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"Cisco" matching MCP tools:

  • Estimate the credits required to run a Disco analysis. Returns `required_credits` for public (always 0) and private, with private split by whether LLMs are enabled (use_llms=False is faster, use_llms=True adds smarter preprocessing, literature context and a written summary). Also returns per-visibility depth caps and accepted file formats. No authentication required — when an API key is supplied, also returns the caller's available credits. Call this before discovery_analyze whenever cost or feasibility is unclear. Args: file_size_mb: Size of the dataset in megabytes. num_columns: Number of columns in the dataset. analysis_depth: Search depth (1=fast, higher=deeper). Used to compute the private-run cost. Default 2. api_key: Disco API key (disco_...). Optional. When provided, the response includes `account.available_credits`.
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  • Run Disco on tabular data to find novel, statistically validated patterns. This is NOT another data analyst — it's a discovery pipeline that systematically searches for feature interactions, subgroup effects, and conditional relationships nobody thought to look for, then validates each on hold-out data with FDR-corrected p-values and checks novelty against academic literature. This is a long-running operation. Returns a run_id immediately. Use discovery_status to poll and discovery_get_results to fetch completed results. Use this when you need to go beyond answering questions about data and start finding things nobody thought to ask. Do NOT use this for summary statistics, visualization, or SQL queries. Public runs are free but results are published. Private runs cost credits. Call discovery_estimate first to check cost. Private report URLs require sign-in — tell the user to sign in at the dashboard with the same email address used to create the account (email code, no password needed). Call discovery_upload first to upload your file, then pass the returned file_ref here. Args: target_column: The column to analyze — what drives it, beyond what's obvious. file_ref: The file reference returned by discovery_upload. analysis_depth: Search depth (1=fast, higher=deeper). Default 1. visibility: "public" (free) or "private" (costs credits). Default "public". title: Optional title for the analysis. description: Optional description of the dataset. excluded_columns: Optional JSON array of column names to exclude from analysis. column_descriptions: Optional JSON object mapping column names to descriptions. Significantly improves pattern explanations — always provide if column names are non-obvious (e.g. {"col_7": "patient age", "feat_a": "blood pressure"}). author: Optional author name for the report. source_url: Optional source URL for the dataset. use_llms: Slower and more expensive, but you get smarter pre-processing, summary page, literature context and pattern novelty assessment. Only applies to private runs — public runs always use LLMs. Default false. api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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  • Get a new API key for an existing Disco account. Sends a 6-digit verification code to the email address. Call discovery_login_verify with the code to receive a new API key. Use this when you need an API key for an account that already exists (e.g. the key was lost or this is a new agent session). Returns 404 if no account exists with this email — use discovery_signup instead. Args: email: Email address of the existing account.
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  • Upload a dataset file and return a file reference for use with discovery_analyze. Call this before discovery_analyze. Pass the returned result directly to discovery_analyze as the file_ref argument. Provide exactly one of: file_url, file_path, or file_content. Args: file_url: A publicly accessible http/https URL. The server downloads it directly. Best option for remote datasets. file_path: Absolute path to a local file. Only works when running the MCP server locally (not the hosted version). Streams the file directly — no size limit. file_content: File contents, base64-encoded. For small files when a URL or path isn't available. Limited by the model's context window. file_name: Filename with extension (e.g. "data.csv"), for format detection. Only used with file_content. Default: "data.csv". api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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  • Check the status of a Disco run. Returns current status and progress details: - status: "pending" | "processing" | "completed" | "failed" - job_status: underlying job queue status - queue_position: position in queue when pending (1 = next up) - current_step: active pipeline step (preprocessing, training, interpreting, reporting) - estimated_wait_seconds: estimated queue wait time in seconds (pending only) Poll this after calling discovery_analyze. Use discovery_get_results to fetch full results once status is "completed". Args: run_id: The run ID returned by discovery_analyze. api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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  • Fetch the full results of a completed Disco run. Returns discovered patterns (with conditions, p-values, novelty scores, citations), feature importance scores, a summary with key insights, column statistics, and suggestions for what to explore next. The response includes a `dashboard_urls` object with direct links to each page of the interactive report — use these to direct the user to the most relevant view: - **summary**: AI-generated overview with key insights, novel findings, and plain-language explanation of the most important findings - **patterns**: Full list of discovered patterns with conditions, effect sizes, p-values, novelty scores, citations, and interactive visualizations - **features**: Feature importances, feature statistics and distribution plots, and correlation matrix - **territory**: Interactive 3D map showing how patterns select different regions of the data Only call this after discovery_status returns "completed". Args: run_id: The run ID returned by discovery_analyze. api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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Matching MCP Servers

  • F
    license
    A
    quality
    C
    maintenance
    Enables LLMs to run read-only show commands on Cisco IOS/IOS-XE and Nexus switches over SSH, with a two-account model for privilege separation and a fail-closed allowlist for safety.
    25
    -
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Cisco Umbrella that enables querying DNS/proxy/firewall/AMP activity reports, roaming computers, app discovery data, and managed provider customer/console information via the classic Umbrella REST API v2.
    10
    Apache 2.0

Matching MCP Connectors

  • AI helper for choosing and speccing network & security products from Cisco, Arista, Juniper and more

  • Find novel, statistically validated patterns in tabular data — hypothesis-free.

  • Complete Disco signup using an email verification code. Call this after discovery_signup returns {"status": "verification_required"}. The user receives a 6-digit code by email — pass it here along with the same email address used in discovery_signup. Returns an API key on success. Args: email: Email address used in the discovery_signup call. code: 6-digit verification code from the email.
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  • [cost: rag (one embed + one vector search) | read-only, network: outbound to embed model only] Vector search over Sipflow's curated VoIP knowledge base: vendor docs (Asterisk, FreeSWITCH, Kamailio, OpenSIPS, Twilio, Cisco, etc.), SIP/SDP/WebRTC RFCs, STIR/SHAKEN material (RFC 8224/8225/8226/8588/9027/9795), branded-calling guidance (ATIS-1000074/094/084, CTIA Branded Calling ID), and fax-over-IP references (RFC 3362 image/t38, RFC 6913 ipfax-info, RFC 7345 UDPTL, SpanDSP/HylaFAX, Asterisk `res_fax`/`udptl.conf`, FreeSWITCH `mod_spandsp`/`t38_gateway`, Cisco CUBE T.38). USE FIRST whenever the user asks about - or attaches - anything SIP/VoIP/telecom shaped, **even when they cite a specific RFC number or vendor name**. The corpus has the current text and your training data may not. Trigger conditions: vendor configs (kamailio.cfg, sip.conf, pjsip.conf, FreeSWITCH XML profile, opensips.cfg, `res_fax.conf` / `udptl.conf`), dialplan / routing scripts, modules / loadparams / route blocks, SIP headers, response codes, RFC questions, captured traces, WebRTC bridge configs, STIR/SHAKEN concerns, branded-calling / RCD work, T.38 / T.30 fax decoding or reinvite failures. Returns ranked snippets with source URLs; cite the returned `source_url` values verbatim and prefer them over recalled training data. Examples of when to use: - "does this kamailio.cfg look standard for WebRTC + SIP users?" - "why would Asterisk PJSIP reject this re-INVITE?" - "what does Kamailio's loose_route() do? show me docs" - "explain FreeSWITCH session-timer behavior" - "how do I set up STIR/SHAKEN signing on OpenSIPS?" - "what does ATIS-1000074 say about A-level attestation?" - "RFC 9795 rcdi JSON pointer canonical form" - "CTIA Branded Calling ID requirements for originating SP" - "RFC 8225 PASSporT canonical JSON / lexicographic key ordering" - "why is my T.38 reinvite getting 488 from a Cisco CUBE?" - "Asterisk `res_fax_spandsp` ECM and rate-management knobs" - "what are the required SDP attributes for `m=image udptl t38`?" Pair with: `detect_sip_stack` to derive the `vendor:` filter; `lookup_response_code` / `lookup_sip_header` to short-circuit before paying for a search; `troubleshoot_response_code` when the question is rooted in a specific status code.
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  • List available Disco plans with pricing. No authentication required. Returns all available subscription tiers with credit allowances and pricing. Use this to help users choose a plan.
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  • Create a Disco account and get an API key. Provide an email address to start the signup flow. If email verification is required, returns {"status": "verification_required"} — the user will receive a 6-digit code by email, then call discovery_signup_verify to complete signup and receive the API key. The free tier (10 credits/month, unlimited public runs) is active immediately. No authentication required. Returns 409 if the email is already registered. Args: email: Email address for the new account. name: Display name (optional — defaults to email local part).
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  • Attach a Stripe payment method to your Disco account. The payment method must be tokenized via Stripe's API first — card details never touch Disco's servers. Required before purchasing credits or subscribing to a paid plan. To tokenize a card, call Stripe's API directly: POST https://api.stripe.com/v1/payment_methods with the stripe_publishable_key from your account info. Args: payment_method_id: Stripe payment method ID (pm_...) from Stripe's API. api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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  • Literal substring search, ignoring case, over captured request text: URL path, request body, request headers and event summary. Use for "find requests to /wp-admin", "which requests carried this user agent string", "who sent '../../etc/passwd' last week". It matches text that appeared in the request and nothing else, so these return nothing: - a CVE id ('CVE-2024-4577'). Use cve_lookup_tool; this tool rejects CVE ids. - a product or vendor name ('Cisco FMC'). Search the path the product exposes instead, such as '/ccmadmin'. - a description of behaviour ('SQL injection'). Search a marker that occurs in the traffic, such as 'UNION SELECT'. For a fingerprint use fingerprint_search_tool; for events from one source use search_events_tool. An empty list is a real answer: no captured request in the window contained the string. Widen since and until before concluding the activity does not exist. since and until are ISO-8601 UTC within the plan's query window. limit is 1 to 100, default 50.
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  • Creates and displays an interactive draw.io diagram from Mermaid.js syntax or draw.io XML — provide exactly one. **Choose the format first.** Use `xml` for diagrams of boxes and lines up to about 30 shapes: flowcharts, pipelines, decision trees, org charts, ER schemas, UML class, state and use case diagrams, mind maps, timelines, architecture, cloud and network diagrams, swimlanes, UI mockups, floor plans and anything with stencils. You place every shape yourself, laid out for the chat view (see the XML reference). Use `mermaid` for sequenceDiagram, gantt, gitGraph, pie, journey, quadrantChart, xychart-beta, sankey-beta, requirementDiagram, C4Context/C4Container/C4Component, block-beta, packet-beta, kanban, radar-beta, treemap-beta, treeView-beta, venn-beta, ishikawa-beta, zenuml, wardley-beta, eventmodeling, and for flowcharts, class and state diagrams of more than about 30 shapes (flowcharts with postLayout elk). Whenever the user asks for draw.io XML or no Mermaid, use XML for the rest of the conversation. **Call `get_drawio_reference` before your first diagram in a conversation**, once per format, with the format you chose: "mermaid" has the syntax for every type (a misspelled header renders blank), "xml" the styles, layout grid, edges, containers, layers and dark mode. Call `search_shapes` first for industry icons (AWS, Azure, GCP, Cisco, Kubernetes, P&ID, electrical) or logos. XML essentials: <mxGraphModel adaptiveColors="auto"><root><mxCell id="0"/><mxCell id="1" parent="0"/>…</root></mxGraphModel>. Every cell has a unique id. Vertices: vertex="1" with <mxGeometry x y width height as="geometry"/>. Edges: edge="1" with source and target, always with a child <mxGeometry relative="1" as="geometry"/>. Put html=1 in every style and XML-escape HTML in values (&lt; &gt; &amp; &quot;). No XML comments. Don't add waypoints. Place the shapes yourself (no postLayout) and set `routing: "libavoid"` only when an edge would otherwise cross a shape.
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  • Enrich up to 100 records in one call. Send the records as JSON objects (for example [{"id": 1, "company": "Cisco"}, {"id": 2, "company": "Nvidia"}]) and get every record back with the chosen function's output fields appended after its own fields: company profiles, executives, industry codes, email, phone, and IP scoring, tax and duty rates, standardization, custom fields you define, and more. Use this instead of calling a single-record tool once per record. Call interzoid_enrich_functions (free) to see each function's inputs, output fields, and price. Fields named after the function's inputs (usually "lookup") are used automatically; otherwise set lookup_field. Other fields, such as ids, pass through unchanged. Premium functions accept an optional language for results in that language. Cost: the function's price per record times the number of records, from $0.01 to $0.35 per record ($1.00 to $35.00 for 100 records); the x402 payment-required result states the exact total. Check with the user before running premium functions on many records. Functions and price per record (* = accepts language): address-parse $0.01, building-profile $0.25*, business-info $0.25*, business-info-domain $0.10*, business-info-name $0.10*, buying-signals $0.25*, city-standard $0.01, company-verification $0.25*, competitor-analysis $0.25*, country-standard $0.01, custom $0.25*, customs-duty-rates $0.35*, email-domain-type $0.01, email-trust-score $0.25*, entity-type $0.01, esg-profile $0.25*, eu-vat-rates $0.25*, executive-profile $0.25*, facilities-profile $0.25*, gender-from-name $0.01, gov-contracts $0.25*, industry-codes $0.25*, ip-profile $0.25*, irs-per-diem-rates $0.25*, muni-issuer-profile $0.25*, name-origin $0.01, org-standard $0.01, parent-company $0.25*, phone-profile $0.25*, private-company-deal-intel $0.25*, property-history $0.25*, sales-use-tax-rates $0.25*, sic-codes $0.25*, state-standard $0.01, stock-analysis $0.25*, tech-stack $0.25*, translate $0.01, university-info $0.25*, x-handle $0.05*.
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  • [cost: rag (one embed + one vector search) | read-only, network: outbound to embed model only | rate-limited per IP] Like `lookup_response_code` but augmented: returns the static RFC entry PLUS the top vendor-specific RAG hits for the exact code (and any free-text context the user pasted). When the static entry carries known vendor-specific reason-phrase variants (e.g. 484 + opensips → 'Invalid FROM' from `parse_from.c`), those phrases are folded into the embed query so the right vendor docs surface. Use when the user asks 'why did <vendor> reject this with <code>?' and you want vendor-grounded common causes, not just the RFC text. Especially helpful for fax-rejection paths - 488 / 415 / 606 on a T.38 reinvite (`m=image udptl t38`) is one of the most common 488 variants and the tool surfaces FreeSWITCH `mod_spandsp` / Cisco CUBE / AudioCodes T.38 docs alongside the RFC text. Pair with: `lookup_response_code` first (cheaper); `lint_sip_request` when the code is 4xx and they have the offending request; `compare_sdp_offer_answer` for 488/415 caused by a T.38 reinvite SDP mismatch; `validate_stir_shaken_identity` when the code is 438; `stir_attestation_explainer` for STIR-shaped codes (428/436/437/438/608); `dns_diagnose_sip_target` when the code is 503 / 408 and routing is suspect.
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  • Complete login and receive a new API key. Call this after discovery_login returns {"status": "verification_required"}. The user receives a 6-digit code by email — pass it here along with the same email address. Returns a new API key on success. Args: email: Email address used in the discovery_login call. code: 6-digit verification code from the email.
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  • Search the draw.io shape library by keywords. Returns matching shapes with their exact style strings, dimensions, and titles. Covers ~10,000 built-in stencils (cloud architecture, network topology, P&ID, electrical, Cisco, Kubernetes, BPMN) and, when those are sparse, supplements results with the draw.io icon service (brand/product logos and general-purpose concept icons, e.g. 'react', 'slack', 'shopping cart', 'solar panel'). Use ONLY for diagrams that need industry-specific, branded, or pictorial icons. Do NOT use for standard diagram types like flowcharts, UML, ERD, org charts, or mind maps — these use basic geometric shapes (rectangles, diamonds, circles, cylinders) that are already covered in the XML reference. Also skip if the user asks to use basic/simple shapes or says not to search. The style string from the results can be used directly in mxCell style attributes.
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  • Find published alternatives to a product named by part number or family (for example "Cisco 9300X" or "C9300X-48HX"): one class up, the same class, and one class down, all in the same role, same vendor first. Each alternative states the single dimension it was compared on, so present it as "comparable on <dimension>", not as a drop-in replacement. An ambiguous name returns the candidate families to choose from. Answers carry catalog_url (the public catalog page) and build_bom_url (Open in SKUit to build a full bill of materials; the builder requires a SKUit account).
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  • [cost: free (pure CPU, no network) | read-only] Diff a SIP/SDP offer and answer and surface the issues that actually break calls in practice: codec intersection per m-line, direction compatibility (sendrecv ↔ recvonly), DTLS setup-role conflicts (active+active / passive+passive), rtcp-mux / BUNDLE asymmetry, missing DTLS fingerprints when DTLS-SRTP is negotiated, ICE asymmetry, and fax reinvite mismatches (e.g. offer `m=image udptl t38` answered with audio-only, or `T38FaxVersion` / `T38FaxMaxBuffer` / `T38FaxRateManagement` drift). Use when the user has both halves of a negotiation and is debugging 488 Not Acceptable Here, no-audio, one-way-audio, or a failed T.38 reinvite (488 / 415 / 606 on a `m=image` offer). Pair with: `parse_sdp` to inspect either side in isolation; `search_sip_docs(vendor=...)` to ground vendor-specific fixes (FreeSWITCH `mod_spandsp`, Cisco CUBE `fax protocol t38`); `lookup_response_code(488)` for the static SIP-side context.
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  • Purchase Disco credit packs using a stored payment method. Credits cost $0.10 each, sold in packs of 100 ($10/pack). Credits are used for private analyses (public analyses are free). Requires a payment method on file — use discovery_add_payment_method first. Args: packs: Number of 100-credit packs to purchase. Default 1. api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.
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  • Returns connection status and URLs. When all providers are connected, returns authenticated:true and empty pending[]. When credentials are missing, returns connect_url for the toolkit and per-install URLs.
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