"Developing agents with expertise in the latest documentation" matching MCP tools:

• microsoft_docs_fetch

  Microsoft Learn MCP

  Fetch and convert a Microsoft Learn documentation webpage to markdown format. This tool retrieves the latest complete content of Microsoft documentation webpages including Azure, .NET, Microsoft 365, and other Microsoft technologies. ## When to Use This Tool - When search results provide incomplete information or truncated content - When you need complete step-by-step procedures or tutorials - When you need troubleshooting sections, prerequisites, or detailed explanations - When search results reference a specific page that seems highly relevant - For comprehensive guides that require full context ## Usage Pattern Use this tool AFTER microsoft_docs_search when you identify specific high-value pages that need complete content. The search tool gives you an overview; this tool gives you the complete picture. ## URL Requirements - The URL must be a valid HTML documentation webpage from the microsoft.com domain - Binary files (PDF, DOCX, images, etc.) are not supported ## Output Format markdown with headings, code blocks, tables, and links preserved.

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• get_top_situations

  clstr

  List the situations developing right now, ranked by relevance: a blend of significance, how many outlets are covering it, and how recently it moved. So a lower significance score can rank above a higher one, and that ordering is intentional; do not re-sort. A situation is an ongoing storyline that groups related news events over time and carries a maintained summary and a source count (how many outlets are behind it). Optionally filter by category and by time window (24h, 7d, or 30d). Use this to answer 'what is going on in the world' or 'what is happening in <category>' when there is no specific topic yet, then open any result with get_situation_timeline. When there are more, the result ends with a cursor to page further. Cite the returned URLs.

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• get_expertise_badge

  Almured

  Fetch a portable, HMAC-signed expertise badge for an agent (yourself or another). WHEN TO USE - Before relying on a response from an unfamiliar agent, to check their per-category expertise tier and total ratings. - To display your own credibility to a user or third-party verifier. - To produce a verifiable badge envelope you can paste into off-platform contexts (signed payload + verify_url). WHEN NOT TO USE - For real-time consultation activity — use browse_consultations. - For raw rating history — the badge exposes aggregates, not individual ratings. BEHAVIOR - Read-only. Rate-limited to 60 req/min per agent. - agent_id is optional. If empty, returns the calling agent's own badge (auth required for self-lookup). If provided, returns the public badge for that agent (no auth required). - Returns: display_name, agent_id, member_since, posted/responded counts, per-category expertise tiers (level, useful_count/total_rated), HMAC-SHA256 signature over the canonical JSON payload, and a verify_url. - Third parties can POST {badge, signature} to the verify_url to confirm the payload was issued by Almured and not tampered with. - Returns a not-found error if agent_id does not resolve to an active agent. WORKFLOW - Pair with rate_response: ratings on your responses feed expertise tiers visible in this badge. - The signed envelope is the canonical way to surface Almured credibility outside this MCP server.

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• query_graph

  Gonka Second Opinion (multi-model)

  Search Gonka documentation. First searches the knowledge graph; if nothing found, automatically falls back to full-text search across all documentation files. This is the primary entry point for documentation questions — try this before read_doc or search_docs.

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• list_expert_profiles

  Taste

  Returns currently-available expert taglines (pseudonymous descriptions of the kinds of expertise on hand) plus the real-time count of online expert seats and estimated wait. Use this as a cheap pre-flight check before calling a paid tool. Taglines describe expertise kinds, not individuals: no per-expert PII is exposed. Free.

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• list_products

  docs

  List the Free Battery Factory products whose documentation is hosted here, each with a one-line blurb, current docs version, and canonical URLs. Presence here means the docs are published, not that the product is in active development — each blurb states its lifecycle. Call this first to discover the valid `product` ids used by the other tools.

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• analyze_eeat

  mcp

  Analyze a website URL for E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness). Evaluates content quality signals based on Google's Search Quality Rater Guidelines and "Creating helpful content" documentation. Detects EEAT signals including: - Experience: First-person language, case studies, testimonials, years of experience - Expertise: Author credentials, certifications, professional memberships, topic depth - Authoritativeness: Organization schema, awards, trust badges, media mentions - Trustworthiness: HTTPS, contact info, privacy policy, source citations Also detects YMYL (Your Money or Your Life) content for health, financial, and legal topics. Results are cached for fast subsequent lookups. Rate limited to 1 request per minute per domain. Args: url: The website URL to analyze (e.g., "https://example.com"). Returns: EEAT analysis result with: - url: The analyzed URL - score: Overall EEAT score (0-100) - grade: Letter grade (A-F) - scores: Individual category scores (experience, expertise, authoritativeness, trustworthiness) - issues: Categorized issues (critical, warnings, info) - signals: Detected EEAT signals - meta: Extracted meta information - recommendations: Prioritized list of improvements - cached: Whether result was from cache

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• get_arena_leaderboard

  CoinRithm Agent Trading

  The public Agent Arena: opted-in agents ranked by total realized PnL (mUSD) across spot, futures, and prediction markets, with per-venue breakdown and win rate. Only agents with at least minDecidedTrades decided (win+loss) trades rank (currently 3 — echoed in the response); demo/house agents seed the board until live agents qualify. Rows also carry a 44-day sparkline, badges, rankDelta, biggestWinMusd, and the self-reported model label. Pass window='7d'|'30d' for the weekly/monthly board — re-ranked by PnL realized inside the window (badges/biggestWin and the min-decided gate stay all-time). Use it to see the field and where you stand — pair with get_performance (your own scorecard) and get_arena_agent (drill into one handle). Public data: agent names + performance only. Paper trading only — virtual funds (50,000 mUSD). Not financial advice. Paper fills run under the versioned paper_execution_v1 policy and apply a disclosed execution cost folded into realized PnL: spot/futures pay a taker fee (spot market orders also pay half-spread + slippage); PM fills at the ask with size-based slippage and a Polymarket-shaped taker fee, with entryProbability kept at the mid for calibration. See the executionModel in quote/trade results — a rehearsal cost, not an exchange fill guarantee.

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• get_fonto_page

  Fonto Docs

  Fetch the full content of a Fonto documentation page by its slug (the part of the URL after /latest/). Use search_fonto_docs or list_pages first to find the right slug.

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• v3_breaking_now

  V³ News

  Get events V³ is currently tracking in BREAKING tempo — fast- moving stories under near-real-time monitoring right now. Use when the user asks "what's breaking", "any breaking news", or about a developing situation. Returns an empty list when nothing is in breaking tempo (a quiet news moment), which is itself a signal.

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• oc_tender_search

  Open Contracting

  Search international public procurement — government tenders, contract notices, and contract awards published under the OCDS Open Contracting Data Standard. Covers 18 national and subnational publishers across developing countries and Europe: Africa (Kenya, Nigeria, Ghana, Zambia, Liberia, Rwanda, Tanzania), Latin America (Uruguay, Honduras, Guatemala, Peru, Dominican Republic, Mexico/Oaxaca), the Balkans (Albania, Kosovo, Croatia), Thailand (Bangkok), and Italy (ANAC anti-corruption authority). Free-text query matches tender title, buyer (procuring government entity), and description, and works in English even though most publishers file their text in Spanish, Albanian, Croatian, Italian or Thai: the query is searched alongside its equivalents in the language of the country you filter to, so "Ministry of Health" also finds "MINISTERIO DE SALUD". The response echoes every spelling it searched in query_match. Filter by country, status (e.g. tender, award, complete), category (works | goods | services), min_value (tender value floor), and days (recently released). Returns one row per contracting process (latest release) with buyer, value, procurement method, deadlines, and award details when present. Data is refreshed weekly from official OCDS publications (OCP Data Registry). Use oc_coverage first to see which countries have data and how fresh it is.

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• docraptor_create_document

  docraptor

  Generate a PDF or Excel document from HTML (document_content) or a URL (document_url). Exactly one of document_content / document_url is required. By default the document is HOSTED and the tool returns a { download_url } you can fetch — ideal for agents (no large binary in the response). Set hosted:false to get the raw document back as base64, or async:true to enqueue a job and poll docraptor_get_document_status. IMPORTANT: real documents consume account credits (billed). Set test:true to generate a FREE, watermarked document while developing. DocRaptor API: POST /docs.

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• get_ranking

  Game Dev Outsourcing Directory

  Return the published positions in one ranked list, by the slug from list_rankings. Payment cannot move a position here, but the order comes from a stored score that tracks how completely a listing is filled in, so it ranks documentation and not studios — quote the "method" field with any position, and do not answer "who are the best studios for X" from this alone. Pair it with search_studios.

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• search_official_docs

  404.directory

  Search current first-party OpenAI, Microsoft Learn, AWS, and Cloudflare documentation in one call. Use this as the default documentation research tool for questions involving any of those providers, especially comparisons or cross-cloud architecture. Select only relevant sources when the provider is known; omit sources to search all four in parallel. Returns each provider result separately with partial-failure reporting and provenance. No account or API key is required.

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• microsoft_docs_fetch

  xpay✦ DevTools Collection

  Fetch and convert a Microsoft Learn documentation webpage to markdown format. This tool retrieves the latest complete content of Microsoft documentation webpages including Azure, .NET, Microsoft 365, and other Microsoft technologies. ## When to Use This Tool - When search results provide incomplete information or truncated content - When you need complete step-by-step procedures or tutorials - When you need troubleshooting sections, prerequisites, or detailed explanations - When search results reference a specific page that seems highly relevant - For comprehensive guides that require full context ## Usage Pattern Use this tool AFTER microsoft_docs_search when you identify specific high-value pages that need complete content. The search tool gives you an overview; this tool gives you the complete picture. ## URL Requirements - The URL must be a valid HTML documentation webpage from the microsoft.com domain - Binary files (PDF, DOCX, images, etc.) are not supported ## Output Format markdown with headings, code blocks, tables, and links preserved.

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• get_market_snapshot

  PreFlyte — DeFi Financial Intelligence for AI Agents

  Get current market snapshot for a specific lending market. Returns the latest rates, risk parameters, token price, and gas price. This is the foundation of RealityCheck — giving agents ground truth about current market conditions before they act. Args: api_key: Your PreFlyte API key (required). protocol: Protocol name — "aave-v3" or "compound-v3". chain: Chain name — "ethereum" or "arbitrum". asset: Asset symbol — "USDC", "USDT", "DAI", "WETH", "WBTC", "wstETH". Returns: Dictionary with latest lending rates, risk parameters (if available), current token price, current gas price, data freshness timestamps, and rate_context (7-day averages, standard deviations, anomaly flags).

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• get_arena_leaderboard

  CoinRithm Agent Trading

  The public Agent Arena: opted-in agents ranked by total realized PnL (mUSD) across spot, futures, and prediction markets, with per-venue breakdown and win rate. Only agents with at least minDecidedTrades decided (win+loss) trades rank (currently 3 — echoed in the response); demo/house agents seed the board until live agents qualify. Rows also carry a 44-day sparkline, badges, rankDelta, biggestWinMusd, and the self-reported model label. Pass window='7d'|'30d' for the weekly/monthly board — re-ranked by PnL realized inside the window (badges/biggestWin and the min-decided gate stay all-time). Use it to see the field and where you stand — pair with get_performance (your own scorecard) and get_arena_agent (drill into one handle). Public data: agent names + performance only. Paper trading only — virtual funds (50,000 mUSD). Not financial advice. Paper fills run under the versioned paper_execution_v1 policy and apply a disclosed execution cost folded into realized PnL: spot/futures pay a taker fee (spot market orders also pay half-spread + slippage); PM fills at the ask with size-based slippage and a Polymarket-shaped taker fee, with entryProbability kept at the mid for calibration. See the executionModel in quote/trade results — a rehearsal cost, not an exchange fill guarantee.

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• guild_feed

  SaSame MCP Observatory + Gold Rush Town

  Read the Gold Rush Guild: SaSame's OPEN, machine-readable agent activity feed (open standards). Returns the participant roster (each marked content_verified — endpoint returns real content per SaSame Audit — or unverified, filtering out 'ghost' agents) plus recent posts. Use to discover other agents and SaSame's latest activity. Free. To appear here yourself, call join_guild.

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• relay_crypto_news

  agentdata-nl

  Real-time crypto market news with sentiment analysis and top headlines ranked by importance, for $0.01 per call. One request, no parameters needed — get the latest market-moving stories as structured JSON, ready for trading agents and research pipelines. Relayed live from a proven upstream source; if the source is down you get a 503 and pay nothing. Pay per call in USDC on Base — no account, no API key.

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• screen_transfer_pricing

  lr-labs

  Screen an Indian transfer-pricing position deterministically: safe-harbour eligibility against the Rule 10TD floors (17%/18% software-ITES, 18-24% KPO), documentation obligations under Rule 10D, which transfer-pricing METHODS are eligible on the facts, the tested-party rule, and whether a comparables percentile falls inside the arm's-length range (35th-65th, Rule 10CA). Computed from compiled Indian TP rules with no generative model in the path. Use for questions about intra-group service fees, cost-plus markups, royalties, management charges, safe harbour, TP documentation, or arm's-length pricing for an Indian entity transacting with a foreign associated enterprise. For the permanent-establishment side of the same arrangement, use analyze_cross_border_tax.

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