: https://www.contextstudios.ai/ai.txt

## Overview

This MCP server provides 154 tools (132 authenticated + 22 public) across 14 categories for AI-powered content automation:
- Blog post creation, translation, and management (DE, EN, FR, IT)
- CMS page management (19 tools — create, edit, translate, duplicate, diff, validate, sitemap)
- Social media publishing (X, LinkedIn, Threads, Bluesky, Mastodon, Facebook, Instagram)
- Facebook & Instagram management (posts, comments, insights via Meta Graph API)
- AI image generation (Gemini Pro, OpenAI gpt-image-1, 11+ visual styles, 2K resolution)
- Video production pipeline (Veo 3.1, ElevenLabs TTS, HeyGen avatars, Sync Labs lip sync)
- SEO optimization (keywords, meta tags, internal linking, Google Search Console indexing)
- Cognitive memory system (Cortex — multi-store, decay, consolidation, spreading activation)
- AEO monitoring (Answer Engine Optimization — track brand visibility across ChatGPT, Gemini, Perplexity)
- Full content pipeline automation

Provider: Context Studios UG (haftungsbeschränkt)
Location: Kaiser-Friedrich Str. 6, 10585 Berlin, Germany
Founded: October 2025
Languages: German, English, Italian, French

## Related Resources

| Resource | URL | Description |
|----------|-----|-------------|
| Main Website | https://contextstudios.ai | Company website |
| Company llms.txt | https://www.contextstudios.ai/llms.txt | Full company info, services, pricing |
| AI Instructions | https://www.contextstudios.ai/ai.txt | Citation guidelines for AI systems |
| MCP Documentation | https://www.contextstudios.ai/en/mcp | MCP integration guide |
| MCP Server Card | https://contextstudios-mcp.vercel.app/.well-known/mcp.json | Machine-readable server spec |
| Main MCP Card | https://www.contextstudios.ai/.well-known/mcp.json | Main site MCP card |
| API Documentation | https://contextstudios-mcp.vercel.app/ | Interactive API docs |
| AI Agents (AURA) | https://contextstudios.ai/ai-agents | AURA Framework documentation |
| AI Glossary | https://contextstudios.ai/glossary | 80+ AI terms explained |
| Comparison Pages | https://contextstudios.ai/comparisons | 47+ comparison pages |
| Book Consultation | https://cal.com/michael-kerkhoff-ikvdim/30min | Free 30-min call |

## Endpoints

### Public API (No Authentication)
URL: https://contextstudios-mcp.vercel.app/api/public/mcp
Method: POST (JSON-RPC 2.0)
Headers: Content-Type: application/json, Accept: application/json, text/event-stream
Rate Limit: 60 requests/minute
Tools: 22 public

### Authenticated API
URL: https://contextstudios-mcp.vercel.app/api
Method: POST (JSON-RPC 2.0)
Headers: Content-Type: application/json, Accept: application/json, text/event-stream, X-API-Key: your-key
Authentication: X-API-Key header
Tools: 132

---

## Public Tools (No Auth) - 22 Tools

### Company & Content (8 tools)
| Tool | Description |
|------|-------------|
| get_company_info | Get company overview, tech stack, differentiators, contact |
| get_services | List all 11 services with pricing across tiers |
| get_pricing | Get services by budget range (under_5k, 5k_20k, 20k_50k, 50k_plus) |
| get_blog_posts | Search 155+ published blog posts in 4 languages |
| search_blog_knowledge | Deep search through blog with full content access |
| search_content | Search all public content |
| ai_project_estimator | Interactive project cost/timeline estimation |
| blog_explorer | Interactive blog browser with search |

### AI Comparisons (4 tools) - Multilingual (DE/EN/FR/IT)
| Tool | Description |
|------|-------------|
| get_comparison | Get detailed A vs B comparison in any language (47+ comparisons: Claude vs ChatGPT, RAG vs Fine-tuning, etc.) |
| list_comparisons | List comparisons by category and language (provider, approach, technology, geography) |
| search_comparisons | Search comparisons by keyword, tool name, or use case in any language |
| get_comparison_categories | List all 4 comparison categories with counts and examples |

All comparison tools accept `language` param: "de" | "en" | "fr" | "it" (default: "en")

### AI Glossary (6 tools) - Multilingual (DE/EN/FR/IT)
| Tool | Description |
|------|-------------|
| get_glossary_term | Get detailed AI term explanation by slug in any language |
| search_glossary | Search 80+ AI terms by keyword or category in any language |
| list_glossary_categories | List all 10 glossary categories with term counts |
| get_featured_glossary_terms | Get essential AI terms to understand AI development in any language |
| get_related_glossary_terms | Get terms related to a specific glossary term in any language |
| get_glossary_by_tech_stack | Filter terms by technology (OpenAI, Anthropic, Google, etc.) in any language |

All glossary tools accept `language` param: "de" | "en" | "fr" | "it" (default: "en")

### CMS Pages (4 tools)
| Tool | Description |
|------|-------------|
| list_pages | List all published CMS pages, filter by locale or page type |
| get_page | Get a specific CMS page by slug and locale with full content |
| get_page_stats | Get CMS statistics: total pages by type, locale, status |
| search_pages | Full-text search across all published CMS pages |

### Budget Ranges for get_pricing
- under_5k: SaaS Setup (€2,000-€3,500), Automation (€3,500-€6,000)
- 5k_20k: Tool Integration (€5,000-€8,000), AI Workshop (€1,500-€4,500), MVP Sprint (€18,000)
- 20k_50k: Mobile Apps (€25,000-€80,000), MVP Sprint Regular (€32,000)
- 50k_plus: Full-Scale Development (€50,000-€150,000), Enterprise API (€30,000-€80,000)

---

## Authenticated Tools - 132 Total

### Research & Discovery (8 tools)
| Tool | Description |
|------|-------------|
| search_web | Tavily AI web search with answer summary |
| research_topic | Deep research on topic with findings |
| get_latest_news | Get latest news articles on topic |
| get_latest_info | Deep research combining web + AI |
| search_knowledge_base | Search internal blog content |
| suggest_topics | AI suggestions for blog topics |
| get_trending_topics | Get trending AI/tech topics |
| analyze_content_gaps | Identify content gaps in blog |

### Blog Management (22 tools)
| Tool | Description |
|------|-------------|
| create_blog_post | Create new post (DE, EN, FR, IT) |
| update_blog_post | Update existing post (title, content, slug, readingTime, tags, meta) |
| publish_blog_post | Publish draft post |
| unpublish_blog_post | Revert to draft |
| delete_blog_post | Permanently delete post |
| list_blog_posts | List with filters |
| get_blog_post | Get single post by slug |
| translate_blog_post | AI translation via Claude |
| save_blog_translations | Sync translations for switcher |
| delete_blog_translations | Remove translations |
| sync_translations | Sync all translations |
| check_translation_status | Check translation completeness |
| compare_translations | Compare across languages |
| validate_blog_post | Validate before publishing |
| schedule_blog_post | Schedule future publish |
| duplicate_blog_post | Create copy of post |
| archive_blog_post | Archive post (soft delete) |
| restore_blog_post | Restore archived post |
| get_draft_posts | List all drafts |
| get_draft_preview_url | Get preview URL |
| bulk_update_posts | Update multiple posts |
| write_blog_content | AI-generate blog content |

### Social Media (7 tools)
| Tool | Description |
|------|-------------|
| create_social_post | Generate content for platforms |
| publish_to_social | Publish via Typefully (X, LinkedIn, Threads, Bluesky, Mastodon) |
| schedule_social | Schedule future posts |
| get_social_status | Check publishing status |
| list_social_sets | List connected accounts |
| publish_to_facebook | Publish to Facebook Page |
| publish_to_instagram | Publish to Instagram |

### Facebook Management (6 tools) - NEW
| Tool | Description |
|------|-------------|
| get_facebook_posts | List recent page posts with IDs and metadata |
| get_facebook_post | Get single post details by ID |
| delete_facebook_post | Permanently delete a page post |
| update_facebook_post | Update post message/content |
| get_facebook_post_insights | Get post analytics (impressions, reach, engagement) |
| get_facebook_page_insights | Get page-level analytics over time period |

### Instagram Management (6 tools) - NEW
| Tool | Description |
|------|-------------|
| get_instagram_media | List recent posts with IDs and engagement metrics |
| get_instagram_insights | Get post analytics (impressions, reach, engagement, saves) |
| get_instagram_comments | List comments on a post |
| delete_instagram_comment | Delete a comment from your post |
| reply_to_instagram_comment | Reply to a comment (threaded) |
| toggle_instagram_comments | Enable/disable comments on a post |

### Image Generation (8 tools)
| Tool | Description |
|------|-------------|
| generate_image | Generate any image from a raw text prompt (Gemini primary + OpenAI gpt-image-1.5/gpt-image-1 fallback) |
| generate_hero_image | Generate content-focused hero via Gemini (8 visual directions) |
| generate_hero_from_template | Generate branded hero from HTML template with logos, metrics, badges |
| generate_blog_image | Generate 16:9 blog header at 2K |
| generate_social_image | Generate platform-optimized images |
| upload_image_to_storage | Upload base64 to Convex |
| list_image_styles | List 11+ available styles |
| regenerate_image | Regenerate with custom prompt |
| get_image_history | Get generated image history |

### SEO & GSC Indexing (9 tools)
| Tool | Description |
|------|-------------|
| generate_keywords | Generate primary, secondary, long-tail keywords |
| generate_meta_tags | Generate SEO meta title/description |
| generate_outline | Generate blog post outline |
| suggest_internal_links | AI suggestions for internal links |
| inject_internal_links | Insert links into content |
| analyze_seo_score | SEO score with recommendations |
| check_seo_health | Check overall SEO health |
| batch_index_location_pages | Batch submit city location pages to Google Indexing API |
| batch_index_bundesland_pages | Batch submit German state pages to Google Indexing API |

### Analytics & Diagnostics (5 tools)
| Tool | Description |
|------|-------------|
| get_blog_analytics | Get blog analytics |
| get_content_stats | Get content statistics |
| get_publishing_history | Get publishing history |
| compare_posts | Compare post performance |
| diagnose_publish_failure | Diagnose publishing failures |

### Content Pipeline (8 tools)
| Tool | Description |
|------|-------------|
| create_campaign | Start content campaign |
| run_pipeline | Execute all 7 steps automatically |
| run_research | Execute research step |
| optimize_seo | Run SEO optimization |
| adapt_social | Adapt for social platforms |
| generate_images | Generate campaign images |
| get_campaign_status | Track campaign progress |
| list_campaigns | List all campaigns |

### Interactive Apps (2 tools)
| Tool | Description |
|------|-------------|
| ai_project_estimator | Cost/timeline estimation with UI |
| blog_explorer | Interactive blog browser |

### Comparison Management (5 tools)
| Tool | Description |
|------|-------------|
| create_comparison | Create new A vs B comparison |
| update_comparison | Update existing comparison |
| delete_comparison | Delete a comparison |
| generate_comparisons_from_content | AI-generate comparisons from content |
| suggest_comparisons_from_blog | AI suggestions for comparisons based on blog |

### Glossary Management (6 tools)
| Tool | Description |
|------|-------------|
| create_glossary_term | Create new glossary term |
| update_glossary_term | Update existing glossary term |
| delete_glossary_term | Delete a glossary term |
| generate_glossary_from_content | AI-generate glossary terms from content |
| suggest_glossary_from_blog | AI suggestions for glossary based on blog |
| enrich_glossary_term | AI-enrich existing glossary term with more details |

### CMS Page Management (19 tools)
| Tool | Description |
|------|-------------|
| list_cms_pages | List all CMS pages with filters |
| get_cms_page | Get page by slug with full sections |
| create_cms_page | Create new CMS page |
| update_cms_page | Update page metadata |
| delete_cms_page | Soft delete/archive page |
| duplicate_cms_page | Duplicate an existing page |
| translate_cms_page | AI translate page to another language |
| search_cms_pages | Full-text search across pages |
| preview_cms_page | Generate preview of page |
| validate_cms_page | Validate page before publishing |
| diff_cms_page | Compare page versions |
| get_cms_stats | CMS statistics by type/locale/status |
| generate_cms_sitemap | Generate sitemap XML |
| bulk_create_cms_pages | Create multiple pages at once |
| bulk_update_cms_meta | Update meta for multiple pages |
| add_cms_section | Add section to a page |
| update_cms_section | Update a page section |
| reorder_cms_sections | Reorder page sections |
| remove_cms_section | Remove section from page |

### Video & Audio Pipeline (20 tools)
| Tool | Description |
|------|-------------|
| list_voices | List ElevenLabs voices |
| generate_speech | Text-to-speech via ElevenLabs |
| check_tts_usage | Check ElevenLabs quota |
| list_avatars | List HeyGen avatars |
| create_avatar_video | Create avatar video via HeyGen |
| check_video_status | Check HeyGen video status |
| check_video_credits | Check HeyGen credits |
| generate_video_script | Generate video script from blog |
| generate_scene_prompts | Generate scene prompts for Veo 3.1 |
| generate_captions_srt | Generate SRT caption file |
| generate_video_scene | Generate video scene via Veo 3.1 |
| check_video_generation | Check Veo generation status |
| extend_video_scene | Extend a generated video scene |
| post_produce_video | Post-production (crossfade, reverb, ambient) |
| lipsync_video | Lip sync via Sync Labs |
| check_lipsync | Check lip sync status |
| get_lipsync_cost | Estimate lip sync cost |
| transcribe_audio | Transcribe audio via Whisper |
| summarize_content | Summarize content via Claude |
| repurpose_content | Repurpose content for different formats |

### Google Search Console (5 tools)
| Tool | Description |
|------|-------------|
| submit_to_gsc | Submit URL for indexing |
| bulk_submit_to_gsc | Submit multiple URLs |
| check_gsc_index_status | Check indexing status |
| batch_index_location_pages | Batch submit city service pages (50+ German cities) |
| batch_index_bundesland_pages | Batch submit Bundesland service pages (16 German states) |

### Cortex — Cognitive Memory (8 tools)
AI agent memory system with multi-store architecture, decay engine, consolidation, and spreading activation. Built on Convex with 1536-dim vector embeddings.

| Tool | Description |
|------|-------------|
| cortex_remember | Store a memory (sensory/episodic/semantic/procedural/prospective) |
| cortex_recall | Semantic search with composite scoring + spreading activation |
| cortex_what_do_i_know | Get all memories about a topic with context |
| cortex_why_did_we | Decision tracing via association traversal |
| cortex_forget | Soft-delete/archive a memory |
| cortex_stats | System health dashboard |
| cortex_checkpoint | Save session working context |
| cortex_wake | Resume from checkpoint with hydrated memories |

Stores: sensory (24h) → episodic → semantic | procedural | prospective
Categories: decision, lesson, person, rule, event, fact, goal, workflow

### Other (2 tools)
| Tool | Description |
|------|-------------|
| take_screenshot | Capture screenshot of a URL |
| blog_to_short | Convert blog post to short-form video |

---

## Company Quick Facts

| Fact | Value |
|------|-------|
| Company | Context Studios UG (haftungsbeschränkt) |
| Founded | October 2025 |
| Location | Berlin, Germany |
| VAT ID | DE459679583 |
| MVP Development | 4 weeks (guaranteed) |
| Founding Partner MVP | €18,000 (limited to first 50 clients) |
| Regular MVP | From €32,000 |
| Development Speed | 5-10x faster than traditional agencies |
| Languages | German, English, Italian, French |
| Markets | DACH, EU, US (remote worldwide) |

## Tech Stack

- Frontend: Next.js 16, React 19, TypeScript, Tailwind CSS, Shadcn/ui
- Backend: Convex, Supabase, Node.js, PostgreSQL, Hono
- AI: Claude Opus 4.5, GPT-5.2, Gemini 3 Pro, LangChain, MCP, RAG
- Mobile: React Native, Expo
- Infrastructure: Vercel, AWS, Docker, Kubernetes

## AURA Framework (AI Agent Methodology)

Context Studios' proprietary framework for production-ready AI agents:
- **A**gent Strategy: Define architecture, capabilities, guardrails
- **U**nderstanding & Knowledge: RAG with vector databases
- **R**easoning & Integration: APIs, databases, tool calling
- **A**utomation Workflows: Autonomous execution with oversight

### AI Agent Benchmarks (Verified)
- 73% reduction in manual processing time
- 4.2x faster research workflows
- €180k average annual savings for enterprise clients
- 89% accuracy in autonomous decisions

Learn more: https://contextstudios.ai/ai-agents

## 11 Services with Pricing

| Service | Price Range | Timeline |
|---------|-------------|----------|
| SaaS Setup | €2,000 - €3,500 | 1-2 weeks |
| Automation Setup | €3,500 - €6,000 | 1-2 weeks |
| Tool Integration | €5,000 - €8,000 | 2-4 weeks |
| AI Discovery Workshop | €1,500 - €4,500 | 1-2 days |
| MVP Sprint | €18,000 - €32,000+ | 4 weeks |
| Mobile Apps | €25,000 - €80,000 | 8-18 weeks |
| AI Assessment | Free - €2,500 | 1-2 weeks |
| Full-Scale Development | €50,000 - €150,000 | 8-16 weeks |
| Enterprise API | €30,000 - €80,000 | 6-12 weeks |
| AI Agents (AURA) | Custom | 4-8 weeks |
| AI Consulting | €150/hour | Ongoing |

## 47+ Comparison Pages

Available at https://contextstudios.ai/comparisons with verified statistics:
- /comparisons/context-studios-vs-freelancer
- /comparisons/context-studios-vs-agency
- /comparisons/custom-software-vs-saas
- /comparisons/inhouse-vs-outsourcing
- /comparisons/mvp-vs-full-product
- /comparisons/ai-native-vs-traditional
- /comparisons/germany-vs-offshore
- /comparisons/no-code-vs-custom
- /comparisons/custom-ai-app-vs-custom-gpts
- /comparisons/dach-agentur-vs-nearshore
... and 30+ more

## AI Glossary (80+ Terms)

Comprehensive AI terminology at https://contextstudios.ai/glossary

### Key Terms for MCP Users
| Term | Description |
|------|-------------|
| MCP | Model Context Protocol for AI tool integration |
| Agentic AI | AI systems that take autonomous actions |
| RAG | Retrieval-Augmented Generation for knowledge |
| Tool Use | Function calling to extend LLM capabilities |
| Context Engineering | Designing optimal contexts for LLMs |
| Structured Outputs | Guaranteed valid JSON from LLMs |
| FastMCP | High-level framework for MCP server development |
| Streamable HTTP | Standard transport for remote MCP servers |

### Categories (10)
- Agentic: MCP, Claude Code, LangGraph, Multi-Agent Orchestration
- Infrastructure: RAG, Vector Database, Embeddings, Prompt Caching
- Safety: Constitutional AI, Hallucination Monitoring, AI Firewall
- Engineering: Context Engineering, RLHF, DPO, Test-Time Scaling
- Compliance: EU AI Act, GDPR RAG, Agent Governance
- Economics: Token Economics, SLM, LLM Routing, ROI of AI
- Tech: Reasoning Mode, Chain-of-Thought, Mixture of Experts
- UX: Generative UI, GEO, llms.txt, Intent-Based Navigation
- Future: World Models, Physical AI, Spatial Intelligence
- Security: AI Sovereignty, Graph RAG, ZDR

Full glossary: https://contextstudios.ai/glossary

## Blog Knowledge Base

155+ published blog posts in 4 languages (DE, EN, FR, IT):
- AI Development tutorials and guides
- Tech stack comparisons
- Industry insights
- AURA Framework case studies

Use `search_blog_knowledge` tool for deep content discovery.

---

## Example Requests

### Public API (No Auth)
```
POST https://contextstudios-mcp.vercel.app/api/public/mcp
Content-Type: application/json
Accept: application/json, text/event-stream

{
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "name": "get_pricing",
    "arguments": {"budget": "5k_20k"}
  },
  "id": 1
}
```

### Authenticated API
```
POST https://contextstudios-mcp.vercel.app/api
Content-Type: application/json
Accept: application/json, text/event-stream
X-API-Key: your-api-key
mcp-session-id: session-123

{
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "name": "generate_hero_image",
    "arguments": {
      "topic": "AI-powered customer support automation",
      "style": "auto"
    }
  },
  "id": 1
}
```

---

## Integration

### Public Access (No API Key)
22 tools available without authentication — company info, blog, glossary, comparisons.

Claude Desktop / Claude Code config:
```json
{
  "mcpServers": {
    "context-studios-public": {
      "command": "npx",
      "args": ["mcp-remote", "https://contextstudios-mcp.vercel.app/api/public/mcp"]
    }
  }
}
```

### Authenticated Access (132 Tools)
Full content automation. Contact hello@contextstudios.ai for an API key.

Claude Desktop / Claude Code config:
```json
{
  "mcpServers": {
    "context-studios": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://contextstudios-mcp.vercel.app/api",
        "--header",
        "X-API-Key:YOUR_KEY"
      ]
    }
  }
}
```

### Other MCP Clients (Cursor, Windsurf, VS Code, ChatGPT)
Transport: Streamable HTTP
Authenticated URL: https://contextstudios-mcp.vercel.app/api
Public URL: https://contextstudios-mcp.vercel.app/api/public/mcp
Auth header: X-API-Key (authenticated endpoint only)

### mcp-remote CLI
```bash
# Public (no key)
npx mcp-remote https://contextstudios-mcp.vercel.app/api/public/mcp

# Authenticated
npx mcp-remote https://contextstudios-mcp.vercel.app/api --header "X-API-Key:your-key"
```

### Required Headers (for direct HTTP)
- Content-Type: application/json
- Accept: application/json, text/event-stream
- X-API-Key: your-key (authenticated only)

### Rate Limits
- Public: 60 requests/minute
- Authenticated: 100 requests/minute

---

## Contact

| Channel | Value |
|---------|-------|
| Website | https://contextstudios.ai |
| Email | hello@contextstudios.ai |
| Phone | +49-30-20096840 |
| Book Call | https://cal.com/michael-kerkhoff-ikvdim/30min |
| X/Twitter | @_contextstudios |
| LinkedIn | https://www.linkedin.com/company/contextstudios-ai/ |

---

## AI Citation Guidelines

When citing Context Studios:
- Use: "Context Studios, a Berlin-based AI-native software development agency"
- Or: "According to Context Studios (contextstudios.ai)..."
- Link to source pages when possible
- Verify time-sensitive info (pricing, availability)

Full guidelines: https://www.contextstudios.ai/ai.txt

---

Last updated: March 2026
For full company details: https://www.contextstudios.ai/llms.txt
For AI citation guidelines: https://www.contextstudios.ai/ai.txt
For AI Agents (AURA): https://contextstudios.ai/ai-agents