"Tools and techniques for visual debugging" matching MCP tools:

• handoffs.operator

  AI Design Blueprint Doctrine

  Authenticated — creates a support handoff record when an agent needs human review, account-specific escalation, or operator follow-up that cannot be resolved with the read-only doctrine tools. Persists a SupportHandoff row (reason, topic, page_url, agent_name, agent_platform, trace_summary, user_email) routed to the support inbox; user is contacted by the team. WHEN TO CALL: user explicitly asks for human help, hits a billing/access issue, or the agent has tried the doctrine tools and the user still needs a human. ALWAYS confirm with the user before firing — this creates a human-visible ticket. WHEN NOT TO CALL: proactively, silently, or to log debugging traces (use diagnostic logs instead); for partnerships/agency enquiries (use handoffs.partnership / handoffs.agency); for content questions answerable by principles.search / guides.search. BEHAVIOR: write-only, single insert, side-effecting (creates a ticket the team will see). Auth: Bearer <token> (any plan). UK/EU residency. Response confirms ticket id + topic so the user can reference it.

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• pentest_lookup_group

  pentest-mcp-server

  Look up a MITRE ATT&CK threat group (intrusion set) or software entry by name or ID for authorized penetration testing and threat intelligence. Returns the group or software record: ATT&CK ID, display name, known aliases, type (group vs. software), description, and the techniques it uses with procedure-level context from public ATT&CK reporting. Accepts exact ATT&CK IDs (G0007 for threat groups, S0002 for software) or keyword/name search (e.g., "APT28", "Mimikatz", "Lazarus Group"). Equally useful for defenders building detection coverage around specific adversary tradecraft.

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• dero_daemon_echo

  DERO MCP Server

  Echo strings through the daemon via DERO.Echo. Useful for round-trip sanity checks. When to call: when you need to confirm that string payloads reach the daemon intact (e.g. before debugging a malformed call to a more complex tool). PREFER dero_daemon_ping for a lighter-weight liveness probe. Input Requirements (CRITICAL): - `words` MUST be a non-empty array of strings. Output: the echoed string concatenated by the daemon.

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• update_segment_content

  framesail

  Rewrite one segment's creative direction from feedback ("make this shot a close-up", "show the machine from above") — an LLM rewrites the shot's prompts; continuation links, SFX, and overlays are preserved. The visual assets reset to not_started: re-render them afterwards (generate_segments or regenerate_segment_asset). For a precise prompt tweak with no rewrite, use regenerate_segment_asset with editable_sections instead.

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• submit_test

  TestMyVibes

  Queue a new TestMyVibes job for a given URL. You explicitly choose the runner: AI agent (headless Chromium + GPT-4o vision, fastest, deterministic for well-specified goals) or human checker (slower, better for visual/UX judgment calls). Returns a jobId you can poll with get_test_status.

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• read_display_html

  agentView

  Reads the raw HTML source currently shown on a display so you can inspect or edit it and push it back with send_html. content_type 'idle' reads the default/fallback content instead. Responses are windowed for large documents: max_bytes (default 51200) and offset page through the source; the result reports totalBytes and truncated. Not for visual previews (use get_display_preview_url). Requires content scope.

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• search-music-docs

  Music Studio

  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.

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• classify_intent

  ContextOverflow

  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.

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• list_styles

  Tabular Recipe

  List every available visual theme with its name, description, color swatches, and depth ramp. Free; spends no model credits.

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• pentest_map_techniques

  pentest-mcp-server

  Given a profile of the authorized test target (technology stack, exposed services, authentication type, OS), return a ranked list of ATT&CK techniques and OWASP test cases most relevant to that profile — not a generic dump of all techniques. Ranking factors: platform match, service match, auth type exposure, technique prevalence. Each result includes why it is relevant to this specific profile, the detection opportunity, and the recommended mitigation. Use when starting an authorized engagement to prioritize the testing scope; pair with pentest_guide to get the full methodology for each top-ranked vector.

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• generate_asset_reference

  framesail

  Render an asset's reference image in the channel's art style — the visual anchor that keeps a character/environment looking identical across every shot. EVERY character, environment, and object asset needs one before generate_voiceover (the server enforces this; fire the jobs for all assets, then one await_jobs). Async — the job writes the image onto the asset row: await_jobs(project_id), then list_assets and view_image the file_path to check likeness.

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• update_brand_guidelines

  freedom-mcp

  Update specific fields of the company's brand guidelines (visual identity, naming, positioning). Only modifies the fields you specify - all other data is preserved. Use when the user asks to change colors, tagline, typography, personality/tone, naming rules, or visual dos/donts. For changing how the brand WRITES (voice/cadence), use update_voice_profile instead. [write-tier — first use may require a manager's approval; a from-now-on approval makes future calls seamless, a just-once approval re-asks next time.]

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• image_related

  Openverse

  "Find images similar to [X]" / "more images like this" — related images for a given Openverse image ID. Use for visual-similarity exploration in CC content.

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• list_themes

  Charts by Szum

  Use this when choosing a visual theme for a chart. Returns every available theme and guidance on where each works best.

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• search_arxiv

  Developer Tools MCP Server

  Search arXiv for academic papers in computer science, machine learning, AI, physics, and mathematics. Returns paper titles, authors, abstracts, submission dates, and direct PDF download links. Use for researching algorithms, ML techniques, or emerging CS topics.

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• list_themes

  szum

  Use this when choosing a visual theme for a chart. Returns every available theme and guidance on where each works best.

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• play-sheet-music

  Music Studio

  Compose and play sheet music with visual notation, multi-instrument audio, and style presets. Write ABC notation for melodies, arrangements, harmonized pieces, or well-known tunes. Add a style (rock, jazz, bossa, waltz, folk...) for automatic drums, bass, and chord accompaniment. Returns a parse-status confirmation and renders the player; it does not return raw audio. Use get-music-guide for genre templates, instrument lists, and ABC syntax reference. The music player renders inline with interactive playback controls.

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• search_cyber_threats

  osf-data-marketplace

  FREE, no payment and no key. Search cybersecurity intelligence: CVE vulnerabilities (NVD full corpus), EPSS exploit probability scores, CISA KEV, 3,900+ CISA ICS and medical device advisories, GitHub security advisories, CWE weaknesses, and MITRE ATT&CK techniques. Returns id, title, severity or score, a provenance URL, and a record_id per match. Free to search; call get_record to buy the full record. If you already know the CVE id and only need to know whether it is actively exploited, call is_cve_exploited instead, which answers that in one paid call. Args: query: keyword(s) to search, e.g. "Microsoft Exchange".

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• clipform_list_compositions

  Clipform

  Browse available video compositions and their expected props schemas. Call this before using clipform_render_composition to discover visual styles and their input props. For narrated slideshows from images, use clipform_generate_video instead.

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• set_project_style

  framesail

  Set the project's default style — the style whose art/narrative/director fields drive its generations. Use after create_style to put a new visual identity into effect, or to switch a project between channel styles.

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