all tools / media

Most reliable media AI agent tools

As of the latest check, Glimind tracks 200 media AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
klinepic_create_review_chart
sher1096/KLinePic MCP Server
unknownReturns an annotated candlestick PNG as native MCP image content.alternatives
image_generate
@justmpm/mmx-cli
unknownGera imagem (T2I puro ou I2I via subjectReferences para character consistency). Modelo automático (image-01 → fallback image-01-live). Salvaalternatives
vision_describe
@justmpm/mmx-cli
unknownAnalisa IMAGEM ou VÍDEO via URL pública ou path local. Upload automático se >10MB (imagem) ou >50MB (vídeo).alternatives
render_view
Psalmustrack/lambdacad-mcp
unknownBricsCAD's internal PNG render (clean, no UI, ~30 KB) for vision models.alternatives
annotate_pdf
io.github.Nizoka/pdfnative-mcp
unknownAdd markup annotations (highlight, note, square/circle, line, freetext) as a visual overlay — not a redaction.alternatives
generate_sound_effect
audiogen-mcp
unknownStart a background generation job, returns job_idalternatives
check_generation_status
audiogen-mcp
unknownPoll job status by job_id until completedalternatives
list_generation_jobs
audiogen-mcp
unknownList all jobs and their current statusalternatives
list_generated_sounds
audiogen-mcp
unknownList previously generated audio filesalternatives
list_keywords
apple-photos-mcp
unknownList all keywords used in the Photos library.alternatives
get_library_statistics
apple-photos-mcp
unknownGet statistics about the Photos library (total photos, videos, etc.).alternatives
get_photo_info
apple-photos-mcp
unknownGet detailed information about a specific photo by UUID.alternatives
list_albums
apple-photos-mcp
unknownList all albums in the Photos library.alternatives
list_people
apple-photos-mcp
unknownList all people (faces) in the Photos library.alternatives
search_photos
apple-photos-mcp
unknownSearch photos by keyword, date range, album, person, or other criteria.alternatives
generate_image
Javatoky/Image Generator MCP
unknownGenerates an image using an OpenAI-compatible model, supporting general image generation and hatch-pet specific workflows.alternatives
list_screenshots
rudycanshoot
unknownList recent capturesalternatives
record_video
rudycanshoot
unknownRecord a temporary screen video; returns frames the AI can watchalternatives
read_video
rudycanshoot
unknownExtract frames from a saved video for visual reviewalternatives
list_videos
rudycanshoot
unknownList recent recordingsalternatives
take_screenshot
rudycanshoot
unknownCapture fullscreen, active window, or a regionalternatives
read_screenshot
rudycanshoot
unknownRead a saved image so the AI can view italternatives
cleanup_videos
rudycanshoot
unknownDelete temporary (or all) recordingsalternatives
list_videos
creator-research-mcp
unknownFetches videos from a channel with stats and outlier scores.alternatives
get_transcript
creator-research-mcp
unknownRetrieves transcript/captions and metadata for a video.alternatives
get_comments
creator-research-mcp
unknownFetches public comments for a video.alternatives
get_retention_moments
creator-research-mcp
unknownMatches replay heatmap to transcript timestamps to show words at hotspots/coldspots.alternatives
list_media
easyhook-mcp-server
unknownList reusable media owned by the configured Easyhook organization.alternatives
send_media
easyhook-mcp-server
unknownSend media by reusable name, Meta id, or public URL.alternatives
speak
@anomalypoint/voice-box
unknownSay something out loud through the agent's assigned voice.alternatives
Download-Figma-Images
feuse-mcp
unknown根据节点ID批量下载Figma中的SVG和PNG图片资源alternatives
screenshot_to_disk
cdt-smart-snapshot
unknownWrite screenshot to disk; returns a file path (no base64)alternatives
remove_silence
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownDetect and remove silent segments from videoalternatives
cut_video
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownExtract a segment from a video using start time and durationalternatives
image_to_video
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownConvert a static image to a video with fixed durationalternatives
concat_videos
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownJoin multiple videos into onealternatives
convert
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownConvert between media formats (auto-detects from file extension)alternatives
ffmpeg_raw
io.github.PedroMarianoAlmeida/ffmpeg-mcp
unknownExecute raw FFmpeg commands for advanced operationsalternatives
image_list
microsandbox-mcp
unknownList cached imagesalternatives
image_inspect
microsandbox-mcp
unknownInspect cached image config and layersalternatives
generate_image_reve
higgsfield-mcp
unknownGenerate an image using the Reve model.alternatives
generate_image_seedream
higgsfield-mcp
unknownGenerate an image using Seedream v4 model with optional camera_fixed parameter.alternatives
edit_image_seedream
higgsfield-mcp
unknownEdit an existing image using Seedream v4 Edit model via prompt.alternatives
generate_image
higgsfield-mcp
unknownGenerate an image using the Soul model with style presets and character references.alternatives
generate_talking_head
higgsfield-mcp
unknownGenerate a lip-synced video from a portrait image and WAV audio using Speak v2.alternatives
create_character
higgsfield-mcp
unknownCreate a reusable character from 1-5 face images (costs 40 credits).alternatives
list_characters
higgsfield-mcp
unknownList all characters with status and thumbnails.alternatives
generate_video_dop_standard
higgsfield-mcp
unknownGenerate a video using DoP Standard model with optional duration (2-10s).alternatives
generate_video
higgsfield-mcp
unknownGenerate a video using DoP model (lite/turbo/standard) with a motion_id.alternatives
generate_video_kling
higgsfield-mcp
unknownGenerate a video using Kling v2.1 Pro model; prompt describes camera movement.alternatives
generate_video_seedance
higgsfield-mcp
unknownGenerate a video using Seedance v1 Pro model; prompt describes movement/action.alternatives
upload_image
higgsfield-mcp
unknownUpload a base64 image and get a public URL for use in generation tools.alternatives
list_styles
higgsfield-mcp
unknownList style presets for generate_image.alternatives
list_motions
higgsfield-mcp
unknownList motion presets for generate_video.alternatives
generate_image
itshideline-svg/Replicate Image Generation MCP Server
unknownGenerates an image using Replicate's image generation model and returns the URL of the generated image.alternatives
list_audio_devices
io.github.analyticsinmotion/mcp-listen
unknownList available microphone input devicesalternatives
capture_audio
io.github.analyticsinmotion/mcp-listen
unknownRecord audio from the microphone and save as WAValternatives
set_view
oid-mcp
unknownSet the view (e.g., zoom/pan) of a viewer window.alternatives
get_view
oid-mcp
unknownGet the current view (e.g., zoom/pan) of a viewer window.alternatives
create_post
io.github.azeemkafridi/bulkpublish
unknownCreate and optionally schedule a post (supports reels, stories, carousels, threads via postTypeOverrides)alternatives
upload_media
io.github.azeemkafridi/bulkpublish
unknownUpload a media file from a URLalternatives
get_media
io.github.azeemkafridi/bulkpublish
unknownGet a media file by IDalternatives
list_media
io.github.azeemkafridi/bulkpublish
unknownList uploaded media filesalternatives
delete_media
io.github.azeemkafridi/bulkpublish
unknownDelete a media filealternatives
view_media
io.github.azeemkafridi/bulkpublish
unknownOpen an interactive media galleryalternatives
image_understand
harryopo/Luma Vision MCP
unknown通用图片理解,支持 Focus Hint 上下文感知和 task_type 自动路由alternatives
image_ocr
harryopo/Luma Vision MCP
unknown专用 OCR 文字提取,支持语言提示和格式输出alternatives
image_compare
harryopo/Luma Vision MCP
unknown图片对比,返回结构化差异报告(类型/严重级别)alternatives
get_preview
manger-creator/Photoshop MCP Server
unknownGenerates a preview image of the current Photoshop document.alternatives
execute_manim
iflow-mcp-abhiemj-manim-mcp-server
unknownExecutes a Manim Python script and returns the generated video path.alternatives
remove_background
runapi-ai/Recraft MCP Server
unknownCreate a Recraft remove background task and optionally wait for a terminal status. Returns the task id, status, and output URLs.alternatives
render_scene
parmeet10/tafel
unknownRenders a manim animation scene into a video and publishes a viewer page as a claude.ai artifact.alternatives
umodel_export
CHA1007/umodel-mcp
unknownExport meshes/textures/animations/sounds (psk, gltf, png, dds…)alternatives
list_styles
io.github.rocnubie/aiphotoeditor-mcp
unknownReturn the canonical list of image-generation styles or presets the site exposes.alternatives
screenshot
yangweijie/computer-use-mcp
unknownCapture a screenshot of the screen.alternatives
list_styles
io.github.rocnubie/flux-2-online-mcp
unknownReturn the canonical list of image-generation styles or presets the site exposes.alternatives
search_photos
armyrunner9916/local-apple-mcp
unknownSearch the Photos library by metadata only (album, favorites, date, filename, GPS). No image bytes. Cheap first pass.alternatives
view_photos
armyrunner9916/local-apple-mcp
unknownExport a shortlist of specific photos as downscaled JPEGs (to a temp folder) and return them as viewable images.alternatives
convert_image_to_svg
io.github.botmonster/image2svg-mcp
unknownConverts a raster image (PNG, JPG, WEBP, etc.) to SVG vector format, accepting base64 data or URL.alternatives
render_effect
io.github.brac/particlr-mcp
unknownCPU-rasterize to PNG frame(s) or a contact sheetalternatives
upload_image
Maz1n0-zzz/Shopee MCP Server
unknownUpload an image and get image_idalternatives
list_video_modes
io.github.rocnubie/makerai-mcp
unknownReturn the canonical list of video-generation modes the site supports.alternatives
render_figure
flupke91/ResearchStat AI
unknownGenerate publication-ready figures (SVG, PDF, TIFF) from analysis results.alternatives
list_styles
io.github.rocnubie/meigenai-mcp
unknownReturn the canonical list of image-generation styles or presets the site exposes.alternatives
list_styles
io.github.rocnubie/museaiimage-mcp
unknownReturn the canonical list of image-generation styles or presets the site exposes.alternatives
download_video
smorand/mcp-instagram
unknownDownload a video, reel, or IGTV. Returns local path and metadata.alternatives
download_audio
smorand/mcp-instagram
unknownDownload audio only as MP3. Returns local path and metadata.alternatives
download_carousel
smorand/mcp-instagram
unknownDownload all items in a carousel/sidecar post. Returns list of paths.alternatives
get_metadata
smorand/mcp-instagram
unknownFetch post metadata without downloading (title, duration, counts, etc.).alternatives
compress_image
mdshrink-mcp
unknownOCR extracts text from screenshotsalternatives
image_generate
Jsliu28/opencode-image-mcp
unknown文生图 + 图生图(一个工具),生成图片并返回本地文件路径alternatives
generate_image
legolev/mediamcp
unknownText-to-image generation (one or multiple). Saves to disk, returns path and inline preview. Supports count (up to 4 variations), aspect_ratialternatives
edit_image
legolev/mediamcp
unknownEdit existing image(s) with an instruction. Accepts file paths, https:// and data: URLs; multiple sources for compositing.alternatives
check_video_status
legolev/mediamcp
unknownResume waiting for a video task by polling_url or id; downloads result when ready.alternatives
generate_video
legolev/mediamcp
unknownText-to-video or image-to-video (async, 1-5 min). Pass first_frame_image for image-to-video, last_frame_image for final frame, or reference_alternatives
convert
@just-every/12ui
unknownConvert an image or LayerDoc into HTML, web project, app project, or other formats.alternatives
preview_thesis_pages
hwp-thesis-mcp
unknownPDF 렌더 페이지 이미지 경로alternatives
generate_image
hunyuan-image-mcp-test
unknownGenerate an image using Hunyuan AI based on a text prompt.alternatives
generate_scene
JunjianChi/artiscene
unknownGenerate a simulation-ready USD scene from a natural-language prompt.alternatives
youtube_rate_video
brettadams0/google-workspace-mcp
unknownLike / dislike / clearalternatives
youtube_list_subscriptions
brettadams0/google-workspace-mcp
unknownSubscriptionsalternatives
youtube_search
brettadams0/google-workspace-mcp
unknownSearch videos, channels, playlistsalternatives
youtube_get_video
brettadams0/google-workspace-mcp
unknownMetadata and statisticsalternatives
youtube_get_channel
brettadams0/google-workspace-mcp
unknownMetadata and statisticsalternatives
youtube_list_playlists
brettadams0/google-workspace-mcp
unknownPlaylist contentsalternatives
youtube_list_playlist_items
brettadams0/google-workspace-mcp
unknownPlaylist contentsalternatives
youtube_create_playlist
brettadams0/google-workspace-mcp
unknownBuild playlistsalternatives
youtube_add_to_playlist
brettadams0/google-workspace-mcp
unknownBuild playlistsalternatives
youtube_get_comments
brettadams0/google-workspace-mcp
unknownComment threadsalternatives
youtube_post_comment
brettadams0/google-workspace-mcp
unknownComment threadsalternatives
youtube_reply_to_comment
brettadams0/google-workspace-mcp
unknownComment threadsalternatives
youtube_subscribe
brettadams0/google-workspace-mcp
unknownSubscriptionsalternatives
generate_image
hunyuan-image-mcp
unknownGenerate an image using Hunyuan AI based on a text prompt.alternatives
export_png
Rajvardhan-singh-26/Tableau MCP Server
unknownExports a view to PNG image.alternatives
pulse
hue-go-mcp
unknownSmooth breathe fade effect; restores brightness and power when donealternatives
meeting_*
nekoPhysics/foundation
unknown会議文字起こしや関連操作を行うalternatives
list_clips
thestockgoatballs/clipspeed-mcp
unknownList your recent clip jobs to find a past job_id.alternatives
clip_video
thestockgoatballs/clipspeed-mcp
unknownVideo URL → a clip job (job_id).alternatives
get_clip_status
thestockgoatballs/clipspeed-mcp
unknownPoll a job_id → status + finished clips (title, viral_score, duration, video_url).alternatives
restyle_captions
thestockgoatballs/clipspeed-mcp
unknownRe-caption a project in a new style without re-clipping.alternatives
postTweet
alarok/x-agent-mcp
unknownPost a tweet, optionally as a reply or quote tweet.alternatives
mal_search_manga
Cnr-daily/MAL-MCP-Worker
unknownSearch manga / light novels by keywordalternatives
mal_get_user_list
Cnr-daily/MAL-MCP-Worker
unknownA public user's anime list with personal scores, start & completion datesalternatives
mal_get_manga
Cnr-daily/MAL-MCP-Worker
unknownFull details (authors, serialization) for one or more entries by IDalternatives
analyze_media
hr-edge-recruit-mcp-server
unknownAnalyze audio/video file for candidate evaluationalternatives
generate_image
nomercy360/image-mcp
unknownText to image generation with tier, provider, aspect, resolution options.alternatives
read_picture
Alzeros/readpic-mcp
unknown识图工具:将图片(本地文件路径 / 图片 URL / 系统剪贴板)交给视觉模型分析,返回详细的中文文本描述。用于让不支持多模态的文本模型理解图片内容,适用于截图分析、UI 设计稿、错误日志、架构图等软件开发场景。不传 image_source 时读取系统剪贴板。alternatives
recognize_image
sulghu/vision-mcp
unknown识别/描述图片内容alternatives
ocr_image
sulghu/vision-mcp
unknown从图片提取文字alternatives
marketplace_outbox
kostyk348/sint-marketplace-mcp
unknownView listings waiting to be sentalternatives
post_video
aaronckj/tiktok-studio-mcp
unknownUploads a video file; returns publish_id. Supports dry_run.alternatives
post_status
aaronckj/tiktok-studio-mcp
unknownPolls the status of a publish_id.alternatives
video_stats
aaronckj/tiktok-studio-mcp
unknownReturns counts for specific video IDs.alternatives
list_videos
aaronckj/tiktok-studio-mcp
unknownLists your videos with statistics.alternatives
text_to_speech
io.github.runapi-builder/gemini-tts-mcp
unknownCreate a Gemini TTS text to speech task and optionally wait for a terminal status. Returns the task id, status, and output URLs.alternatives
look
niannianyouyutao/望 (Wàng)
unknown看对方新分享的、还没看过的照片(自动标记已看)alternatives
view
niannianyouyutao/望 (Wàng)
unknown按编号看某一幅作品alternatives
browse
niannianyouyutao/望 (Wàng)
unknown翻画廊目录(纯文字,省上下文)alternatives
paint
niannianyouyutao/望 (Wàng)
unknown用提示词生成一幅画挂进画廊alternatives
generate_image_url_from_text
ms-image-gen-mcp
unknownCreate images from text descriptionsalternatives
generate_image_url_from_text_and_image_url
ms-image-gen-mcp
unknownTransform existing imagesalternatives
generate_image
iat-tai/tai-mcp
unknownGenerates an image from a text prompt using the configured text-to-image model.alternatives
edit_image
iat-tai/tai-mcp
unknownEdits an image based on input images, optional mask, and model-specific parameters.alternatives
generate_stock_images
hpsilab-mcp
unknownGenerate stock images for a symbol.alternatives
render_mermaid
io.github.finfin/mermaid-mcp-app
unknownRender a Mermaid diagram from source code and display it in an interactive viewer.alternatives
list_tts_voices
holy-moly-mcp-remote
unknownlist available text-to-speech voicesalternatives
convert_speech_to_text
holy-moly-mcp-remote
unknowntranscribe a local file or remote URL (mode=plain|minutes, optional language, optional model)alternatives
convert_text_to_speech
holy-moly-mcp-remote
unknownsynthesise speech to a local WAV file (optional model for Kokoro voices)alternatives
create_task
io.github.avclabs/enhance-mcp
unknown创建视频增强任务(异步)alternatives
get_task_status
io.github.avclabs/enhance-mcp
unknown查询任务状态alternatives
enhance_video_sync
io.github.avclabs/enhance-mcp
unknown同步增强视频(阻塞等待完成)alternatives
tv_draw_shape
federicopigozzi/tradingview-mcp
unknownDraw a shape on the chartalternatives
tv_screenshot
federicopigozzi/tradingview-mcp
unknownCapture a screenshot of the chartalternatives
get_media_posts
mbay-ODW/Instagram MCP Server
unknownFetch recent posts from an Instagram accountalternatives
get_media_insights
mbay-ODW/Instagram MCP Server
unknownRetrieve engagement metrics for specific postsalternatives
publish_media
mbay-ODW/Instagram MCP Server
unknownUpload and publish images/videos to Instagramalternatives
get_account_pages
mbay-ODW/Instagram MCP Server
unknownList Facebook pages connected to the accountalternatives
analyze_development_image
yanghuide13350/huide-vision-mcp
unknownAnalyze a development screenshot (webpage, console, terminal, IDE, or annotated) and return evidence-first analysis with observations, critialternatives
extract_youtube_script
lsmman/io.github.lsmman/fetchive
unknownExtracts transcript from a YouTube video.alternatives
update_image
lucasjesus0311/Dataverse Plugin MCP
unknownUpdates an image (deletes and recreates due to API limitation).alternatives
create_step_image
lucasjesus0311/Dataverse Plugin MCP
unknownCreates a pre/post image for a step.alternatives
list_images
lucasjesus0311/Dataverse Plugin MCP
unknownLists images for a step.alternatives
delete_image
lucasjesus0311/Dataverse Plugin MCP
unknownDeletes an image.alternatives
screenshot
iflow-mcp_phone-mcp
unknownTake a screenshot of the device screenalternatives
record
iflow-mcp_phone-mcp
unknownRecord the device screenalternatives
show_video
iflow-mcp_piebro_vlc-mcp-server
unknownPlay a video from the configured ROOT_VIDEO_FOLDER using VLC.alternatives
pick_image
mcp-feedback-collector-working
unknown快速图片选择工具,支持文件选择和剪贴板粘贴,返回图片数据和信息alternatives
get_image_info
mcp-feedback-collector-working
unknown获取图片详细信息(格式、尺寸、大小等),支持多种图片格式,返回结构化信息alternatives
capture_view
ahelja/FreeCAD MCP
unknownCapture a screenshot of the 3D viewalternatives
synthesize_text
io.github.CodeCraftersLLC/local-voice-mcp
unknownConverts text to speech and returns audio data using the configured TTS engine.alternatives
delete_transcription
connectmachine/ConnectMachine MCP Server
unknownRemove a transcriptionalternatives
read_card_image
connectmachine/ConnectMachine MCP Server
unknownRead a card's image assetalternatives
get_recent_family_activity
Kinnectd/A2Me MCP Server
unknownRecent posts, photos, videos, birthday cardsalternatives
generate_image
david-eve-za/nvidia-nim-mcp
unknownGenerate images from text prompts using FLUX.1, SDXL, SD3, DiffusionGemma.alternatives
analyze_image
david-eve-za/nvidia-nim-mcp
unknownAnalyze and describe images using vision/multimodal models.alternatives
music_search
YuanYeYouTao/netease-music-mcp
unknown分页搜索歌曲、歌手、专辑或歌单alternatives
get_songs
YuanYeYouTao/netease-music-mcp
unknown按输入顺序批量读取歌曲元数据alternatives
get_album
YuanYeYouTao/netease-music-mcp
unknown读取专辑与可选的单页曲目alternatives
show_video
vlc-mcp-server
unknownPlay a video file from the configured root folder with optional subtitle language.alternatives
set_avatar_prompt
io.github.mfukushim/map-traveler-mcp
unknownSet the prompt when generating the travel avatar image.alternatives
articulate_model
RareSense/nova3d-mcp
unknownAdds articulation/joints to an existing generated model.alternatives
generate_3d
RareSense/nova3d-mcp
unknownGenerates a structured 3D model from a text prompt, returning a GLB URL and part list.alternatives
search_transcript
youtube-captions-mcp
unknownSearch a transcript for matching timestamped passages with nearby caption context.alternatives
get_transcript
youtube-captions-mcp
unknownRetrieve a timestamped transcript page for a YouTube video.alternatives
list_transcripts
youtube-captions-mcp
unknownList manual and generated caption tracks and available translations for a video.alternatives
pexels_curated_photos
io.github.hanoak/pexels-mcp-server
unknownGet curated photos from Pexels with optional pagination.alternatives
pexels_get_photo
io.github.hanoak/pexels-mcp-server
unknownGet a single photo by its ID.alternatives
pexels_search_videos
io.github.hanoak/pexels-mcp-server
unknownSearch Pexels videos by query with optional filters (orientation, size, locale, page, per_page).alternatives
pexels_popular_videos
io.github.hanoak/pexels-mcp-server
unknownGet popular videos from Pexels with optional filters.alternatives
pexels_get_video
io.github.hanoak/pexels-mcp-server
unknownGet a single video by its ID.alternatives
pexels_featured_collections
io.github.hanoak/pexels-mcp-server
unknownGet featured photo collections from Pexels.alternatives
pexels_search_photos
io.github.hanoak/pexels-mcp-server
unknownSearch Pexels photos by query with optional filters (orientation, size, color, locale, page, per_page).alternatives
pexels_get_user_collections
io.github.hanoak/pexels-mcp-server
unknownGet collections belonging to the authenticated user.alternatives
pexels_get_collection_media
io.github.hanoak/pexels-mcp-server
unknownGet media (photos and videos) from a specific collection.alternatives
generate_music
BAWES/Imagine Music MCP
unknownGenerate music from text prompt → audio URLalternatives
get_generation
BAWES/Imagine Music MCP
unknownCheck result by task IDalternatives
list_generations
BAWES/Imagine Music MCP
unknownList recent generationsalternatives
generate_image
io.github.codeFi/mcp-nano-banana
unknownGenerate or edit images from text prompts.alternatives
generate_favicons
io.github.codeFi/mcp-nano-banana
unknownGenerate a complete favicon package from a prompt or existing image.alternatives
music_get_format
iflow-mcp_busse-flipper-mcp
unknownGet music format infoalternatives

FAQ

What are the most reliable media MCP tools right now?

As of the latest check, Glimind tracks 200 media AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank media tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a media tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.