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"Enhance AI Coding Accuracy in Windsurf Code Editor by Codeium" matching MCP tools:

  • Get subscription pricing for AI coding IDE tools: GitHub Copilot, Cursor, Windsurf, Claude.ai, JetBrains AI, Amazon Q Developer, and Tabnine. Returns monthly subscription cost, inline completion support, context window, and per-tool strengths. Use this when the user asks to compare IDE AI tools, subscription-based coding assistants, or wants to know which IDE AI fits their budget.
    ConnectorNo auth
  • The merge gate for ANY AI-written output — code, documentation, reports, emails, configs: returns a binary approve/reject verdict with veto power — e.g. it rejects code calling the nonexistent stripe.Inventory API, an N+1 loop with the latency arithmetic to prove it, or a doc claiming success with no evidence. Deterministic reality gates (mock/placeholder veto, gaming and bypass detection, invented-API checks) run first and cannot be overridden; a frontier-model review (ISO/IEC 25010) then scores quality, accuracy, reliability and tech debt. In a benchmark, a frontier model reviewing alone caught reward-gaming and hallucinated APIs 0/6 times in a natural review workflow; these gates catch them deterministically on every call. Read-only: nothing is executed. Call it on every AI-generated deliverable before accepting it; use validate_plan for plans, analyze_code for an advisory report without a verdict.
    ConnectorNo auth
  • Authoritative ICD-10 → ICD-11 mapping using WHO transition tables (release 2025-01, bundled with the server). Returns the primary 1:1 ICD-11 category for the ICD-10 code plus any alternative ICD-11 candidates that WHO documents (some ICD-10 concepts split into multiple ICD-11 entities). For each mapping, includes the ICD-11 code, title, chapter, and the Foundation URI / Linearization URI for navigating to the full entity definition. Use this for clinical coding, billing migration, retrospective analysis, and any workflow that needs authoritative mapping rather than text-search candidates. Coverage: 11,243 ICD-10 categories (excludes chapters and blocks like "A00-A09" which aren't used in clinical coding). Provide a code like "E11" (Type 2 diabetes), "I21" (Acute MI), or "A07.8" (4 alternatives in WHO's table). Both dotted ("A07.8") and undotted ("A078") forms are accepted. Returns "no mapping" when the code isn't in the WHO category-level table — that's the honest answer rather than a fuzzy search fallback.
    ConnectorNo auth
  • AI cleanup of a recording: `speech` = noise + room removal (strength subtle/medium/strong), `music` = keep only the voice from a mixed track, `bg_music` = voice + a little of the original bed. Free. Produces a NEW audio_file_id — use it as the voice source in cast_build_project (cuts planned on the original still apply: same timeline). Enhance the ORIGINAL upload, not an already-enhanced file. On the free plan an API call returns a 60-second head preview (enough to A/B it) — the full-length render is one free click in the editor, or a paid-plan API call. The response says which you got.
    ConnectorOAuth
  • Create a new roar_live_ API key for an app or script the person is building. The key itself is never returned here: the result carries a one-time `setupCode` (works once, expires in 15 minutes). A coding agent working on the project redeems it by sending POST `setupUrl` with JSON {"code": setupCode}, then saves the returned api_key as ROAR_API_KEY in the project's .env, never in source code. `baseUrl` is the OpenAI-compatible endpoint the key is used against. A key whose code is not redeemed in time stops working; create another. If no coding agent is involved, the person can create and copy a key in the Roar AI console under API keys. Any MANAGEMENT scope you grant must be one your own key already holds; `inference` may always be granted. To query or test a model yourself, do not mint a key: use send_message.
    ConnectorOAuth
  • Read whether AI answers state the brand's facts correctly. Factual claims answers made about the brand in the latest or a chosen run are checked against the brand's confirmed facts. The summary view gives accuracy (supported out of supported plus contradicted) with its coverage, by topic and engine, the contradicted claims with the fact they contradict, and sources cited alongside them. The claims view lists every checked claim with its quote, verdict and the facts used, paged (50 by default, pass next_cursor). Use read_perception for tone rather than accuracy. Always state the coverage and quote the fact. accuracy_state not_enabled, no_facts, no_claims, pending or unavailable means there is no value, never zero; inconclusive and not_covered are not errors in the answer. Sources are cited alongside a contradiction, never its cause.
    ConnectorOAuth

Matching MCP Servers

  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that automates the continuation of AI tasks by intercepting tool calls and injecting user instructions directly back into the execution flow. It eliminates the need for manual 'continue' prompts, enabling an uninterrupted and automated code generation loop.
    4
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables safe, concurrent file system operations with sandboxed directory access control, automatic encoding detection, optimistic locking, and precise code editing capabilities including search-replace and batch operations.
    10
    38 PyPI
    5
    MIT

Matching MCP Connectors

  • EnhanceOAuth

    Shared canvas for AI-assisted product design, visual feedback and interactive prototypes. Browser sign-in (OAuth) required. Website: https://enhancelabs.ai. Docs: https://app.enhancelabs.ai/docs.

  • Free pixel and tileset editor, no account: hand-edit sprites, animations and Wang tilesets in chat

  • Give a person access to an app by their phone number: the phone and a role, nothing else. This is how the people who run an app (the business owner, a manager, staff) get into its admin screen, whose endpoints are in row-level security mode "shared". The person needs no invite code and does not have to sign in first. If the phone already signed in to this organization with a code, access is on at once and the answer has status "active" and their userId. Otherwise the answer has status "pending" and a pendingId: nothing is created for the number yet, and the access opens by itself the first time that phone signs in to the app with an SMS code (POST /auth/otp/send, then /auth/otp/verify). The phone is matched whatever its spelling: 054-1234567, +972 54 123 4567 and 972541234567 are one number; a number outside Israel needs its country code. Calling again for the same phone sets its role again, and switches back on a user who was switched off. Roles: editor (reads and writes), viewer (reads), submitter (creates). The app must still sign people in by phone code; a person who signs in another way (email and password, Google) is a different account, give them access with set_app_user_role after their first sign-in. Requires organization owner or admin (an editor gets 403).
    ConnectorNo auth
  • Returns a link (valid 24 hours) that opens an existing PDF in the ReflowPDF editor's import, which rebuilds it as an editable document. A PDF exported from the ReflowPDF editor with «Keep the PDF editable» opens from its own source at once; any other — the PDFs these tools print too — is rebuilt by AI, which needs a free account and uses its AI pages (the editor shows the cost first). A document you made with these tools needs no import: give the person its edit link. Give the PDF the person attached in the chat (pdf, as your client passes attached files), a public https URL of it, or its bytes in base64 (small files). A PDF you cannot pass on: the person opens the editor (https://app.reflowpdf.com) and imports it there.
    ConnectorNo auth
  • Connects to the paywall editor a person has open, using the 6-character code shown under “Pair an agent” in the Studio. Returns a pairing_id for the editor_* tools. The code works once and for 10 minutes; a pairing lasts 24 hours or until either side stops it.
    ConnectorNo auth
  • Connects to the paywall editor a person has open, using the 6-character code shown under “Pair an agent” in the Studio. Returns a pairing_id for the editor_* tools. The code works once and for 10 minutes; a pairing lasts 24 hours or until either side stops it.
    ConnectorNo auth
  • Use this when the person wants to take back changes you (the person's AI) made to a clip with the edit tools, newest first, the same as Undo in the Slice editor. A storyboard moment taken off the clip (in the editor or by you) is undone here too: it comes back as it was (edit_id "moment:<id>" from list true). With no edit_id or count it undoes the newest change; count undoes the newest n (up to 10); edit_id undoes back to and including that change. list true only lists the recent changes with their ids. Saves the clip only, no render.
    ConnectorNo auth
  • Send a message to an app's built-in AI coding agent, which reads, writes, and modifies the app's code and redeploys it. Use for 'build/make a change to my app' requests. If the agent finishes quickly you get its reply directly. Otherwise you get status:'working' — do NOT resend; instead give the user LIVE progress: poll vibekit_agent_status every few seconds and relay the current step from activity.status ('editing the homepage…', 'deploying…') until activity.done, then read vibekit_agent_history for the final reply.
    ConnectorNo auth
  • Liefert in 'focus' alle Angaben zu einem ICD-10-GM-Kode: Kodier-Kennzeichen, Inklusiva/Exklusiva und Kodierhinweise, Einträge des Alphabetischen Verzeichnisses, zugeordnete ATC-Wirkstoffe, Morbi-RSA-Gruppen sowie DKR- und SEG-4-Verweise. In 'statistics' steht dazu, wie oft der Kode bundesweit als Hauptdiagnose kodiert wird — mit Geschlechts- und Altersverteilung, Rang und Anteil an allen Krankenhausfällen —, in 'stay' die mittlere Verweildauer je Altersgruppe. Beide tragen ihren eigenen Datenjahrgang, der älter als das Katalogjahr ist. Dazu in 'parents' die übergeordneten Kodes und in 'items' die direkt untergeordneten. Ohne Kode aufgerufen liefert die Funktion die oberste Ebene, sodass sich der Katalog Ebene für Ebene durchlaufen lässt. [EN] Everything about one ICD-10-GM code: coding flags, inclusions, exclusions, coding notes, alphabetical index entries, cross-references, parent and child codes, plus how often the code is actually recorded as a main diagnosis in German hospitals (by sex and age band) and the mean length of stay — each with its own, older, data year. Call it after a search to inspect a hit; call it without a code to browse the catalog from the top.
    ConnectorNo auth
  • Liefert in 'focus' alle Angaben zu einem ICD-10-GM-Kode: Kodier-Kennzeichen, Inklusiva/Exklusiva und Kodierhinweise, Einträge des Alphabetischen Verzeichnisses, zugeordnete ATC-Wirkstoffe, Morbi-RSA-Gruppen sowie DKR- und SEG-4-Verweise. In 'statistics' steht dazu, wie oft der Kode bundesweit als Hauptdiagnose kodiert wird — mit Geschlechts- und Altersverteilung, Rang und Anteil an allen Krankenhausfällen —, in 'stay' die mittlere Verweildauer je Altersgruppe. Beide tragen ihren eigenen Datenjahrgang, der älter als das Katalogjahr ist. Dazu in 'parents' die übergeordneten Kodes und in 'items' die direkt untergeordneten. Ohne Kode aufgerufen liefert die Funktion die oberste Ebene, sodass sich der Katalog Ebene für Ebene durchlaufen lässt. [EN] Everything about one ICD-10-GM code: coding flags, inclusions, exclusions, coding notes, alphabetical index entries, cross-references, parent and child codes, plus how often the code is actually recorded as a main diagnosis in German hospitals (by sex and age band) and the mean length of stay — each with its own, older, data year. Call it after a search to inspect a hit; call it without a code to browse the catalog from the top.
    ConnectorNo auth
  • Use when the user asks how much revenue, MRR or ARR an AI agent, AI startup or AI tool makes, or wants real examples of AI businesses in a niche (support, coding, voice, sales, automation...). Returns AI-agent businesses with sourced, dated revenue (start here). Example: {"query":"coding","limit":3} -> 3 coding agents with their sourced revenue. Use it to find or filter businesses (keyword, category, tier, verified_only) when you have no slug; for a pure top-N use leaderboard, for one full record get_business. Each brief: slug, name, category, tier, one_liner, annualized_revenue_usd, basis, confidence, verification_label ("reported, not payment-verified" unless processor-verified), url_profile; + total + next page (offset/cursor, limit max 50). Empty query = all, highest revenue first. Cost: free (100 calls/day without a key).
    ConnectorNo auth
  • Use when the user asks which AI agents or AI startups make the most money, or for a top-N revenue ranking. Returns businesses ranked by latest sourced annualized revenue, highest first (same briefs, with verification_label, as search_businesses). Example: {"category":"coding-agents","limit":5} -> the top 5 coding agents by revenue. Use it for a pure ranking or top-N, optionally per category or verified_only (limit max 50); it has no keyword search, use search_businesses for that. Cost: free (100 calls/day without a key).
    ConnectorNo auth
  • New draft from Markdown. Nothing is sent until you publish or schedule it. Creates a draft in your publication and returns its post_id and editor link. Markdown covers headings, paragraphs, bullet and numbered lists, quotes, code blocks, rules, images by public URL, bold, italic, strikethrough, inline code and links; local image files cannot be used. Sending is a separate step: schedule_post or publish_post. A draft reaches no one, so it runs without asking.
    Connector
    Destructive
    No auth
  • Search SearchShopAI's Research Notes blog — data studies, playbooks, and field notes on agentic commerce (AI attribution, MCP, AI catalog accuracy, ChatGPT ads). Returns matching articles with titles, summaries, and URLs. Use when asked what SearchShopAI has written or published about a topic.
    ConnectorNo auth
  • Search SearchShopAI's Research Notes blog — data studies, playbooks, and field notes on agentic commerce (AI attribution, MCP, AI catalog accuracy, ChatGPT ads). Returns matching articles with titles, summaries, and URLs. Use when asked what SearchShopAI has written or published about a topic.
    ConnectorNo auth
  • Get AI-powered tool recommendations for a specific need. This is the recommended starting point — describe what you're looking for in natural language and get curated, ranked results with explanations. Handles search, filtering, scoring, and ranking in one call. Use this instead of chaining search_listings + get_listing + compare_listings. Examples: - "best coding agent for a small startup on a budget" - "open source alternative to Cursor for VS Code" - "autonomous customer support agent with MCP support" - "self-hosted data analysis tool for enterprise"
    ConnectorNo auth
  • Search SearchShopAI's Research Notes blog — data studies, playbooks, and field notes on agentic commerce (AI attribution, MCP, AI catalog accuracy, ChatGPT ads). Returns matching articles with titles, summaries, and URLs. Use when asked what SearchShopAI has written or published about a topic.
    ConnectorNo auth