Schema | EnriVision

EnriVision

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Server Configuration

Describes the environment variables required to run the server.

Name	Required	Description	Default
`ENRIPROXY_URL`	No	The URL of the EnriProxy server.	http://127.0.0.1:8787
`ENRIPROXY_API_KEY`	Yes	An EnriProxy API key (configured on the EnriProxy side).
`ENRIVISION_TIMEOUT_MS`	No	Upload timeout in milliseconds. Applied per request.	1800000
`ENRIVISION_DEFAULT_LANGUAGE`	No	Default language to send when the tool call does not provide language (ISO 639-1; e.g., es, en).

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

Capability	Details
`tools`	{ "listChanged": false }

Tools

Functions exposed to the LLM to take actions

Name Description

Name	Description
analyze_mediaA	Sube y analiza un archivo mediante EnriProxy (extracción del lado servidor + análisis con modelo). / Upload and analyze a media file via EnriProxy (server-side extraction + model analysis). IMPORTANTE para modelos sin visión: la respuesta es SIEMPRE TEXTO (descripción visual generada del lado del servidor y/o transcripción del audio); nunca se devuelven bloques de imagen, así que CUALQUIER modelo puede consumirla — si no puedes ver imágenes, esta herramienta es tu vía para 'ver' archivos multimedia pidiendo la descripción en `question`. / IMPORTANT for models without vision: the response is ALWAYS TEXT (server-side visual description and/or audio transcription); image blocks are never returned, so ANY model can consume it — if you cannot see images, this tool is how you 'see' media by asking for the description in `question`. Formatos aceptados — Imágenes estáticas: PNG, JPEG, WebP, TIFF, BMP, AVIF, HEIC/HEIF, SVG. Imágenes animadas: GIF animado, WebP animado, APNG, SVG animado (se extraen fotogramas clave y se describen sus cambios). Video: MP4, WebM, MKV, MOV, AVI y cualquier contenedor/códec decodificable, CON o SIN audio (en video con audio se procesan juntos: fotogramas + transcripción sobre la misma línea de tiempo). Audio: WAV, MP3, OGG (Vorbis/Opus), M4A/AAC, FLAC, ALAC, Opus y cualquier formato común (todo se normaliza a WAV 16 kHz mono antes de transcribir). Documentos: PDF (de texto, escaneado o mixto), Word (.docx), Excel (.xlsx), PowerPoint (.pptx) — con texto e imágenes embebidas — y JSONL. Conjuntos de varias imágenes: use `paths`. / Accepted formats — Static images: PNG, JPEG, WebP, TIFF, BMP, AVIF, HEIC/HEIF, SVG. Animated images: animated GIF, animated WebP, APNG, animated SVG (key frames are extracted and their changes described). Video: MP4, WebM, MKV, MOV, AVI and any decodable container/codec, WITH or WITHOUT audio (video with audio processes both together: frames + transcription on the same timeline). Audio: WAV, MP3, OGG (Vorbis/Opus), M4A/AAC, FLAC, ALAC, Opus and any common format (everything is normalized to 16 kHz mono WAV before transcription). Documents: PDF (text, scanned, or mixed), Word (.docx), Excel (.xlsx), PowerPoint (.pptx) — with embedded text and images — and JSONL. Multiple-image sets: use `paths`. Cuándo usarla: PDFs grandes o escaneados donde el Read puede truncar; video/audio u otros binarios que el cliente no puede leer; HEIC/AVIF/TIFF/BMP/APNG/SVG/Office cuando el Read no es confiable; archivos muy grandes con subidas reanudables (hasta 4 GiB). / When to use: large or scanned PDFs where client Read may truncate; video/audio or binary media the client cannot Read; HEIC/AVIF/TIFF/BMP/APNG/SVG/Office docs when client Read is unreliable; very large files needing resumable uploads (up to 4 GiB). Reglas: use `path` para un archivo, `paths` para varias imágenes. Cuando `paths` trae al menos una entrada válida, `path` se ignora (contrato explícito: mandar ambos se permite, `path` se ignora en silencio — prefiera semántica oneOf y mande solo uno). Las entradas en blanco se descartan; claves desconocidas en `video`/`audio`/`document`/`images` se rechazan. `question` es opcional aquí (obligatoria en EnriCode); attachmentIndex/attachmentId no existen aquí (sólo EnriCode). / Rules: use `path` for one file, `paths` for several images (UI screenshots/photo sets). When `paths` carries at least one valid entry, `path` is ignored (explicit ignore-path contract: sending both is allowed, `path` is silently ignored — prefer oneOf semantics and send only one). Blank `paths` entries are discarded; unknown keys inside `video`/`audio`/`document`/`images` are rejected (check typos like `max_pages_totall`). `question` is optional here (required in EnriCode vision.analyze_media); attachmentIndex/attachmentId do not exist here (EnriCode-only). Presupuestos (timeout = min(ENRIVISION_TIMEOUT_MS del operador, presupuesto del modo)): single = 10 min (una pasada, rápida y barata); multipass = 20 min (por segmentos/lotes + reducción); auto = 20 min (el servidor elige y puede escalar a multipass). Si no sabe cuál usar, omita el afinado (auto). / Analysis budgets (client analyze timeout = min(operator ENRIVISION_TIMEOUT_MS, mode budget)): single = 10 min (one pass, fast and cheap, 1 image or simple questions); multipass = 20 min (per-segment/batch map + reduce; PDFs over ~20 pages, long videos, image sets); auto = 20 min (the server picks and may escalate to multipass). If unsure, omit tuning (auto). Clip de video: para preguntas en un tiempo específico ("¿qué pasa en 12:34?") use video.clip_start_seconds + video.clip_duration_seconds: convierta a segundos (12:34 = 1260+34 = 754), por ejemplo clip_start_seconds=754 y clip_duration_seconds=30. O dé video.clip_end_seconds (fin = inicio + duración, 0-86400 s). / Video clip targeting: for time-specific questions ("what happens at 12:34?") use video.clip_start_seconds + video.clip_duration_seconds: convert to seconds (12:34 = 1260+34 = 754) and request a window, e.g. clip_start_seconds=754 and clip_duration_seconds=30. Or give video.clip_end_seconds instead (end = start + duration, 0-86400 s). Enteros estrictos: los knobs enteros aceptan números o strings enteras completas ("60" vale; "8.0", "8abc" y 7.9 fallan). Los flotantes aceptan decimales ("12.5" vale). transcribe vale true por defecto y no tiene efecto en imágenes/documentos (se declara en warnings, se ignora). Requiere API key válida de EnriProxy (env ENRIPROXY_API_KEY). / Strict integers: integer knobs accept numbers or complete integer strings ("60" works; "8.0", "8abc", 7.9 fail). Floats accept decimals ("12.5" works). transcribe defaults to true and has no effect on images/documents (declared in warnings, ignored). Requires a valid EnriProxy API key (env ENRIPROXY_API_KEY, sent as Authorization: Bearer ...). Errores: las fallas devuelven isError con texto bilingüe más structuredContent {code, retryable, httpStatus?} con el vocabulario EnriCode; retryable marca 429/5xx/timeouts. Si el mensaje trae `Detalle del servidor:` en el idioma del proxy, repórtelo tal cual. Fotogramas y transcripción comparten la MISMA línea de tiempo. `model` es el id del modelo para afinidad de dispatch (máximo 128 caracteres o env ENRIVISION_MODEL; omita para auto-dispatch). `language` controla el idioma de la RESPUESTA; `transcription_language` aparte el idioma que Whisper espera al TRANSCRIBIR ("auto" = detectar solo). / Errors: failures return isError with bilingual text plus structuredContent {code, retryable, httpStatus?} reusing the EnriCode vocabulary (ENRICODE_ERR_TOOL_INPUT_INVALID / EXECUTION_FAILED / EXECUTION_TIMEOUT / EXECUTION_ABORTED); retryable marks 429/5xx/timeouts. If the message carries a `Detalle del servidor:` fragment in the proxy language, report it verbatim. Video frames and transcription share the SAME video timeline. Animated GIF/WebP/APNG/SVG become representative key frames. `model` is the active model id for server-side dispatch affinity (max 128 chars, or env ENRIVISION_MODEL; omit for auto-dispatch). Set `language` (e.g. "es") to match the user language and avoid drift: `language` controls the analysis RESPONSE language; `transcription_language` separately controls the language Whisper expects when TRANSCRIBING audio ("auto" = detect only). Ejemplos mínimos: (1) una imagen: {"path": "/tmp/foto.png", "question": "..."}. (2) clip de video 12:34->754s: {"path": "/tmp/charla.mp4", "question": "...", "video": {"clip_start_seconds": 754, "clip_duration_seconds": 30}}. (3) PDF largo multipass: {"path": "/tmp/manual.pdf", "question": "...", "analysis_mode": "multipass"}. Rutas absolutas del host MCP (en Windows valen `C:/...`; en POSIX lanzarían error). / Minimal examples: (1) single image: {"path": "/tmp/shot.png", "question": "What does each capture show?"}. (2) video clip 12:34->754s: {"path": "/tmp/talk.mp4", "question": "What happens at 12:34?", "video": {"clip_start_seconds": 754, "clip_duration_seconds": 30}}. (3) long PDF multipass: {"path": "/tmp/manual.pdf", "question": "Summarize each chapter.", "analysis_mode": "multipass"}. Absolute MCP-host paths (`C:/...` drive paths only work on a Windows host; POSIX rejects them). Continuación: si la respuesta trae has_more con cursor (segment_summaries_cursor o transcription_segments_cursor), pida el resto con solo cursor (+ offset opcional, por defecto next_offset; también `limit` opcional 1-100 para acotar la ventana). Con cursor no mande path/paths. / Continuation: when the response carries has_more with a cursor (segment_summaries_cursor or transcription_segments_cursor), ask for the rest with only cursor (+ optional offset, defaults to next_offset; optional `limit` 1-100 bounds the window); never send path/paths with cursor. Depuración de capturas de UI: abra con un veredicto de una línea; describa zona por zona; aproxime colores como hex; cuantifique defectos de layout; transcriba etiquetas, botones y errores visibles; compare observado vs esperado cuando aplique. / UI-screenshot debugging (when the media are app screenshots): open with a one-line plain verdict; describe zone by zone (header, sidebar, main content, modals, notifications), not as a general scene; approximate colors as hex values (e.g. #1F6FEB) and name them; quantify layout defects (overflows, clipping, overlaps, misalignments, missing spacing, cut text) estimating pixel magnitudes when possible; transcribe labels, buttons, and any visible error/status text; when the request states what was expected, compare observed vs expected explicitly.

analyze_mediaA

Sube y analiza un archivo mediante EnriProxy (extracción del lado servidor + análisis con modelo). / Upload and analyze a media file via EnriProxy (server-side extraction + model analysis). IMPORTANTE para modelos sin visión: la respuesta es SIEMPRE TEXTO (descripción visual generada del lado del servidor y/o transcripción del audio); nunca se devuelven bloques de imagen, así que CUALQUIER modelo puede consumirla — si no puedes ver imágenes, esta herramienta es tu vía para 'ver' archivos multimedia pidiendo la descripción en question. / IMPORTANT for models without vision: the response is ALWAYS TEXT (server-side visual description and/or audio transcription); image blocks are never returned, so ANY model can consume it — if you cannot see images, this tool is how you 'see' media by asking for the description in question. Formatos aceptados — Imágenes estáticas: PNG, JPEG, WebP, TIFF, BMP, AVIF, HEIC/HEIF, SVG. Imágenes animadas: GIF animado, WebP animado, APNG, SVG animado (se extraen fotogramas clave y se describen sus cambios). Video: MP4, WebM, MKV, MOV, AVI y cualquier contenedor/códec decodificable, CON o SIN audio (en video con audio se procesan juntos: fotogramas + transcripción sobre la misma línea de tiempo). Audio: WAV, MP3, OGG (Vorbis/Opus), M4A/AAC, FLAC, ALAC, Opus y cualquier formato común (todo se normaliza a WAV 16 kHz mono antes de transcribir). Documentos: PDF (de texto, escaneado o mixto), Word (.docx), Excel (.xlsx), PowerPoint (.pptx) — con texto e imágenes embebidas — y JSONL. Conjuntos de varias imágenes: use paths. / Accepted formats — Static images: PNG, JPEG, WebP, TIFF, BMP, AVIF, HEIC/HEIF, SVG. Animated images: animated GIF, animated WebP, APNG, animated SVG (key frames are extracted and their changes described). Video: MP4, WebM, MKV, MOV, AVI and any decodable container/codec, WITH or WITHOUT audio (video with audio processes both together: frames + transcription on the same timeline). Audio: WAV, MP3, OGG (Vorbis/Opus), M4A/AAC, FLAC, ALAC, Opus and any common format (everything is normalized to 16 kHz mono WAV before transcription). Documents: PDF (text, scanned, or mixed), Word (.docx), Excel (.xlsx), PowerPoint (.pptx) — with embedded text and images — and JSONL. Multiple-image sets: use paths. Cuándo usarla: PDFs grandes o escaneados donde el Read puede truncar; video/audio u otros binarios que el cliente no puede leer; HEIC/AVIF/TIFF/BMP/APNG/SVG/Office cuando el Read no es confiable; archivos muy grandes con subidas reanudables (hasta 4 GiB). / When to use: large or scanned PDFs where client Read may truncate; video/audio or binary media the client cannot Read; HEIC/AVIF/TIFF/BMP/APNG/SVG/Office docs when client Read is unreliable; very large files needing resumable uploads (up to 4 GiB). Reglas: use path para un archivo, paths para varias imágenes. Cuando paths trae al menos una entrada válida, path se ignora (contrato explícito: mandar ambos se permite, path se ignora en silencio — prefiera semántica oneOf y mande solo uno). Las entradas en blanco se descartan; claves desconocidas en video/audio/document/images se rechazan. question es opcional aquí (obligatoria en EnriCode); attachmentIndex/attachmentId no existen aquí (sólo EnriCode). / Rules: use path for one file, paths for several images (UI screenshots/photo sets). When paths carries at least one valid entry, path is ignored (explicit ignore-path contract: sending both is allowed, path is silently ignored — prefer oneOf semantics and send only one). Blank paths entries are discarded; unknown keys inside video/audio/document/images are rejected (check typos like max_pages_totall). question is optional here (required in EnriCode vision.analyze_media); attachmentIndex/attachmentId do not exist here (EnriCode-only). Presupuestos (timeout = min(ENRIVISION_TIMEOUT_MS del operador, presupuesto del modo)): single = 10 min (una pasada, rápida y barata); multipass = 20 min (por segmentos/lotes + reducción); auto = 20 min (el servidor elige y puede escalar a multipass). Si no sabe cuál usar, omita el afinado (auto). / Analysis budgets (client analyze timeout = min(operator ENRIVISION_TIMEOUT_MS, mode budget)): single = 10 min (one pass, fast and cheap, 1 image or simple questions); multipass = 20 min (per-segment/batch map + reduce; PDFs over ~20 pages, long videos, image sets); auto = 20 min (the server picks and may escalate to multipass). If unsure, omit tuning (auto). Clip de video: para preguntas en un tiempo específico ("¿qué pasa en 12:34?") use video.clip_start_seconds + video.clip_duration_seconds: convierta a segundos (12:34 = 1260+34 = 754), por ejemplo clip_start_seconds=754 y clip_duration_seconds=30. O dé video.clip_end_seconds (fin = inicio + duración, 0-86400 s). / Video clip targeting: for time-specific questions ("what happens at 12:34?") use video.clip_start_seconds + video.clip_duration_seconds: convert to seconds (12:34 = 1260+34 = 754) and request a window, e.g. clip_start_seconds=754 and clip_duration_seconds=30. Or give video.clip_end_seconds instead (end = start + duration, 0-86400 s). Enteros estrictos: los knobs enteros aceptan números o strings enteras completas ("60" vale; "8.0", "8abc" y 7.9 fallan). Los flotantes aceptan decimales ("12.5" vale). transcribe vale true por defecto y no tiene efecto en imágenes/documentos (se declara en warnings, se ignora). Requiere API key válida de EnriProxy (env ENRIPROXY_API_KEY). / Strict integers: integer knobs accept numbers or complete integer strings ("60" works; "8.0", "8abc", 7.9 fail). Floats accept decimals ("12.5" works). transcribe defaults to true and has no effect on images/documents (declared in warnings, ignored). Requires a valid EnriProxy API key (env ENRIPROXY_API_KEY, sent as Authorization: Bearer ...). Errores: las fallas devuelven isError con texto bilingüe más structuredContent {code, retryable, httpStatus?} con el vocabulario EnriCode; retryable marca 429/5xx/timeouts. Si el mensaje trae Detalle del servidor: en el idioma del proxy, repórtelo tal cual. Fotogramas y transcripción comparten la MISMA línea de tiempo. model es el id del modelo para afinidad de dispatch (máximo 128 caracteres o env ENRIVISION_MODEL; omita para auto-dispatch). language controla el idioma de la RESPUESTA; transcription_language aparte el idioma que Whisper espera al TRANSCRIBIR ("auto" = detectar solo). / Errors: failures return isError with bilingual text plus structuredContent {code, retryable, httpStatus?} reusing the EnriCode vocabulary (ENRICODE_ERR_TOOL_INPUT_INVALID / EXECUTION_FAILED / EXECUTION_TIMEOUT / EXECUTION_ABORTED); retryable marks 429/5xx/timeouts. If the message carries a Detalle del servidor: fragment in the proxy language, report it verbatim. Video frames and transcription share the SAME video timeline. Animated GIF/WebP/APNG/SVG become representative key frames. model is the active model id for server-side dispatch affinity (max 128 chars, or env ENRIVISION_MODEL; omit for auto-dispatch). Set language (e.g. "es") to match the user language and avoid drift: language controls the analysis RESPONSE language; transcription_language separately controls the language Whisper expects when TRANSCRIBING audio ("auto" = detect only). Ejemplos mínimos: (1) una imagen: {"path": "/tmp/foto.png", "question": "..."}. (2) clip de video 12:34->754s: {"path": "/tmp/charla.mp4", "question": "...", "video": {"clip_start_seconds": 754, "clip_duration_seconds": 30}}. (3) PDF largo multipass: {"path": "/tmp/manual.pdf", "question": "...", "analysis_mode": "multipass"}. Rutas absolutas del host MCP (en Windows valen C:/...; en POSIX lanzarían error). / Minimal examples: (1) single image: {"path": "/tmp/shot.png", "question": "What does each capture show?"}. (2) video clip 12:34->754s: {"path": "/tmp/talk.mp4", "question": "What happens at 12:34?", "video": {"clip_start_seconds": 754, "clip_duration_seconds": 30}}. (3) long PDF multipass: {"path": "/tmp/manual.pdf", "question": "Summarize each chapter.", "analysis_mode": "multipass"}. Absolute MCP-host paths (C:/... drive paths only work on a Windows host; POSIX rejects them). Continuación: si la respuesta trae has_more con cursor (segment_summaries_cursor o transcription_segments_cursor), pida el resto con solo cursor (+ offset opcional, por defecto next_offset; también limit opcional 1-100 para acotar la ventana). Con cursor no mande path/paths. / Continuation: when the response carries has_more with a cursor (segment_summaries_cursor or transcription_segments_cursor), ask for the rest with only cursor (+ optional offset, defaults to next_offset; optional limit 1-100 bounds the window); never send path/paths with cursor. Depuración de capturas de UI: abra con un veredicto de una línea; describa zona por zona; aproxime colores como hex; cuantifique defectos de layout; transcriba etiquetas, botones y errores visibles; compare observado vs esperado cuando aplique. / UI-screenshot debugging (when the media are app screenshots): open with a one-line plain verdict; describe zone by zone (header, sidebar, main content, modals, notifications), not as a general scene; approximate colors as hex values (e.g. #1F6FEB) and name them; quantify layout defects (overflows, clipping, overlaps, misalignments, missing spacing, cut text) estimating pixel magnitudes when possible; transcribe labels, buttons, and any visible error/status text; when the request states what was expected, compare observed vs expected explicitly.

Prompts

Interactive templates invoked by user choice

Name	Description
No prompts

Resources

Contextual data attached and managed by the client

Name	Description
No resources

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A4.8/5.0

Scored 2026-09-24 14:30 across 1 tool

Disambiguation5/5

Only one tool exists, so there is zero risk of an agent selecting the wrong tool for a task. The single analyze_media tool unambiguously covers any media-analysis request, with no overlapping purposes to confuse.

Naming Consistency5/5

analyze_media follows the standard verb_noun convention used across well-designed MCP servers. While a single tool offers little evidence of a broader pattern, the name is self-consistent, descriptive, and aligned with common conventions.

Tool Count3/5

A single tool sits at the thin end of the calibration range, where 1-2 tools feels sparse. This is partially redeemed by the tool being a deliberately consolidated mega-tool that absorbs image, video, audio, and document analysis into one entry, but that pushes substantial complexity into a single schema.

Completeness5/5

For the server's stated purpose — media analysis — coverage is remarkably complete: static and animated images, video with shared audio timeline, transcription, PDFs, Office documents, multi-image sets, video clipping, multipass budgets, and continuation cursors for long outputs. An agent can fully accomplish the server's job with this one tool and no obvious dead ends.

Maintenance

ActivityMaintained

ResponsivenessNo issues

Resources

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