Every change Wellknown observed on this MCP server, newest first, with what it was before and what it became. Tool-surface changes carry the definition diff. Nothing here is edited after the fact.
Added "find_local_ai_recipes", "get_local_ai_creator", "get_local_ai_methodology" and 5 more; changed the definition of "get_services" (38 tools before, 46 now)
Listall 11the 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.
{"properties":{"categorycluster":{"descriptionenum":["Optional category filter. For services use starter, fasttrack, enterprisevisibility",or all. For glossary/comparisons use a published content category."automation","enumproduct":[,"starteragents","fasttracksystems","enterpriseorientation","all"],"examplestype":"string"},"format":{"enum":["allworkshop","fasttracksetup","agentic
Find Local AI Recipes for Hardware — 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 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 (Terminal-Bench-Mini) — 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.
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.
Added "get_company_type", "get_faq", "get_industry" and 8 more; removed "get_pricing"; changed the definition of "fetch", "get_company_info", "get_comparison" and 3 more (28 tools before, 38 now)
⟨5 unchanged words⟩ a document by ID returned from the searchtool.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.
⟨2 unchanged words⟩ :{"description":"Document ID from search results,(e.g. 'blog:de:mein-artikel'), or a full contextstudios.ai URL / site-relative path.","type":"string"}},"required": ⟨3 unchanged words⟩
Recently observed → Live
Live → Recently observed
Certificate recorded, valid to 2026-11-17
Authorization not required
First tool surface recorded: 28 tools (server version 2.1.0)
Showing the latest 7 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
⟨3 unchanged words⟩ "Which sections to return. Defaults to ['overview']. 'pricing' returns the three fixed-price workshops and the one pricing statement — no project prices.","examples":[["overview","contact"],["overview","contact","tech_stack","differentiators","legal","pricing"]],"items":{"enum":["overview","contact","tech_stack","differentiators","legal","pricing"],"type":"string"},"type": ⟨3 unchanged words⟩
⟨80 unchanged words⟩ page, or landing page.","examples":["claude-vs-chatgptclaude-opus-5-vs-claude-opus-4-6","convex-vs-supabase"],"minLength":2,"type" ⟨5 unchanged words⟩
⟨108 unchanged words⟩ page, or landing page.","examples":["locations/berlin","bundeslaender/bayernlocations/berlin/ki-agentur/ki-entwicklung"],"minLength":2,"type":"string" ⟨4 unchanged words⟩
⟨108 unchanged words⟩ page, or landing page.","examples":["services","pricingai-development-services","ai-agentsai-agency-berlin"],"minLength":2,"type":"string" ⟨4 unchanged words⟩
⟨100 unchanged words⟩ page, or landing page.","examples":["my-favorite-mcp-servers-in-january-2026-the-best-tools-for-ai-powered-development","mvp-sprintmodel-context-protocol"],"minLength":2,"type":"string" ⟨4 unchanged words⟩
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 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 Industry — Get a specific industry's full profile: name, TL;DR, entity definition, description, typical pain points, FAQ, and canonical + Markdown-twin URLs.
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 Role — Get a specific role's full profile: name, TL;DR, entity definition, description, responsibilities, FAQ, and canonical + Markdown-twin URLs.
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 Industries — List the industries Context Studios serves, with name, one-line summary, and canonical + Markdown-twin URLs.
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.
Get Pricing — Get services that match a specific budget range.