"Graph Visualization Techniques and Tools" matching MCP tools:

• atlas_technique_searchA

  ContrastAPIA

  Search the MITRE ATLAS catalog of AI/ML attack techniques by keyword, tactic, or maturity. Default response is SLIM (description truncated to 240 chars per row); pass include='full' for the verbose record. Pass exclude_id when chaining from atlas_technique_lookup to skip self in sibling-tactic searches. Use this to discover techniques matching a threat-model question, e.g. 'what techniques target LLM serving infrastructure?'. Drill into atlas_technique_lookup with any returned technique_id for the full description, ATT&CK bridge, and pivot hints. For broader cross-referencing: when a result has attack_reference_id, that bridges to D3FEND mitigations via d3fend_defense_for_attack. Free: 30/hr, Pro: 500/hr. Returns {query (echoed filters), total, results [{technique_id, name, description (truncated by default), tactics, inherited_tactics, maturity, attack_reference_id, subtechnique_of}], next_calls}.

  ConnectorNo auth

• get_pipelineA

  TrezaA

  Get one pipeline: metadata plus a summary of its node graph (node ids, types, labels). Pass includeGraph to get the complete graph — every node with position and config, and every edge — which is what update_pipeline needs as a starting point. Never write a graph reconstructed from the summary: it drops configs.

  ConnectorAPI key

• update_pipelineA

  TrezaA

  Update a pipeline: rename it, change its description, or replace its node graph. For a graph change, read the current one with get_pipeline includeGraph and send the whole graph back, nodes and edges together, every edge naming the two nodes it joins and a port on each, e.g. {"source":"music","sourceHandle":"audio","target":"sequence","targetHandle":"shots"}. A graph with error-level issues is refused with every issue listed, and nothing is saved; settings you change are checked against get_node_type and the live model catalog the same way create_pipeline checks them. To add music, narration or captions to a video a run already made, pass its url from get_run outputs to assemble_video or edit_asset instead: a changed pipeline renders every node again when it runs, the video included, and charges for it.

  Connector

  Destructive

  API key

• search-music-docsA

  Music StudioA

  Search detailed documentation for Strudel live coding or ABC/ABCJS notation. Returns relevant code examples and explanations from the official docs. Use this when the curated guides (get-strudel-guide, get-music-guide) don't cover what you need — for specific functions, advanced techniques, or when you're unsure about syntax. Powered by semantic search over strudel.cc and ABCJS docs.

  ConnectorNo auth

• get_eligibility_coverageA

  RateAPI — live US mortgage, auto, HELOC, personal & deposit ratesA

  Enterprise RateAPI Routes coverage: how many US credit unions RateAPI holds live, verbatim-evidenced membership rules for (and what share of the active fleet that is), how the rules split by kind, how many counties, states and employers they name, verification status, and freshness. The `authority` object distinguishes exact immutable active publications from older graph and flat compatibility records; `evidence_sources` reports the public source mix. Returns a dated `headline` sentence that can be quoted verbatim. Use this BEFORE find_eligible_credit_unions or check_membership_eligibility when the user asks how complete, authoritative, or fresh the eligibility data is. Aggregate only — no institution-level rows; those come from the eligibility tools. Never reports credit data: the rule schema has no condition kind for credit score, income or debt. An institution absent from the graph is undecided, never ineligible.

  ConnectorNo auth

• show_graphA

  Equation.ioA

  Display an interactive equation.io graph inside the conversation, with editable equations, sliders, pan/zoom, and 3D rotation. Use when the user asks to see or explore a graph. Pass the COMPLETE graph as "equations", one equation or definition per string, preserving unchanged rows when editing. For a slider use "a = 2" then "y = a sin(x)". For advanced syntax read the "syntax" resource (https://equation.io/llms.txt). Returns per-row validation and share links; a row with status "error" is not drawn until its text is corrected and the graph resubmitted. Use encode_graph_url for validation or link-only requests (including share-link preview notes). In clients without UI support, provide share_url.

  ConnectorNo auth

• show_graphA

  Equation.ioA

  Display an interactive equation.io graph inside the conversation, with editable equations, sliders, pan/zoom, and 3D rotation. Use when the user asks to see or explore a graph. Pass the COMPLETE graph as "equations", one equation or definition per string, preserving unchanged rows when editing. For a slider use "a = 2" then "y = a sin(x)". For advanced syntax read the "syntax" resource (https://equation.io/llms.txt). Returns per-row validation and share links; a row with status "error" is not drawn until its text is corrected and the graph resubmitted. Use encode_graph_url for validation or link-only requests (including share-link preview notes). In clients without UI support, provide share_url.

  ConnectorNo auth

• PublishGraphSchemaA

  GraphOS MCP ServerA

  Publish a schema to a graph variant, the same write that `rover graph publish` performs. Use this for a monograph; use PublishSubgraph for one subgraph of a federated graph. Returns a result code, whether the publish succeeded, a human-readable message, and the hash of the published schema. This changes the schema registry and can change what clients see. Run RunSchemaCheck first to see the effect on client operations. Provide the graph ID, the variant name, and the schema as SDL. Optionally provide the git branch and commit to label the publication.

  Connector

  Destructive

  No auth

• design_workflow_draftA

  OnplanaB

  Design a workflow graph with AI for an existing workflow (PRO and above). Called with a prompt, it returns a proposed graph, a plain-language readback of what that graph would do, and a diff against the current one, without saving anything. Called with a graph from a previous reply, it saves that graph, and saving always requires acknowledgeChanges, so a person sees the readback before a workflow changes. Without it the reply is a refusal carrying that readback. It edits an existing workflow and cannot create one, and it cannot activate a workflow: a saved draft stays in whatever state the workflow was already in. Unresolved references, such as an approver who is not in the workspace, are listed on the draft and prevent it being saved until a person chooses them. A draft is built for the trigger the workflow already has, returned as trigger with triggerProposed false; it never changes a workflow's trigger or name.

  Connector

  Destructive

  OAuth

• bulk_atlas_technique_lookupA

  ContrastAPIA

  Bulk ATLAS technique lookup — retrieve full records for up to 50 techniques in a single request instead of N separate atlas_technique_lookup calls. Designed as the natural follow-up to atlas_case_study_lookup, whose techniques_used array can be passed directly. Each item is the same shape as atlas_technique_lookup, including parent-tactics inheritance for sub-techniques (inherited_tactics=true flag) and per-item next_calls (D3FEND bridge when attack_reference_id present, sibling-technique search by tactic, parent lookup for sub-techniques). Free: 30/hr (1 per item), Pro: 500/hr. Returns {results [{technique_id, status (ok|not_found|invalid_format), technique, error}], total, successful, failed, partial, summary}.

  ConnectorNo auth

• get_visualizationA

  Meta CouncilB

  Fetch a chart artifact generated by a council session or LOCUS determination. Returns the machine-readable spec (the data behind the chart) plus the stable SVG URL, or the raw SVG itself with include_svg=true. Artifact ids appear in session results as 'visualizations' / 'visualization' reference blocks. Requires authentication and enforces the artifact owner's tenant boundary.

  ConnectorNo auth

• classify_intentA

  ContextOverflowA

  Describe what's going wrong — your human's complaint, or a failure you notice in your own behavior — and get the matching techniques. Deterministic matching; if the description fits two problems it returns one clarifying question instead of guessing.

  ConnectorNo auth

• graph_upsertA

  Moltline RecallA

  Fold new facts into a memory graph and get the whole graph back. FREE. Idempotent by construction: re-adding the same entity, observation or relation changes nothing, so an agent that replays its own history does not end up with a graph full of duplicates. Typical input {"graph": {"entities": [], "relations": []}, "entities": [{"name": "Acme Corp", "type": "company", "observations": ["renewed in March"]}]} returns {"graph": {...}, "added": {"entities": 1, "observations": 1, "relations": 0}, "merged": 0}. Use as the single write path for memory. Not for reading it back selectively - that is graph_search - and not for finding out what a write changed, which graph_diff answers precisely. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": "<what is wrong and how to fix it>"} (for example {"error": "graph exceeds <value> entities; split it"}). Every call is read-only and idempotent, so after correcting the input it is always safe to retry.

  ConnectorNo auth

• fetchA

  developer-toolkit-mcpA

  Retrieve the complete markdown of one documentation article by the id returned from `search` (for example `en/claude-code/advanced-techniques/hooks-automation`). The text is returned in full; `metadata.gated` only reports whether the article sits behind the paywall on the web. An unknown id is an error — call `search` first.

  ConnectorNo auth

• graph_metaA

  Lattice: CVE, MITRE ATT&CK and detection graph for security agentsA

  Describe the graph this server reads, without looking up any fact in it. Returns the snapshot id and creation time, the schema version with notable schema changes, the node labels (types), the relationship verbs, the contributing sources, and the path templates that graph_path accepts. When to call it: once at the start of a session, to learn the valid values for the label argument of graph_lookup, graph_search and graph_neighbors, the verb values for graph_neighbors and the template names for graph_path; and when you report a finding, to cite the snapshot id it came from. What it is not for: it returns no CVEs, techniques, groups or detections. Use graph_lookup to find those. It takes no arguments, only reads, and gives the same answer to every caller of a snapshot.

  ConnectorNo auth

• atlas_technique_lookupA

  ContrastAPIA

  Look up a MITRE ATLAS technique — the AI/ML adversarial attack catalog. ATLAS catalogues TTPs targeting machine learning systems: prompt injection, model evasion, training data poisoning, model theft, etc. Roughly 80% of ATLAS techniques are AI/ML-specific (no ATT&CK bridge); 20% mirror an enterprise ATT&CK technique via attack_reference_id — use that to pivot to D3FEND defenses (d3fend_defense_for_attack) and CVE search. Sub-techniques inherit `tactics` from the parent (inherited_tactics=true flag) when ATLAS upstream leaves them empty. Use this tool when the user asks about AI/ML threats, LLM red-teaming, or adversarial ML; for multiple techniques in one call (e.g. drilling into a case study's techniques_used), prefer bulk_atlas_technique_lookup. Returns 404 when the id is not in the synced ATLAS catalog. Free: 30/hr, Pro: 500/hr. Returns {technique_id, name, description, tactics, inherited_tactics, maturity (demonstrated|feasible|realized), attack_reference_id, attack_reference_url, subtechnique_of, created_date, modified_date, next_calls}.

  ConnectorNo auth

• GetMyIdentityA

  GraphOS MCP ServerA

  Resolve the caller's identity from their API key or OAuth token. Call this FIRST when the user asks about "my graph" but has not provided a graph ID. For a graph/service key, `me` resolves to a Graph: use `id` as the graphId and `variants[].name` as the variant for the graph-scoped health-check tools, so the user does not have to supply either. For a user (personal key or OAuth), `me` resolves to a User instead: there's no single graph, so each org membership's `graphs[].id` / `graphs[].variants[].name` lists the graphId/variant options the graph-scoped tools need, across every org the user belongs to. Also handles service-account keys.

  ConnectorNo auth

• neuron_update_flowA

  neuronB

  Update a flow's name, description, graph, or enabled state. Only provided fields are changed. When updating the graph, provide the COMPLETE graph (all nodes and edges) — it replaces the existing graph entirely. The previous graph is kept as a revision (see neuron_list_flow_revisions), so a bad edit can be rolled back with neuron_restore_flow_revision. When a graph is supplied the response includes a non-blocking `warnings` array (same checks as create_flow) — check it and fix any flagged issues.

  ConnectorNo auth

• find_companiesA

  YouSpotB

  Search for companies by describing them in plain English — the same engine behind the ProspectFinder app. Handles industry, size, location, funding stage and investors in one query: 'CRM software companies with more than 1,000 employees', 'Series A AI startups in Boston', 'YC-funded fintechs'. Returns name, domain, employee count and description per company. Use this for discovering companies out in the world; for companies/people the user already knows, use their graph and connection tools instead. Results can then be added to the user's graph with the graph tools if they ask. The result includes a result_id that chat surfaces can use to render the list as a live prospect_list card.

  ConnectorNo auth

• explainA

  Degenscan IntelA

  Plain-language explanation of ONE event's impacts: why each asset got its direction and confidence, the exposure-graph path used, the source document link and corroborating sources. Use it when an impact from events_since/impact_for is surprising and you need the reasoning before acting, or to log a rationale. Takes the event id from those tools. $0.02/call. Use only with an event_id returned by events_since or impact_for.

  ConnectorNo auth

• explainA

  Degenscan IntelA

  Plain-language explanation of ONE event's impacts: why each asset got its direction and confidence, the exposure-graph path used, the source document link and corroborating sources. Use it when an impact from events_since/impact_for is surprising and you need the reasoning before acting, or to log a rationale. Takes the event id from those tools. $0.02/call. Use only with an event_id returned by events_since or impact_for.

  ConnectorNo auth