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522,333 tools. Updated 2026-09-06 12:44

"Best tools or methods for understanding a codebase" matching MCP tools:

  • READ-ONLY: returns generated source code as text and writes nothing to disk, creates no project and runs no command. Generates an idiomatic @imqueue/rpc service (an IMQService subclass with @expose()d, JSDoc-typed methods) plus a bootstrap that starts it. Provide the methods you want, or omit them for a starter template. Any non-primitive parameter or return type also gets a types.ts with the required @classType()/@property() declarations — without those the generated client types it `any`, which compiles. Use create_service (local install only) if you want files actually written.
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  • Natural-language / fuzzy query → best typed entity ID(s) + game (player, team, event, tournament, match, fighter). When to use: - User named an entity without an ID ("T1", "s1mple", "IEM Cologne", "Islam Makhachev") - Need a canonical id/slug before profile or match tools Prefer over search_entities when you want one best match (or small ranked set) to chain. Prefer search_entities when browsing many results with pagination. Do not use when: you already have a stable id/slug from a prior tool. Empty/ambiguous results still return ok:true with best=null or needsDisambiguation=true — pick from candidates or refine q/game/type. Does not emit AMBIGUOUS_ENTITY as a hard error. Parallel-safe: yes. Upstream cost: 1–5. Example: { "q": "T1", "game": "lol", "type": "team", "limit": 5 }
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  • Answers ONE question: is stress reaching US household credit? Use corporate_transmission_board for firms. Delinquency, charge-offs, revolving credit and unscored debt-service context; gaps stay in cannot_see. Display-only; no institution score or watchlist tier. full:true adds methods and histories.
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  • Adds a store to, or removes it from, the signed-in user's favorite stores. Use it for 'add Best Buy to my favorites' or 'remove Nike from my favorites'. Needs the store_id: take it from an earlier result, or find it with get_stores_by_name (optionally with country_code). Requires OAuth sign-in with a GotCashback account; anonymous callers are prompted to authorize. All comparison tools work without signing in. Scope: 'favorites'.
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  • Give a task in plain language and get the SINGLE BEST live tool to do it, ready to call: the chosen tool's verdict + reliability score, its input schema and a known-good recipe, call hints (timeout/retry), the actual connection endpoint to reach it (MCP endpoint URL or package to launch — no MCP-registry lookup needed), and whether it is FREE or PAID with the exact price and precisely how to pay (x402/USDC tools are auto-payable — pay per call with no signup; others say what's needed), PLUS a ranked fallback chain to try if it fails. It also returns `bestFree` (top free option) and `bestValue` (best price-to-quality), and steers to best value. Pass freeOnly to get only free tools, or requireAutomatable to only get tools an agent can pay for by itself. One call replaces discover_tools + check_tool_reliability + prepare_tool_call + find_alternatives. Call this at the start of a task when you don't already know which tool to use — it picks the best one and tells you exactly how to call it.
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Matching MCP Servers

  • A
    license
    A
    quality
    C
    maintenance
    Enables structured extraction of methods and reproducibility heuristics from academic papers, allowing AI agents to obtain metadata, full text, structured methods, code repository discovery, and a no-clone reproducibility verdict from a paper URL.
    8
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Apache 2.0

Matching MCP Connectors

  • Decision Layer for AI Agents — 58+ tools, Advisor, MCP. Free key: POST /v1/register {}.

  • Best Keyword Research API: This Keyword Tool API Find millions of keyword suggestions for your SEO..

  • List the saved payment methods (used only to pay for flight bookings, not for cards or adding funds). Returns each method with its id, brand, last 4 digits, and expiry, and marks the default one. Use setup_payment_method to add a new one. The gated tools set_default_payment_method and remove_payment_method also exist; call them by name even though they aren't in the tools list.
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  • Discover AgentMarketplace's capabilities, tools, auth methods, and scopes. Call this first when connecting to AgentMarketplace to understand what's available and how to authenticate. No authentication required. Returns a catalog of available tools, resources, auth methods, and scopes.
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  • Published Truss information by topic. Localized topics (overview, about, services, engagement, fit, faq) use locale, default en; pass he for Hebrew. Language-independent topics (identity, certifications, testimonials, clients, contact) ignore locale for content selection. Prefer get_truss_overview or topic overview for broad business understanding; prefer list_truss_services for the complete service catalog.
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  • Use this when the user asks about Johnson Bros. contact details, credentials, hours, payment methods, service area, or booking process. Do not use it for live availability or a customer-specific record.
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  • The live Haveno XMR/USD order book, both sides, priced against centralized spot. Each price level carries its cumulative depth, offer count, payment methods and a reversible flag. `asks` are makers selling XMR, so taking one means buying; `bids` are makers buying, so taking one means selling. Offers are advertisements with differing payment methods rather than a matched book, so nothing executes on its own and the best bid can sit at or above the best ask.
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  • WHEN: upgrading D365 F&O to a new version or applying a Microsoft update -- check if your custom code will break. Triggers: 'upgrade D365', 'mise à niveau', 'will this break after upgrade', 'compatibilité après upgrade', 'impact de la mise à jour', 'check CoC targets after update'. Analyze upgrade risk for your custom D365 F&O model. Cross-references EVERY Chain of Command target, event handler hook, table/form/class extension, and hard-coded object reference in your custom model against the standard indexed codebase. Detects: removed objects, changed method signatures, deprecated APIs (RunBase, Dialog, WinAPI, COM), [Hookable(false)] and [Wrappable(false)] extensibility blocks, renamed fields, and internal methods. Returns a prioritized risk report with fix recommendations. Requires D365_CUSTOM_MODEL_PATH.
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  • Answers ONE question: is US funding stress reaching nonfinancial firms? Use household_credit_board for households. CP, bank credit lines and real-economy confirmation; cannot_see preserves gaps. Seiche context never enters regime or transmission. Display-only; no institution score or tier. full:true adds methods.
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  • Analyze historic best/worst FX performance for a currency pair over a Guard's duration. Uses Bank of England historic rates. Returns a 'performances' array with 6 entries — BEST and WORST for each of three lookback periods (5, 10, 25 years). Each entry contains: type, lookbackYears, startDate/endDate, startRate/endRate, performancePercentage, startAmount, finalAmount, deltaAmount. For Guard-Pay: negative delta = cost decreased = BEST; positive delta = cost increased = WORST. For Guard-Receive: positive delta = receipt increased = BEST; negative delta = receipt decreased = WORST. Parameters must match the values used in the preceding price_guard call, including payReceive (PAY or RECEIVE).
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  • START HERE with your research question. This is your step-by-step scientific METHOD guide: it works out what kind of research you're doing, hands you the concrete method one stage at a time, reviews each stage you submit (approves it or returns it for fixes), and controls what gets published. It DIRECTS your research process — it never does the work for you. (This guides HOW you conduct the work. It is NOT the tool for finding methods described in existing papers — for that, use the literature-search tools.)
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  • Checkout methods open right now: "crypto" (a hosted invoice: BTC, ETH, TRX, USDT), "card", and "wallet" (a prepaid balance, see create_wallet). `gateways` names the providers behind each method; a checkout that does not ask for one by name goes to the first, which is what these tools do.
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  • Get aggregate statistics about missions on the HomeVisto platform. Returns total counts, status breakdown, and average bounty information. Useful for understanding platform activity.
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  • Get summary statistics of the Klever VM knowledge base. Returns total entry count, counts broken down by context type (code_example, best_practice, security_tip, etc.), and a sample entry title for each type. Useful for understanding what knowledge is available before querying.
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  • Full abstract text for one PubMed article by ID. Returns the abstract with structured sections (background, methods, results, conclusions) when the journal published it that way, otherwise the unstructured abstract. Use when summarizing a single paper or answering "what does paper X actually say". For batch citation metadata use get_summary; for finding papers use search_pubmed.
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  • Simulate int8 or int4 quantization of float32 embedding vectors. Reduces storage by 4x (int8) or 8x (int4). Returns quantized values, scale factor, and precision loss (MSE). Useful for understanding vector DB compression trade-offs.
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  • Check subscription status, plan details, billing cycle, and feature access. Useful for understanding what the business can and cannot do on their current plan.
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