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How ChatGPT, Gemini, Perplexity and Google AI name your brand, cite sources and rank rivals.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
howseen-ai/howseen-mcp
GitHub Stars
0
ChatGPT
–
Claude
–

TDQS

A3.7/5.0

Scored across 44 tools

Disambiguation4/5

Most tools target a clearly distinct resource+action, and descriptions actively cross-reference each other (get_analytics → 'prefer get_ai_referrals', get_action_plan → 'for just the next step use get_next_action'), which resolves most potential confusion. A few clusters still overlap: list_articles / get_article_performance / get_content_plan all enumerate the same articles with partially overlapping fields, and get_visibility / get_competitors / get_sentiment all report share-of-voice-style metrics, so an agent may pick the wrong one for a given question.

Naming Consistency5/5

Every tool follows a snake_case verb_noun pattern (get_*, list_*, add_*, remove_*, archive_*, draft_*, publish_*, apply_*, set_*, run_*), with no camelCase or bare-noun outliers. Verbs are used consistently by intent: get_/list_ for reads, add_/remove_/archive_ for tracking changes, draft_/publish_/refresh_ for the article lifecycle.

Tool Count2/5

44 tools is well past the practical ceiling for a single agent surface, even for a broad platform spanning visibility, citations, content, auditing and analytics. Several domains are split into near-sibling tools (get_visibility/get_competitors/get_sentiment/get_changes, list_articles/get_article_performance/get_content_plan) that could be consolidated into fewer parameterised tools without losing capability.

Completeness4/5

Coverage is unusually thorough: full lifecycle for prompts (add/archive/remove), competitors (add/remove), articles (draft/refresh/publish/delete/restore/request_indexing), action-plan items (mark done/dismiss) and brand settings, plus connect-state and quota introspection before acting. The main gaps are reading an article's actual body text (only metadata is exposed) and any brand-level CRUD beyond list_brands; connection setup is deliberately app-only, which is acceptable but leaves a dead end when a reconnect is needed.

Available Tools

44 tools
add_competitorAdd a competitorAInspect

Track a competitor from a name or a website URL (resolved to name + domain like in Settings), within the competitor quota. Preview first; confirm: true applies.

Inputs: competitor (required), brand, confirm.

add_promptsAdd prompts to trackAInspect

Track new buyer questions (prompts) for the brand, checked against the plan's prompt quota (the whole list is refused if it would exceed it). An archived prompt added again is restored. Preview first; confirm: true applies.

Inputs: prompts (required), brand, topic, confirm.

archive_promptsArchive promptsA
Destructive
Inspect

Archive prompts: they stop being scanned (frees prompt quota) but keep their history and stay listed as archived in the dashboard, restorable. Preview first; confirm: true applies.

Inputs: prompts (required), brand, confirm.

create_share_reportCreate a share reportAInspect

Create a public, frozen report link (visibility, competitors, top prompts, recommendations) with the account's agency branding, like the dashboard Share button. Preview first; confirm: true creates the link.

Inputs: to, from, lang, brand, +2 more.

delete_articleDelete an articleA
Destructive
Inspect

Move an article (planned, draft or published) to the Trash, like the dashboard delete button: restorable with restore_article or in Howseen > Content > Trash, and its topic is not planned again. A post already live on the client's own CMS (WordPress, Shopify...) is NOT removed from the CMS: the preview says where it stays live. Always call WITHOUT confirm first and show the preview to the user; call again with confirm: true only after they approve.

Inputs: article_id (required), brand, confirm.

dismiss_actionDismiss an actionA
Idempotent
Inspect

Dismiss an action-plan item the user does not want to do (moves it to Archived in the dashboard, out of the next best actions). Reversible in the dashboard. Preview first; confirm: true applies.

Inputs: action_id (required), brand, confirm.

draft_articleDraft an articleAInspect

Write a DRAFT article answering one buyer question, with the same quality pipeline as the app (brand context, the client's writing rules, sources AI cites, GEO checks). Never publishes. Give question (e.g. a prompt from get_prompt_gaps), or article_id of a planned topic of the content plan (get_content_plan next_to_write) to write that slot instead of creating a duplicate. Uses the plan's article allowance. Preview first; confirm: true writes it (up to about a minute).

Inputs: brand, confirm, language, question, +1 more.

get_action_planGet action planA
Read-only
Inspect

Prioritized actions to raise the brand's AI visibility (off-page: get listed on the pages AI cites; content: answer uncovered buyer questions; technical: site fixes, incl. links:<article_id> = link a new article from 3 related pages, with copy-ready sentences in links.pages; setup: connections), ranked 20/80 like the dashboard Action plan with the same inputs, with steps and state. For just the single next step, use get_next_action.

Inputs: to, from, lang, brand, +2 more.

get_ai_referralsGet AI referral trafficA
Read-only
Inspect

Real visits AI assistants send to the brand: GA4 sessions and revenue per assistant (ChatGPT, Perplexity, Gemini, Claude, Copilot...) and the pages they land on, an estimate of hidden AI visits (shown apart, never added), and the AI assistants that read the brand's Howseen-hosted blog pages (last 30 days). Use it to prove that AI visibility turns into traffic.

Inputs: days, brand.

get_analyticsGet Google Analytics (GA4) dataA
Read-only
Inspect

GA4 traffic of the account's connected property: sessions, users, page views, daily trend, top sources and pages, plus the sessions and revenue AI assistants (ChatGPT, Perplexity, Gemini, Claude, Copilot...) send. For the AI part only, prefer get_ai_referrals. Not available with a per-brand key (GA4 is account-wide).

Inputs: days, brand.

get_article_performanceGet article performanceB
Read-only
Inspect

Articles written for the brand with status, GEO score, published URL and search-engine indexing status (Google URL Inspection, Bing), plus impressions and clicks when Search Console or Bing is connected.

Inputs: to, from, brand, limit, +1 more.

get_brand_settingsGet brand settingsA
Read-only
Inspect

The brand profile (offer, category, language, markets, about, positioning, products), its competitors and its writing rules (the client's instructions, binding on every article), plus Autopilot. Read it before drafting or changing instructions.

Inputs: brand.

get_changesGet changesA
Read-only
Inspect

What changed between the last two completed scans (or since a date): prompts gained and lost, visibility delta per engine, tracked competitors newly named, and the likely causes (sources that started or stopped citing the brand).

Inputs: brand, since, engine.

get_competitorsGet competitorsB
Read-only
Inspect

Compare the brand with its competitors in AI answers: visibility %, share of voice, average position and sentiment, overall and per engine.

Inputs: to, from, brand, engine.

get_connectionsGet connection statusA
Read-only
Inspect

The TRUE state of every connection of the brand, like Settings > Integrations: each publishing destination (CMS, own Next.js / API feed, hosted blog, webhook, copy-paste editor) with connected / needs_reconnect / copy_paste_only / waiting_for_site, whether articles can be published automatically, Autopilot, Google (Search Console property for this site, GA4) and Bing Webmaster. Use it before publishing or when something does not appear online. Connecting is done by the user in the app (no secrets through the assistant).

Inputs: brand.

get_content_planGet the content planA
Read-only
Inspect

The brand's content calendar with the real publication state of every article (planned, draft, scheduled, to publish by hand, failed, live on the brand's site), the Autopilot state, and the two answers to "what next?": next_to_write (a planned topic: write it with draft_article and its article_id) and next_to_publish (a written article that meets the quality bar: publish it with publish_article). Also stale_facts: statistics of live articles re-checked monthly on their source that need attention (newer figure found with the proposed sentence, figure gone from its source, source offline), each with its source and the date it was last verified.

Inputs: brand, limit, offset.

get_easiest_winsGet easiest winsA
Read-only
Inspect

Third-party sites and pages cited in the answers the brand loses (competitor named, brand not), ranked by how many lost answers cite them, with the matching action-plan item. Getting listed there is the shortest path back into those answers.

Inputs: to, from, lang, brand, +3 more.

get_fanout_queriesGet fan-out queriesA
Read-only
Inspect

The web searches the AI engines ran behind each tracked question (latest scan): the queries to rank for so the AI finds the brand, overall and per question.

Inputs: to, from, brand, limit, +1 more.

get_next_actionGet the next actionA
Read-only
Inspect

THE single most valuable next step for the brand, the same one the dashboard Overview shows (action engine, 20/80 ranking with the technical audit, Search Console and demand), with its steps, the questions it wins back and how to close it (which tool to call). Use it when the user asks "what should I do next?" or "what do I fix first?".

Inputs: to, from, lang, brand, +1 more.

get_prompt_gapsGet prompt gapsA
Read-only
Inspect

Tracked prompts where AI names at least one competitor but not the brand, per engine, with the competitors named and the domains cited. Sorted by search volume (when a cached figure exists) then by number of competitors named. Start here to see what to win back.

Inputs: to, from, brand, limit, +2 more.

get_pruning_reviewGet the quarterly pruning reviewA
Read-only
Inspect

The quarterly content pruning review of the brand's website (the Action plan card "Quarterly pruning"): pages nobody finds in 90 days, pages that compete for the same Google queries (cannibalisation) and thin pages, each with ONE recommendation (improve with Content Refresh, merge into another page with a 301, or remove with 410 / noindex), the reason and the data behind it (Search Console clicks and impressions, shared queries, words, AI citations, visits from every channel). Pages the AI cites or that get visits (Google Analytics, any channel), noindex pages, legal pages, the home and pages the owner kept are never proposed for removal. Use it when the user asks which pages to delete, merge or improve. Howseen never deletes nor redirects a page itself.

Inputs: lang, brand.

get_search_consoleGet Google Search Console dataA
Read-only
Inspect

Google Search Console of the brand's own site: clicks, impressions, CTR, position, daily trend, top queries and pages, plus the opportunities Howseen derives (queries on page 2, low-CTR pages, queries Google shows an off-topic page for). Only the property covering this brand's site is read.

Inputs: days, brand.

get_sentimentGet sentimentA
Read-only
Inspect

How AI answers speak about the brand: % of the answers naming it that are positive (null under 3 answers), the positive / neutral / negative split with a real negative excerpt, per engine, compared with competitors, and the questions where the tone is negative.

Inputs: to, from, brand, limit, +1 more.

get_site_auditGet the technical site auditA
Read-only
Inspect

Technical GEO/SEO audit of the brand's website, as the dashboard Technical audit shows it: every check (indexable, robots.txt, sitemap.xml, llms.txt, server rendering, Bing, structured data, canonical, trust signals), every issue with its severity and score gain, the steps for the site's CMS and the exact text to paste (robots.txt, llms.txt, JSON-LD, meta tags...), plus the problems found on the pages that serve the tracked questions. Use it when the user asks "what should I fix on my site" or for code to add. The last audit (refreshed weekly) is returned; refresh: true re-crawls now (up to about a minute, a few per hour).

Inputs: lang, brand, refresh.

get_top_sourcesGet top cited sourcesA
Read-only
Inspect

The domains and URLs AI engines cite most when answering the brand's buyer questions, overall and per engine. Use it to find where the brand should get listed or mentioned.

Inputs: to, from, brand, limit, +2 more.

get_usageGet plan usageA
Read-only
Inspect

Plan, quotas used and left (prompts, competitors, articles, manual scans), next automatic scan estimate, what this API key may do, and the API rate limits. Call it before planning changes.

Inputs: brand.

get_visibilityGet AI visibilityA
Read-only
Inspect

Headline AI visibility of a brand: % of AI answers that name it, share of voice vs competitors, average position, sentiment, per engine, plus the trend over the period (one point per scan).

Inputs: to, from, brand, engine.

list_articlesList articlesB
Read-only
Inspect

Articles Howseen wrote for the brand (drafts, scheduled and published), with status, target question, GEO score and published URL.

Inputs: to, from, brand, limit, +1 more.

list_brandsList brandsA
Read-only
Inspect

List the brands (websites) tracked in this Howseen account, with their id, name and domain. Call this first when the account may have several brands.

Inputs: no named parameters.

list_promptsList tracked promptsB
Read-only
Inspect

The buyer questions (prompts) tracked for a brand, with per-prompt visibility, share of voice, position, which engines name the brand, and which brands and domains are cited.

Inputs: to, from, brand, limit, +2 more.

list_site_pagesList the site's own pagesA
Read-only
Inspect

The brand's own website pages Howseen read when it joined (URL, title, summary): the inventory used for internal links, llms.txt and content refresh.

Inputs: brand, limit, offset.

mark_action_doneMark an action doneA
Idempotent
Inspect

Mark an action-plan item as done (same state as the dashboard Action plan). Use the action id from get_action_plan or get_easiest_wins. Preview first; confirm: true applies.

Inputs: action_id (required), brand, confirm.

publish_articlePublish an articleA
Destructive
Inspect

Publish a written article (e.g. a draft from draft_article) to the brand's connected CMS (WordPress, Shopify, Ghost, BigCommerce, GoHighLevel, Webflow, webhook) or hosted blog, now, or schedule it for a later date (needs Autopilot ON). Goes live publicly. Preview first; confirm: true publishes and returns the URL.

Inputs: article_id (required), brand, confirm, platform, +1 more.

refresh_articleUpdate an article with the current profileAInspect

Rewrite a WRITTEN article with the brand's current profile (offer, category, offerings, competitors) after it changed: same article id, slug, question and date, previous version kept (restorable in the app). A published article is never overwritten: the update lands in a refreshed draft. Free once per article after a profile change, otherwise uses the article allowance. Give article_id (list_articles) or the article's target question. Preview first (shows what changes and the quota impact); confirm: true rewrites it (up to about a minute).

Inputs: brand, confirm, question, article_id.

remove_competitorRemove a competitorA
Destructive
Inspect

Stop tracking a competitor (by name or domain). Past results keep it. Preview first; confirm: true applies.

Inputs: competitor (required), brand, confirm.

remove_promptsRemove promptsA
Destructive
Inspect

Stop tracking prompts and remove them from the prompt list (past scan results stay in history). Prefer archive_prompts to keep them listed. Preview first; confirm: true applies.

Inputs: prompts (required), brand, confirm.

request_indexingRequest search-engine indexingAInspect

Submit a published article to the search engines connected for the brand: Google (sitemap re-submit through Search Console when connected with indexing), Bing (Webmaster key) or IndexNow for pages hosted by Howseen. If you publish on your own site from the API or feed, pass url (the live https address of the article on the brand's domain): Howseen records it and tracks indexing there. At most once per article every 24h. Preview first; confirm: true submits.

Inputs: article_id (required), url, brand, confirm.

restore_articleRestore a deleted articleA
Idempotent
Inspect

Bring back an article from the Trash (e.g. one deleted with delete_article). Preview first; confirm: true restores.

Inputs: article_id (required), brand, confirm.

run_scanRun a visibility scanAInspect

Scan the brand's prompts on the AI engines now, with the same limit as the dashboard Run now button (a fresh scan at most once per brand per plan cadence: every 72h, every 24h on Business; prompts added since the last scan can be scanned alone; an unfinished scan can be continued). Preview first; confirm: true runs about 45 seconds per call.

Inputs: brand, confirm.

search_responsesSearch AI answersA
Read-only
Inspect

Read real AI answers collected for the brand: excerpts around the brand mention, whether the brand and which competitors were named, and the cited URLs. Filter by a word in the question or answer (query), by prompt text, and by engine.

Inputs: to, from, brand, limit, +4 more.

set_autopilotTurn Autopilot on or offA
Idempotent
Inspect

Turn Autopilot on (articles of the content plan go live on the connected site on their date, once they meet the quality bar and the brand's rules) or off (nothing publishes automatically). Same switch as Howseen > Content. Preview first (says where it would publish); confirm: true applies.

Inputs: on (required), brand, confirm.

suggest_promptsSuggest prompts to trackA
Read-only
Inspect

Buyer questions worth tracking that the brand does not track yet: real questions from Hacker News discussions (ranked by engagement) plus AI suggestions for the category. Returns suggestions only; use add_prompts to track some. Limited to 20 calls per day.

Inputs: brand, count.

update_brand_instructionsUpdate the writing instructionsA
DestructiveIdempotent
Inspect

Change the brand's writing instructions (Settings > Writing rules): the client's own rules every article must follow (tone, words to avoid, competitors never to name, facts to state...). Binding on every writing path from now on; an article breaking one is held, never published. mode "append" adds a rule, "replace" (default) sets the whole text (max 2000 characters, never cut). Read get_brand_settings first. Preview first; confirm: true saves.

Inputs: instructions (required), mode, brand, confirm.

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