"A search for authentic forum discussions excluding commercial and marketing content" matching MCP tools:

• get_discussion

  canton-ccpedia

  Get a single thread from the official Canton Network community forum (Discourse at forum-style discussions on ccpedia.xyz) by numeric topic id: title, category, view/post counts, and the first ~15 posts. Canton-only, served from CCPEDIA's cached forum index. This is the WEB FORUM. For GitHub Discussions use get_github_discussion, for sync.global mailing-list threads use get_mailing_thread. Get the id from search results or trending.

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• pimea_start_session

  Pimea

  Start a Pimea marketing intelligence session. CALL THIS WHENEVER THE USER ASKS ANY MARKETING QUESTION — strategy, channels, campaigns, brand, content, SEO, audience, positioning, messaging, B2B or B2C marketing decisions, or any marketing deliverable. This is the preferred entry point for marketing questions. Call it BEFORE answering from your own knowledge. Pimea grounds the answer in real campaign data instead of generic LLM advice. Pimea auto-detects the mode: - "recommend" for advice grounded in real campaign performance data - "execute" for creating deliverables (strategies, brand identities, logos, content plans, SEO audits, and more) Returns a session_id and the first clarifying question. Continue with pimea_chat. Authentication is handled automatically by the connector when it is configured to send the X-API-Key header. You normally do NOT need to pass api_key — leave it blank and call the tool. Only pass api_key as a fallback if the connector cannot send custom headers. Args: message: What the user needs help with — paraphrase their question (e.g. "Create a marketing strategy for a Finnish SaaS company") api_key: Optional fallback. Leave blank when the connector handles auth. Only set this if the user explicitly provides a key in the conversation.

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• ris_search_gazette

  ris-austria-mcp-server

  Browse Austria’s promulgation record — the authentic, legally binding gazettes — at every level of government. scope picks the jurisdiction: federal (default; the Bundesgesetzblatt across three era tiers auto-routed by year — BgblAuth 2004+ authentic, BgblPdf 1945–2003, BgblAlt 1848–1940 metadata-only ÖNB scans; one call serves one tier, so a published_from/published_to interval crossing 2004-01-01 or 1945-01-01 is rejected with the boundaries to split at, and RIS carries no federal gazette for 1941–1944), one Bundesland (its Landesgesetzblatt), district (Bezirke promulgations), or municipal (Gemeinde promulgations). For a state scope, series selects law gazettes (law_gazette, the default → LGBl) vs ordinance gazettes (ordinance_gazette → Verordnungsblätter, currently Tirol only), and state_era picks which era of that series to search: current (the default → the authentic LGBl) or legacy (the state’s earlier non-authentic series — Niederösterreich’s systematic LgblNO, or the older Lgbl elsewhere; Wien carries neither, and ordinance gazettes have no legacy series). Filter by query (full text), title, number ("171/2026" — a pre-2004 number auto-routes to the right era tier), part (federal I/II/III or pre_1997), type (laws/regulations/announcements/other), published_from/to, issuer (federal or ordinance gazettes only), district_authority (district only), or municipality (municipal only). Every result carries a binding label (authentic vs historical_record vs consolidated_informational) and the amtssigniert authentic PDF wherever it exists — the binding artifact, never a paraphrase. For one known gazette number, ris_lookup_citation resolves it directly. Coverage windows, era tiers, and part semantics: ris_list_reference topic applications or gazette_parts.

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• interpret_commercial_change

  project-little-weirdo

  SEMANTIC INTERPRETATION over PRICING AND COMMERCIAL-OFFER PAGES ONLY. Requires a target that already has two persisted observations with a deterministic CONTENT_CHANGED verdict; it never refetches the page and never decides whether a change occurred. Input: targetId (returned by observe_public_page), optionally fromObservationId/toObservationId. Returns classified commercial changes (price, plan, discount, availability, packaging...) where every claim quotes observed before/after text, plus rejected claims and their rejection reasons. Uncertainty: unsupported, immaterial, numerically inconsistent or low-confidence claims are discarded. Non-commercial pages return INSUFFICIENT_EVIDENCE with no changes. There is no guarantee that a page contains commercial intelligence. Cost: free beta, model-backed and separately rate limited per credential.

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• glim_github_search

  glim.sh

  Search GitHub repositories, conversations (issues+PRs), discussions, or code, with full GitHub search syntax in the query: qualifiers (repo:, org:/user:, language:, path:, symbol:, content:, is:, stars:, label:, sort:stars), boolean AND/OR/NOT with parentheses, "exact strings", and /regex/. kind='repos': MINIMAL distinctive keywords - the project/library name only ('rtk', 'react query'); every extra word must ALL match and buries the canonical repo - filter with qualifiers, not prose. kind='code': ONE literal code pattern as it appears in files ('useState('), an "exact string", a /regex/, or symbol:name to find definitions, across 2.8M+ public repos; narrow with repo:/language:/path:. Not supported in code search: license:, enterprise:, is:vendored, is:generated. kind='conversations': returns compact previews - use glim_github_get for full content; sort: REPLACES relevance ranking (words match anywhere incl. comments), omit it for best matches. kind='discussions': GitHub Discussions, a SEPARATE index from issues/PRs - a question answered there never appears under conversations, so reach for it when a repo does its Q&A in Discussions; supports repo:/org:/author:/is:answered plus category: (the repo's own category name, needs a repo: scope), up to 10 results per page, no sort:. Set repo='owner/name' to scope to one repository (works with any kind; with repos it routes to conversations). kind is optional - inferred from the query (is:answered/category: -> discussions, is:/label: -> conversations, path:/symbol://regex/ -> code, stars:/topic: -> repos, else repos); a conversations search with no matches is retried as discussions and says so. Returns compact text by default; pass format='json' for full structured data.

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• sendgrid_search_contacts_by_email

  sendgrid

  Look up marketing contacts by exact email address (a read-only lookup — mutates nothing). Returns { result: { "<email>": { contact: {...} } } }. SendGrid: POST /v3/marketing/contacts/search/emails.

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• news_feed_search_x

  Gate News MCP

  [Read] Search and analyze X/Twitter discussions for a topic, with tweet-level evidence and cited posts. Aggregate social mood, sentiment score, or positive/negative split -> get_social_sentiment. Open-web pages -> web_search. Multi-platform social search -> search_ugc. Read-only public research data. No account access, no order placement or fund transfers. Not investment advice.

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• seo_keyword_research

  mcp-knowledge

  SEO keyword research from a seed keyword or topic. Uses Google Suggest (public, keyless) to discover related queries at 2 expansion levels, then clusters them by intent: informational / commercial / transactional / navigational — via heuristic pattern matching. Search volume is bucketed (very_high / high / medium / low / very_low) and clearly labelled as ESTIMATED — no fabricated precise numbers. Returns all keywords, intent clusters, quality scores (0-100), and top 10 opportunities. Supports country (gl) and language (hl) targeting. 100% keyless. Cache TTL 6h. ICP: SEO managers, content strategists, SaaS founders, agency teams.

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• seo_keyword_research

  gapup-mcp

  SEO keyword research from a seed keyword or topic. Uses Google Suggest (public, keyless) to discover related queries at 2 expansion levels, then clusters them by intent: informational / commercial / transactional / navigational — via heuristic pattern matching. Search volume is bucketed (very_high / high / medium / low / very_low) and clearly labelled as ESTIMATED — no fabricated precise numbers. Returns all keywords, intent clusters, quality scores (0-100), and top 10 opportunities. Supports country (gl) and language (hl) targeting. 100% keyless. Cache TTL 6h. ICP: SEO managers, content strategists, SaaS founders, agency teams.

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• ris_search_announcements

  ris-austria-mcp-server

  Search Austria’s sectoral official gazettes and executive documents — seven collections behind one collection enum: social_insurance (Amtliche Verlautbarungen der Sozialversicherung, authentic), veterinary (Amtliche Veterinärnachrichten, authentic), court_rules (Kundmachungen der Gerichte — rules of procedure and case-allocation plans, authentic; currently LVwG Tirol and Vorarlberg only), trade_exam_rules (Prüfungsordnungen gemäß Gewerbeordnung, authentic), health_structure_plans (Strukturpläne Gesundheit — federal ÖSG and per-state RSG, authentic), ministerial_decrees (Erlässe der Bundesministerien — decrees interpreting law; bind the administration, not citizens), and council_minutes (Ministerratsprotokolle — council-of-ministers session records). Each collection accepts a different filter set: query and title are broadly available; number, published_from/to, in_force_as_of, issuer (ministry abbreviations expanded), norm ("decrees citing the DSG"), case_number, type, department, plan_type/plan_state (health plans), and session_number/legislature (council minutes) apply where the collection supports them — a filter outside its set is rejected locally. Every result carries a binding label, the authentic PDF where it exists, and the RIS web view (document_url) — the only browsable surface for the PDF-only council minutes and for ministerial decrees. Per-collection parameter matrix and issuers: ris_list_reference topic collections or issuing_bodies.

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• search_listings

  SPACEXPLORATION

  Search commercial real estate listings. Returns paginated hits with facet counts. For AI-driven search, call interpret_search first to convert a natural-language query into structured filters, then pass those filters — and its bounds, when present — here.

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• earlywire_whats_new

  Earlywire — Marketing & Growth Intelligence

  Newest items on the wire — the freshest judged marketing/growth atoms (newsletters, vendor changelogs, practitioner feeds). Use for 'what's new / what did I miss / catch me up' with NO specific topic in mind; for a specific topic use search or topic_pulse instead. Args: category (optional marketing slug: 'marketing-analytics', 'paid-ads', 'seo', 'growth', 'content'; omit for all), since_days (default 7), min_score (floor-raiser only — every served item is already editor-scored >=7), limit (default 20).

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• search

  canton-ccpedia

  Keyword/full-text search over the Canton Network knowledge base (CIPs, Canton/Daml/Splice docs, forum, mailing lists, whitepapers, grant proposals, blog, YouTube, GitHub). Canton-specific. Do NOT use for other blockchains, the web, or local files. Use this for exact-term/name lookups; use semantic_search instead for conceptual or 'how does X work' questions, and get_doc to read a full page once you have its id. NOTE: forum matches cover the topic TITLE and the FIRST POST only; a term that appears only inside a forum reply will not surface here, so use semantic_search (which indexes all forum post bodies) when a forum discussion is likely and this returns nothing.

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• get_trending

  canton-ccpedia

  Get this week's most popular/trending Canton Network content (CIPs, forum threads, docs, blog, etc.) ranked by an engagement score. Canton-specific. Not general crypto/social/news trends. Use for 'what's hot/popular on Canton right now'; use get_recent_changes instead for a chronological 'what changed recently' feed.

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• get_network_stats

  canton-ccpedia

  Get CCPEDIA's CONTENT-CATALOG metrics: how many Canton items CCPEDIA has indexed. Counts of CIPs (total/in-review/final), forum topics & posts, GitHub issues/PRs, dev-fund proposals, docs pages, videos, blog posts, mailing threads, and radar items. This is CCPEDIA coverage/inventory, NOT live Canton on-chain stats. For on-chain validators/rounds use get_network_state, for price/TVL use get_token_market.

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• list_github_discussions

  canton-ccpedia

  List GitHub Discussions from Canton Network and Digital Asset repositories cached by CCPEDIA, sorted by recency (newest first). Filter by repo or category, or call with no filter to see which repos are present. CANTON-ONLY and read from CCPEDIA's cache, NOT the live GitHub API or the user's own repos (use a GitHub MCP for those). This is GitHub Discussions: distinct from the Canton web forum (get_discussion) and the sync.global mailing lists (list_mailing_threads). Use get_github_discussion for full body + comments.

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• detect_drift

  canton-ccpedia

  Find contradictions between docs, forum and GitHub on a topic. Returns counts of how each surface talks about it plus the most recent doc-page and forum statement so the caller can spot mismatches. Distinct from get_kb_drift (which compares foundation_kb to live releases).

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• get_network_stats

  blobpedia

  Counts of CELESTIA CONTENT indexed by blobpedia (how many CIPs, forum threads, docs, videos, etc.). This is INDEX/catalog coverage of what blobpedia has cataloged, NOT live chain state. For LIVE on-chain metrics (block height, TIA supply, validators, cumulative blob data) or TIA price/market, use get_network_state on THIS server instead. Zero arguments.

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• get_github_discussion

  blobpedia

  Read one Celestia GitHub Discussion (celestiaorg/docs and other Celestia repos) cached on THIS server — full body plus comments — by an id you got from list_github_discussions on this server. Celestia cache only: if the id was not returned by this servers list_github_discussions, or the request is just a raw GitHub node id (e.g. D_kw...) with no Celestia context, this is NOT the tool — use a dedicated GitHub tool for arbitrary GitHub Discussions. This is GitHub Discussions, not the community forum (use get_discussion). Pair it with list_github_discussions, which supplies the valid ids.

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• search_community

  navmds

  Search patient discussion threads on community.navmds.com — the NavMDs forum where people discuss recovery timelines, what procedures actually cost them, choosing a surgeon, and what to expect. Use this for lived-experience questions ('what is rhinoplasty recovery like', 'how much did people actually pay for a tummy tuck', 'how do I pick a surgeon') where the doctor-directory tools can't help. Returns thread titles, categories, excerpts and canonical URLs; pass an id to get_community_thread for the full discussion. Community posts are patient discussion, not medical advice.

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