A
licenseA
qualityD
maintenanceWeb intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking.
7
2
AGPL 3.0
AIsa Content & Sentiment
by one.aisa
Server Details
Your agent needs to know where a brand or a phrase is being talked about across the web — with the trend line, the sentiment and the ratings attached.
What you can ask for • "Where is our brand cited across the web this quarter, and is that rising?" • "What is the sentiment around this phrase?" • "How do ratings for this product distribute?" • "Which categories is this topic trending in?" • "Summarise everything published about this term."
How to use it Point any MCP client at https://mcp.aisa.one/seo-content/mcp and sign in with OAuth — there is no key to create or paste. 10 tools: content search, summary, phrase and category trends, sentiment analysis, rating distribution, plus the filters, categories, languages and locations behind them.
It is also a door to the rest The same login reaches 26 sources and 580+ operations. Find where you are mentioned here, then ask the same agent who links to those pages — without adding a second server.
What it costs Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident.
Where else it reaches https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.
Ownership verified
The last two health checks of this connector failed. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.
If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.
- Status
- Unhealthy
- Uptime
- 0.0% over the last 24 hours
- OAuth
- Works in Glama
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
B3.2/5.0
Scored across 17 tools
Disambiguation3/5
The DataForSEO content tools mostly target distinct endpoints (filters, categories, languages, locations, phrase trends, category trends, rating distribution, search, sentiment, summary), but search_live and summary_live overlap conceptually (both return citation data for a keyword) and the bare `search`/`list_categories` pair both serve catalogue discovery. The deprecated `use` tool duplicates `batch_use`, and `account` vs `list_categories` both address account/catalog context, creating avoidable misselection risk.
Naming Consistency3/5
All names use snake_case, but verb conventions are inconsistent: prefixed dataforseo tools follow get_/post_ patterns while router tools use bare nouns or vague verbs (`account`, `search`, `use`). The long `post_dataforseo_content_*_live` names are predictable within their family but clash with the terse router names.
Tool Count3/5
At 17 tools the surface is on the heavy side for a content/sentiment server, and one slot (`use`) is explicitly deprecated dead weight. The remaining tools each map to a real endpoint, but the router trio (search, batch_get_schema, batch_quote, batch_use) plus catalogue tools inflate the count beyond the core analysis domain.
Completeness4/5
The DataForSEO content-analysis surface is well covered: citation search, summary, sentiment, phrase/category trends, rating distribution, plus the supporting reference endpoints (filters, categories, languages, locations) and a batch execution path. Minor gaps remain, such as no explicit URL-level or bulk-query variant, but core workflows are achievable without dead ends.
Publisher details
- Operator
- AIsa · Publisher source
- Operator website
- https://aisa.one
- Vendor relationship
- Independent
- Documentation
- https://mcp.aisa.one/servers
- Trust center
- Not available
- Restrictions
- No paid plan, admin approval, regional limit or custom OAuth app is needed to connect. Sign-in is OAuth against auth.aisa.one with dynamic client registration (RFC 7591), or an Authorization: Bearer AIsa API key. search, get_details and list_categories are free. use and batch_use are billed per call to the caller's own AIsa key, and max_price_usd refuses anything above a cap before any spend. Some operations are subscription-only on the gateway and answer 402 without the Hive GTM Growth plan.
Available Tools
17 toolsaccountShow account and usageARead-onlyInspect
Who am I, what can I use, how much can I spend: the key, the account balance, the Go-to-Market wallet when one is active, and usage for today, 7 days and 30 days. Free; needs the Authorization header. Call it to verify a new connection or to explain a 402. ok is true only when the balance was read; otherwise each entry of errors says what to do in next_step.
Inputs: no named parameters. Returns: object
batch_get_schemaGet AIsa tool schemas in one batchARead-onlyIdempotentInspect
Retrieve schemas for 1 to 20 exact tool names from search. Build arguments from successful schemas, then call batch_quote. Do not call batch_use yet. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
Inputs: tools (required), session_id, include_documentation, include_response_schema, +1 more. Returns: tools, session_id, error_count, total_count, +2 more
batch_quoteQuote published AIsa tools without executing themARead-onlyIdempotentInspect
Obtain AIsaServices cost quotes for 1 to 20 published tools without executing them. Same input as batch_use: exact tool names and schema-valid arguments. Never falls back to execution. The response reports auto_execute_eligible and auto_execute_threshold_micros_usd. auto_execute_eligible waives only the extra cost-confirmation step and does not override a user prohibition on execution, a narrower scope, or a tighter budget limit. Quotes are price observations, not authorization grants. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
Inputs: calls (required), search_id, session_id. Returns: results, batch_id, session_id, error_count, +5 more
batch_useExecute published AIsa toolsADestructiveInspect
Billable API calls can incur substantial charges. Never call before a successful batch_quote for the same tools and arguments. Execute only when that quote response reports auto_execute_eligible=true for these calls, or when explicit user authorization covers that cost and risk. auto_execute_eligible waives only the extra cost-confirmation step; it does not override a user prohibition on execution, a narrower scope, or a tighter budget limit. Re-quote if tools, arguments, or scope change. Execute 1 to 20 independent published-tool calls; never silently retry. A missing or failed quote is not free. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
Inputs: calls (required), search_id, session_id. Returns: results, batch_id, session_id, error_count, +3 more
get_dataforseo_content_available_filtersFilters for Content Analysis APIBRead-onlyIdempotentInspect
Here you will find all the necessary information about filters that can be used with Content Analysis API endpoints.
Usage-based billing; Default request estimate: $0.012 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: no named parameters. Returns: object
get_dataforseo_content_categoriesList of Categories for Content Analysis APIARead-onlyIdempotentInspect
We use Google product and service categories. This endpoint will provide you with the full list of available categories. You can also download the CSV file by this link.
Usage-based billing; Default request estimate: $0.012 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: no named parameters. Returns: object
get_dataforseo_content_languagesList of Languages for Content Analysis APIBRead-onlyIdempotentInspect
You will receive the list of languages by calling this API. As a response of the API server, you will receive JSON-encoded data containing a tasks array with the information specific to the set tasks.
Usage-based billing; Default request estimate: $0.012 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: no named parameters. Returns: object
get_dataforseo_content_locationsList of Locations for Content Analysis APICRead-onlyIdempotentInspect
You will receive the list of locations by this API call.
Usage-based billing; Default request estimate: $0.012 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: no named parameters. Returns: object
list_categoriesBrowse the AIsa catalogueARead-onlyInspect
The AIsa catalogue at a glance: categories, the servers in each, tool counts, and the dedicated endpoint to connect if you only need one category. Free. (AIsa-only: tool-router has no equivalent.) Use mcp.aisa.one/mcp?modules=<category> (or mcp.aisa.one/<category>/mcp) to have that category's tools listed directly instead of via search.
Inputs: no named parameters. Returns: object
post_dataforseo_content_category_trends_liveContent Analysis – Category Trends APIBDestructiveInspect
This endpoint will provide you with data on all citations in the target category for the indicated date range.
Usage-based billing; Default request estimate: $0.0276 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
post_dataforseo_content_phrase_trends_liveContent Analysis – Phrase Trends APICDestructiveInspect
This endpoint will provide you with data on all citations of the target keyword for the indicated date range.
Usage-based billing; Default request estimate: $0.0276 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
post_dataforseo_content_rating_distribution_liveContent Analysis – Rating Distribution APICDestructiveInspect
This endpoint will provide you with rating distribution data for the keyword and other parameters specified in the request.
Usage-based billing; Default request estimate: $0.0276 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
post_dataforseo_content_search_liveContent Analysis – Search APICDestructiveInspect
This endpoint will provide you with detailed citation data available for the target keyword.
Usage-based billing; Default request estimate: $0.0276 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
post_dataforseo_content_sentiment_analysis_liveContent Analysis – Sentiment Analysis APIBDestructiveInspect
This endpoint will provide you with sentiment analysis data for the citations available for the target keyword. for more info please visit 'https://docs.dataforseo.com/v3/content_analysis/sentiment_analysis/live/?bash'
Usage-based billing; Default request estimate: $0.024 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
post_dataforseo_content_summary_liveContent Analysis – Summary APICDestructiveInspect
This endpoint will provide you with an overview of citation data available for the target keyword.
Usage-based billing; Default request estimate: $0.0276 USD (not a fixed price). Account-specific pricing and final settlement may differ.
Inputs: body. Returns: object
searchSearch AIsa tools and agent-ready plansARead-onlyInspect
Discover AIsa tools and Plans for external data or actions. Skip tasks that only need supplied content or general knowledge. For multi-step tasks, search the full goal before decomposing it. Use English; put identifiers in known_fields. If has_full_schema=false, call batch_get_schema. Next call batch_quote, not batch_use. Do not search for standalone rewriting, translation, summarization, formatting, or calculations on supplied content. For one capability, use an atomic query. Select a matching capability, date window, and metric. A Plan may cover only part of the task; assess its purpose and follow next_steps_guidance.
Inputs: query (required), limit, category, session_id, +2 more. Returns: plan, tools, search_id, session_id, +2 more
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Related MCP Connectors
Your agent needs what customers say in public — Google Business profiles and reviews, Trustpilot, Tripadvisor, hotel listings and the Q&A under a listing. **What you can ask for** • "Pull this business's Google reviews and group the complaints." • "What do Trustpilot reviewers say about this competitor?" • "Find hotels matching this search and their live prices." • "What questions are people asking on this Google listing, and are they answered?" • "Search listings for this category in this city." **How to use it** Point any MCP client at https://mcp.aisa.one/seo-business/mcp and sign in with OAuth — there is no key to create or paste. 22 tools: Google Business info, reviews, extended reviews, updates and Q&A; Trustpilot and Tripadvisor search and reviews; Google hotel info and searches; business listing search; plus Reddit and Pinterest signals for a business. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Read the reviews here, then ask the same agent what that business ranks for or who links to it — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.
Your agent needs live data — a competitor's traffic, who to contact there, what people are saying, what Google and ChatGPT answer about you, a company's filings. Normally that is six vendor accounts, six sets of keys and six SDKs. This is one URL. **What you can ask for** • "How much traffic does stripe.com get, where does it come from, and who competes for the same keywords?" • "Find 20 Series-B fintech companies in Germany and the heads of marketing there, with emails." • "Does ChatGPT mention our brand when someone asks for the best CRM — and what does it cite?" • "What is X saying about $NVDA today, and what did the stock actually do?" • "Search the web for this, then scrape the three best pages into markdown." **How to use it** Point any MCP client at https://mcp.aisa.one/mcp and sign in with OAuth — there is no key to create or paste. Then just ask: the agent calls search to find the right operation and use to run it. **Why this rather than the source** 26 sources behind one account and one bill — DataForSEO, Semrush, Ahrefs, Similarweb, Apollo, X/Twitter, Instagram, Reddit, Pinterest, YouTube, Tavily, Exa, Perplexity, Firecrawl, CoinGecko, Kalshi, Polymarket, AgentMail and more, 580+ operations. tools/list returns five tools, not 580, so the introduction does not eat your context window. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** One slice at a time: https://mcp.aisa.one/seo/mcp · /finance/mcp · /social/mcp · /search/mcp · /sales/mcp · /mail/mcp · /gtm/mcp, or a single provider like /twitter-api/mcp. Same account, fewer tools listed, and search still reaches everything. Full list at https://mcp.aisa.one/servers
Your agent needs the open web — searched by more than one engine, and read as clean markdown rather than raw HTML. **What you can ask for** • "Search this question with two providers and tell me where they disagree." • "Scrape these 40 URLs into markdown, in one batch." • "Crawl this documentation site and give me every page." • "Do deep research on this topic and cite the sources." • "Find the academic papers behind this claim." **How to use it** Point any MCP client at https://mcp.aisa.one/search/mcp and sign in with OAuth — there is no key to create or paste. 30 tools across several independent providers: Tavily and Exa search, answers, contents and agent runs; Firecrawl scrape, batch scrape, crawl, map and search; Perplexity Sonar, Sonar Pro, reasoning and deep research; Oxylabs AI search and LLM jobs; OpenAI and Anthropic web search; and scholarly search. **Why this rather than the source** Several independent indexes behind one account, because one engine's blind spot is not visible from inside it. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find the page here, then ask the same agent who links to it or how much traffic it gets — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo-serp/mcp for the Google results page itself, https://mcp.aisa.one/seo-serp-other-engines/mcp for Bing, Baidu and Naver.
Your brand is now answered about, not just ranked. Your agent needs to know whether ChatGPT, Claude, Gemini and Perplexity name you when someone asks about your category — and what they cite instead. **What you can ask for** • "Ask ChatGPT, Claude, Gemini and Perplexity 'best CRM for startups' and tell me who gets named." • "How often is our brand mentioned across AI answers this month, and is it rising?" • "Which domains get cited most in answers about this topic?" • "Which of our pages do the models quote?" • "How much search volume sits behind the prompts people actually type?" **How to use it** Point any MCP client at https://mcp.aisa.one/seo-ai-visibility/mcp and sign in with OAuth — there is no key to create or paste. 23 tools: live responses from ChatGPT, Claude, Gemini and Perplexity, the raw scraped answer page where you need it, plus brand-mention search, aggregated and cross metrics, top cited domains and top cited pages, and AI keyword volume. **Why this rather than the source** Four engines measured the same way, so the comparison is between models rather than between vendors' methodologies. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find who the models cite here, then ask the same agent for that domain's backlinks or traffic to see why — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.
Related MCP Servers
- AlicenseNot gradedqualityCmaintenanceMCP tool server that gives any AI agent the ability to search, scrape, and analyze content across the internet.42MIT
- AlicenseNot gradedqualityBmaintenanceA hosted remote MCP server that lets agents fetch YouTube transcripts for single videos or whole channels, Google Trends interest data, and Google Play reviews through one endpoint with a single key. Results are shaped to fit a context window, with optional raw output and recoverable error responses.1MIT
- AlicenseNot gradedqualityBmaintenanceEnables AI agents to perform live Google SERP searches, run on-page and full-site SEO audits with prioritized fixes, and check brand visibility in AI answer engines via four MCP tools.MIT
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd
Glama MCP Gateway
Add one secure layer between your agents and this server.