# Context Studios MCP

> AI agency API: free tools for glossary, comparisons, blog, guides, estimates and consulting

- name: ai.contextstudios/mcp
- version: 2.1.0
- connection class: R0 (autonomous)
- trust: 80/100 flags: no-repository
- quality: 72/100 (needs work)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/ai.contextstudios%2Fmcp
- tools: https://api.protogrid.dev/v1/servers/ai.contextstudios%2Fmcp/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "contextstudios": {
      "type": "http",
      "url": "https://mcp.contextstudios.ai/api/public/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 85
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-100% ~updated-76d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 72/100 (needs work)

### protocol: 100 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- pass `protocol.list_ttl`: tool list is cacheable (ttlMs 60000)

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- warn `tools.descriptions`: 1 of 46 tools have a description under 20 characters
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 46 of 46 tools declare readOnlyHint or destructiveHint
- warn `tools.directory_hints`: 1 of 46 tools declare all four hints; missing: find_local_ai_recipes (destructiveHint, idempotentHint); get_blog_posts (destructiveHint, idempotentHint); get_company_info (destructiveHint, idempotentHint); …
- warn `tools.token_cost`: about 9,209 tokens to load every tool
- warn `tools.api_dump`: 46 tools, 72% named like REST operations: looks like an API mapped one endpoint per tool

### stability: 25 (weight 15)

- warn `stability.changes`: 27 tool changes in 30 days
- fail `stability.rug_pull`: 2 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 46, about 9,209 tokens to load them all
- tool set hash: d4fc7159f38e5692b893feeb41041246
- tools last changed: 2026-10-01T14:20:41.607Z
- badge: [![protogrid quality](https://protogrid.dev/badge/ai.contextstudios/mcp.svg)](https://protogrid.dev/servers/ai.contextstudios/mcp)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-01 `list_local_ai_recipes` added
  - List published local-AI recipes (model + quantization + engine on specific hardware: DGX Spark, Mac, Strix Halo, RTX 3090/5090/PRO 6000) from contextstudios.ai/local-ai. Every number comes with category (typ = everyday, mixed, peak), condition and source_url; aaIntelligence is the Artificial Analysis index of the original model. Sorted by rank (category first, then value) or by intelligence.
- 2026-10-01 `list_local_ai_hardware` added
  - Hardware platforms of the local-AI hub with datasheet (memory, bandwidth, TDP — each with vendor source) and current German prices (EUR incl. VAT, retailer, URL, retrieval date per entry). Hardware prices only; no service prices.
- 2026-10-01 `list_local_ai_creators` added
  - List the creators (people/projects) behind the published local-AI recipes, with recipe counts per platform.
- 2026-10-01 `get_services` changed (description, inputSchema) **meaning changed**
  - before: List all 11 services offered by Context Studios.
  - after: List the services offered by Context Studios. Every service sits under one of six goals (cluster) and is delivered in one or more of four formats (workshop, setup, sprint, build); only the workshop format has public prices, everything else is quoted after scoping.
- 2026-10-01 `get_local_ai_recipe` added
  - Get one published local-AI recipe by slug: all measured numbers (each with category, condition, source_url), weights with licenses, sources, AA intelligence of the original model (with attribution) and the page URL. Returns not-found for drafts.
- 2026-10-01 `get_local_ai_quality` added
  - Agentic quality results for local models from Terminal-Bench-Mini (core19) by kyuz0, Apache-2.0: pass rate within attempts and pass@1 per model/quant/hardware, each with the run URL. Returned with the required attribution.
- 2026-10-01 `get_local_ai_methodology` added
  - How the local-AI hub measures and ranks: categories (typ = everyday, mixed, peak), rank formula, E12 rule (values of some third-party sites only as links), Terminal-Bench-Mini attribution, Artificial Analysis index version and retrieval date, price policy.
- 2026-10-01 `get_local_ai_creator` added
  - Get one creator with all of their published local-AI recipes (numbers with category, condition, source_url).
- 2026-10-01 `find_local_ai_recipes` added
  - Recommend local-AI setups for a given hardware: platform + device count, optional goal (quality | balance | speed). Returns the editorial picks for that setup first (with the reason and the recipe's numbers), then all matching recipes by rank (category → value) or by AA intelligence. Every number has category, condition and source_url.
- 2026-09-25 `get_pricing` removed
  - Get services that match a specific budget range.

Full history: https://api.protogrid.dev/v1/servers/ai.contextstudios%2Fmcp/changes

## Remotes

- https://mcp.contextstudios.ai/api/public/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (46)

- `ai_project_estimator`: Interactive AI project estimation tool.
- `blog_explorer`: Interactive blog browsing interface.
- `fetch`: Fetch the full content of a document by ID returned from the search tool (e.g. 'blog:de:mein-artikel'), OR by a full https://www.contextstudios.ai/... URL or site-relative path — any public page's Markdown twin (<url>.md) is fetched, cached, and returned in the same shape.
- `find_local_ai_recipes`: Recommend local-AI setups for a given hardware: platform + device count, optional goal (quality | balance | speed). Returns the editorial picks for that setup first (with the reason and the recipe's numbers), then all matching recipes by rank (category → value) or by AA intelligence. Every number has category, condition and source_url.
- `get_blog_posts`: Search and retrieve published blog posts.
- `get_company_info`: Retrieve comprehensive information about Context Studios including company overview, tech stack, differentiators, legal info, and contact details.
- `get_company_type`: Get a specific company-size segment's full profile: name, TL;DR, entity definition, description, characteristics/needs, FAQ, and canonical + Markdown-twin URLs.
- `get_comparison`: Retrieve a detailed comparison between two AI tools.
- `get_faq`: Get frequently asked questions. `scope=site` (default) returns the general Context Studios FAQ. `scope=service` or `scope=industry` requires `slug` and returns the FAQ for that specific service (e.g. mcp-server-development) or industry (e.g. handwerk-bau).
- `get_featured_glossary_terms`: Get a curated list of featured AI terms.
- `get_glossary_by_tech_stack`: Filter glossary terms by technology provider or stack.
- `get_glossary_term`: Get a detailed explanation of an AI term.
- `get_guide`: Get a specific guide.
- `get_industry`: Get a specific industry's full profile: name, TL;DR, entity definition, description, typical pain points, FAQ, and canonical + Markdown-twin URLs.
- `get_local_ai_creator`: Get one creator with all of their published local-AI recipes (numbers with category, condition, source_url).
- `get_local_ai_methodology`: How the local-AI hub measures and ranks: categories (typ = everyday, mixed, peak), rank formula, E12 rule (values of some third-party sites only as links), Terminal-Bench-Mini attribution, Artificial Analysis index version and retrieval date, price policy.
- `get_local_ai_quality`: Agentic quality results for local models from Terminal-Bench-Mini (core19) by kyuz0, Apache-2.0: pass rate within attempts and pass@1 per model/quant/hardware, each with the run URL. Returned with the required attribution.
- `get_local_ai_recipe`: Get one published local-AI recipe by slug: all measured numbers (each with category, condition, source_url), weights with licenses, sources, AA intelligence of the original model (with attribution) and the page URL. Returns not-found for drafts.
- `get_location_page`: Get specific location page.
- `get_page`: Get a specific CMS page by slug and locale.
- `get_pricing_model`: Explain how Context Studios prices projects: the entry point is a fixed-price workshop (Light Discovery, Strategy Day, or Prototyping Sprint — see the returned `workshops` list), project prices follow scoping with a 48-hour proposal turnaround. Returns the three workshop prices, the phases from discovery to sprint, and what drives the project price. No project price ranges or amounts beyond the workshops — call get_services for what each package includes, and request_consultation or book a call for a project-specific quote.
- `get_related_glossary_terms`: Get terms that are related to a specific glossary term.
- `get_role`: Get a specific role's full profile: name, TL;DR, entity definition, description, responsibilities, FAQ, and canonical + Markdown-twin URLs.
- `get_services`: List the services offered by Context Studios. Every service sits under one of six goals (cluster) and is delivered in one or more of four formats (workshop, setup, sprint, build); only the workshop format has public prices, everything else is quoted after scoping.
- `get_use_case`: Get a specific use case's full profile: name, TL;DR, entity definition, description, key features/benefits, FAQ, and canonical + Markdown-twin URLs.
- `get_workshops`: Get the three fixed-price entry workshops (Light Discovery, Strategy Day, Prototyping Sprint) with price, duration, and delivery mode, plus the booking link and the localized pricing statement. Project prices are scoped, not published — see get_pricing_model for the full pricing approach.
- `list_company_types`: List the company-size segments Context Studios serves (e.g. startups, SMB, enterprise), with name, one-line summary, and canonical + Markdown-twin URLs.
- `list_comparisons`: List all available comparisons.
- `list_glossary_categories`: List all 10 glossary categories.
- `list_guides`: List public guides.
- `list_industries`: List the industries Context Studios serves, with name, one-line summary, and canonical + Markdown-twin URLs.
- `list_local_ai_creators`: List the creators (people/projects) behind the published local-AI recipes, with recipe counts per platform.
- `list_local_ai_hardware`: Hardware platforms of the local-AI hub with datasheet (memory, bandwidth, TDP — each with vendor source) and current German prices (EUR incl. VAT, retailer, URL, retrieval date per entry). Hardware prices only; no service prices.
- `list_local_ai_recipes`: List published local-AI recipes (model + quantization + engine on specific hardware: DGX Spark, Mac, Strix Halo, RTX 3090/5090/PRO 6000) from contextstudios.ai/local-ai. Every number comes with category (typ = everyday, mixed, peak), condition and source_url; aaIntelligence is the Artificial Analysis index of the original model. Sorted by rank (category first, then value) or by intelligence.
- `list_location_pages`: List public location and bundesland pages.
- `list_roles`: List the buyer/user roles Context Studios addresses (e.g. founder, CTO, marketing manager), with name, one-line summary, and canonical + Markdown-twin URLs.
- `list_use_cases`: List the software use cases Context Studios builds (e.g. CRM, invoicing, booking systems), with name, one-line summary, and canonical + Markdown-twin URLs.
- `request_consultation`: Request a free consultation with Context Studios. Use this when a user wants to get in touch, start a project, or receive an offer. Captures name, email, and a short project description; the team replies within 24 hours.
- `search`: Search all public Context Studios content (blog, guides, glossary, AI comparisons). Returns result IDs for use with the fetch tool.
- `search_blog_knowledge`: Deep full-text search through the entire blog knowledge base. Provide either `query` (full-text search) or `slug` (fetch a specific post).
- `search_comparisons`: Search comparisons by keyword.
- `search_content`: Universal search across all public content.
- `search_glossary`: Search the AI glossary by keyword or category. Provide either `query` or `category`.
- `search_guides`: Search public guides.
- `search_location_pages`: Search public location and bundesland pages.
- `search_pages`: Full-text search across all published CMS pages.