MCP Server
HyperStore
io.github.deficlow/hyperstore-mcp
What this MCP does
Searches, filters, compares, and retrieves details for more than 6,500 curated AI applications.
Capabilities
Tools
13
tools
ai_search
Natural-language semantic search powered by embeddings. Best for fuzzy intent ('a tool that helps me write Python tests', 'something like Midjourney but free'). Returns up to 12 apps ranked by semantic similarity.
Input schema
{'type': 'object', 'title': 'ai_searchArguments', 'required': ['prompt'], 'properties': {'prompt': {'type': 'string', 'title': 'Prompt', 'maxLength': 500, 'minLength': 2, 'description': 'Natural-language description of what the user is looking for.'}}}
apps_for_audience
Get the best AI tools for a specific audience by slug (from `list_audiences`), ranked by relevance then popularity. Use when the user asks 'best AI tools for {role/profession}'. Paginate with `cursor` (last app id from the previous page).
Input schema
{'type': 'object', 'title': 'apps_for_audienceArguments', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'title': 'Slug', 'description': "URL slug, e.g. 'chatgpt' or 'ai-image-tools'."}, 'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}}}
apps_for_use_case
Get AI tools for a specific use case by slug (from `list_use_cases`), ranked by relevance then popularity. Use when the user asks 'AI tools for {task}'. Paginate with `cursor` (last app id from the previous page).
Input schema
{'type': 'object', 'title': 'apps_for_use_caseArguments', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'title': 'Slug', 'description': "URL slug, e.g. 'chatgpt' or 'ai-image-tools'."}, 'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}}}
browse_apps
Browse apps A-Z by starting letter. Use letter='#' for apps starting with digits or symbols. Useful for alphabetical discovery rather than search.
Input schema
{'type': 'object', 'title': 'browse_appsArguments', 'required': ['letter'], 'properties': {'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}, 'letter': {'type': 'string', 'title': 'Letter', 'maxLength': 1, 'minLength': 1, 'description': "A single letter A-Z, or '#' for digits/symbols."}, 'pricing': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Pricing', 'default': None, 'description': "Filter by pricing model: 'free', 'freemium', 'paid', 'free-trial', 'subscription', or 'one-time'."}}}
category_apps
Get apps within a specific category. Returns the category metadata plus a paginated list of apps in that category, sorted by popularity.
Input schema
{'type': 'object', 'title': 'category_appsArguments', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'title': 'Slug', 'description': "URL slug, e.g. 'chatgpt' or 'ai-image-tools'."}, 'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}, 'pricing': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Pricing', 'default': None, 'description': "Filter by pricing model: 'free', 'freemium', 'paid', 'free-trial', 'subscription', or 'one-time'."}}}
get_alternatives
Get curated alternatives to a specific AI app by slug. Returns the app plus a list of competing/similar tools ranked by match confidence. Use this when the user asks 'what are alternatives to X', 'something like X', or 'X vs others'.
Input schema
{'type': 'object', 'title': 'get_alternativesArguments', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'title': 'Slug', 'description': "URL slug, e.g. 'chatgpt' or 'ai-image-tools'."}, 'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}}}
get_app
Fetch the full detail page for a single AI app by slug: long description, features, screenshots, categories, pricing, rating, website URL, source attribution.
Input schema
{'type': 'object', 'title': 'get_appArguments', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'title': 'Slug', 'description': "URL slug, e.g. 'chatgpt' or 'ai-image-tools'."}}}
get_homepage
Fetch the HyperStore homepage payload: top categories with their featured apps, the trending apps strip, and totals. Good first call to give the user a broad overview.
Input schema
{'type': 'object', 'title': 'get_homepageArguments', 'properties': {'page': {'type': 'integer', 'title': 'Page', 'default': 1, 'minimum': 1, 'description': 'Homepage pagination â\x80\x94 page 1 returns trending + stats.'}}}
list_apps
Paginated apps listing with optional filters. Combine `category`, `pricing`, and a free-text `query` to drill down. Returns apps sorted by popularity. Use `cursor` (last app id from previous page) to paginate.
Input schema
{'type': 'object', 'title': 'list_appsArguments', 'properties': {'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'query': {'anyOf': [{'type': 'string', 'maxLength': 200}, {'type': 'null'}], 'title': 'Query', 'default': None, 'description': 'Optional keyword filter.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}, 'pricing': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Pricing', 'default': None, 'description': "Filter by pricing model: 'free', 'freemium', 'paid', 'free-trial', 'subscription', or 'one-time'."}, 'category': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Category', 'default': None, 'description': 'Optional category slug to filter by.'}}}
list_audiences
List the audience segments HyperStore curates tools for (e.g. 'developers', 'lawyers', 'students'), each with a slug and app count. Call this first to discover audience slugs for `apps_for_audience`.
Input schema
{'type': 'object', 'title': 'list_audiencesArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'list_audiencesOutput', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}, 'title': 'Result'}}}
list_categories
List all HyperStore categories with app counts. Use this first when the user asks 'what kinds of AI tools are there?' or to discover available category slugs.
Input schema
{'type': 'object', 'title': 'list_categoriesArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'list_categoriesOutput', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}, 'title': 'Result'}}}
list_use_cases
List the use-case taxonomies HyperStore curates tools for (e.g. 'legal-contracts', 'tiktok-shorts'), each with a slug and app count. Call this first to discover use-case slugs for `apps_for_use_case`.
Input schema
{'type': 'object', 'title': 'list_use_casesArguments', 'properties': {}}
Output schema
{'type': 'object', 'title': 'list_use_casesOutput', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}, 'title': 'Result'}}}
search_apps
Search HyperStore's AI apps directory by keyword. Returns a paginated list of matching apps with name, slug, short description, pricing, and rating. Use this when the user gives concrete keywords (e.g. 'image upscaler', 'code copilot').
Input schema
{'type': 'object', 'title': 'search_appsArguments', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'title': 'Limit', 'default': 24, 'maximum': 48, 'minimum': 1, 'description': 'Max results per page.'}, 'query': {'type': 'string', 'title': 'Query', 'maxLength': 200, 'minLength': 1, 'description': 'Search query.'}, 'cursor': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'title': 'Cursor', 'default': None, 'description': 'Pagination cursor (app id from prior page).'}}}
History
Recent tool changes
Added
apps_for_use_case
Sept. 17, 2026, 12:41 p.m.
Added
list_use_cases
Sept. 17, 2026, 12:41 p.m.
Added
apps_for_audience
Sept. 17, 2026, 12:41 p.m.
Added
list_audiences
Sept. 17, 2026, 12:41 p.m.
Added
get_alternatives
Sept. 17, 2026, 12:41 p.m.
Added
get_homepage
Sept. 17, 2026, 12:41 p.m.
Added
browse_apps
Sept. 17, 2026, 12:41 p.m.
Added
category_apps
Sept. 17, 2026, 12:41 p.m.
Added
list_categories
Sept. 17, 2026, 12:41 p.m.
Added
list_apps
Sept. 17, 2026, 12:41 p.m.
Added
get_app
Sept. 17, 2026, 12:41 p.m.
Added
ai_search
Sept. 17, 2026, 12:41 p.m.
Added
search_apps
Sept. 17, 2026, 12:41 p.m.
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