Every change Wellknown observed on this MCP server, newest first, with what it was before and what it became. Tool-surface changes carry the definition diff. Nothing here is edited after the fact.
Changed the definition of "humanize-comment"
⟨7 unchanged words⟩ writers (Qwen3.8 Novelist/friend, DeepSeek V4.1 Flash/forum,Gemma-4-12BCydonia-24B v4.3/peer (StarryOcean/peerOcean fallback on mcp), Qwen3.8 antislop/plain, Mercury 3/quick), eachwith a different voice prom…with… text:Draft -> text:Context -> text:Guidance -> join:Judge: context+originalContext+Guidance -> join:Context+GuidanceWriter input -> join:WriterJudge:inputcontext+original -> llm:Writer A (Qwen3.8-27B Novelist, voice ⟨9 unchanged words⟩ voice: forum) -> llm:Writer C (Gemma-4-12B StarryCydonia-24BOceanv4.3, voice: peer) -> llm:Writer D ⟨35 unchanged words⟩ GLM-5.3); returns text. Runs on NanoGPT —$0.01$0.02 deposit per call, paid in Nano (XNO ⟨8 unchanged words⟩ , change returned; no account needed; last run$0.0031$0.0032,~54s.~34s.
Changed the definition of "humanize-comment" and "idea-to-3d-model"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0017$0.0031,~26s.~54s.
⟨67 unchanged words⟩ path in result). Runs on NanoGPT —$0.05$0.51 deposit per call, paid in Nano (XNO ⟨85 unchanged words⟩
Changed the definition of "humanize-comment"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0039$0.0017,~39s.~26s.
Changed the definition of "humanize-comment"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0028$0.0039,~37s.~39s.
Changed the definition of "humanize-comment"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0021$0.0028,~34s.~37s.
Changed the definition of "character-sprites" and "humanize-comment"
⟨85 unchanged words⟩ returned; no account needed; last run $0.0221,~2m 8s.~86s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0031$0.0021,~29s.~34s.
Changed the definition of "humanize-comment"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0032$0.0031,~46s.~29s.
Changed the definition of "humanize-comment"
⟨135 unchanged words⟩ , change returned; no account needed; last run$0.0026$0.0032,~45s.~46s.
{"properties":{"Context":{"description":"* required;TextText; at most 3500 characters","maxLength":3500,"type":"string"},"Draft":{"description":"* required;TextText; at most 1500 characters","maxLength":1500,"type":"string"},"Guidance":{"description":"Text; default: \"a friendly, specific reply\";optional
Changed the definition of "humanize-comment"
Draft + Context + Guidance →45 writers (3 community anti-slop finetunes + Gemini Flash) rewrite inQwen3.8NanoNovelist/friend,Maxi'sDeepSeekvoiceV4.1→Flash/forum,GLM-5.3Gemma-4-12BjudgeStarrypicksOcean/peer,the
Changed the definition of "humanize-comment"
⟨122 unchanged words⟩ , change returned; no account needed; last run$0.0029+$0.0037,~71s.~31s.
Added "humanize-comment"; changed the definition of "character-sprites" (10 tools before, 11 now)
⟨85 unchanged words⟩ returned; no account needed; last run $0.0221,~1m~2m48s.8s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
Draft + Context + Guidance → 4 writers (3 community anti-slop finetunes + Gemini Flash) rewrite in Nano Maxi's voice → GLM-5.3 judge picks the most human rewrite that keeps every fact, or ORIGINAL.… text:Draft -> text:Context -> text:Guidance -> join:Judge: context+original -> join:Context+Guidance -> join:Writer input -> llm:Writer A (Qwen3.8-27B antislop) -> llm:Writer B (Gemma-4-31B StyleTune) -> llm:Writer C (Orion 26B-A4B v1.1) -> llm:Writer D (Gemini 3.8 Flash) -> join:Judge: +A -> join:Judge: +B -> join:Judge: +C -> join:Judge: +D -> llm:Decider (GLM-5.3); returns text. Runs on NanoGPT…
Added "idea-to-3d-model" and "mix-the-references" (8 tools before, 10 now)
Idea → concept art → 3D model. Write one object in plain words. An LLM turns it into a concept-art description (shape, parts, materials, colors). Join adds fixed render rules (one whole object, thr… text:Object idea -> text:3D-ready render rules -> llm:Concept description -> join:Concept prompt -> image:Concept art -> model3d:TRELLIS.2 → GLB; returns model3d (trellis-2/image-to-3d) saved to disk (file path in result). Runs on NanoGPT — $0.05 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed. Example: 3D sample (https://nanoodle.com/e…
Mix four references into one picture. Each reference is its own node: who (the character), what they wear, what they hold, and where they stand. FLUX.3 Klein Edit gets them in port order and the in… text:Who · character -> text:What they wear · outfit -> text:What they hold · prop -> text:Where · place -> text:Mix instruction (names each image) -> image:1 · Character -> image:2 · Outfit -> image:3 · Prop -> image:4 · Place -> edit:Mix · FLUX.3 Klein Edit; returns image (flux-3/klein/edit-image, 1024×1024) saved to disk (file path in result). Runs on NanoGPT — $0.08 deposit per call, paid in N…
Changed the definition of "image-model-arena"
⟨100 unchanged words⟩ , change returned; no account needed; last run$0.2455$0.264,~1m 39s.~73s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#image-model-arena). The ⟨29 unchanged words⟩
Changed the definition of "character-sprites"
⟨86 unchanged words⟩ no account needed; last run $0.0221, ~1m52s.48s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
Changed the definition of "character-sprites"
⟨86 unchanged words⟩ no account needed; last run $0.0221, ~1m56s.52s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
Changed the definition of "neon-shrine-duel"
⟨80 unchanged words⟩ cost + 20%, change returned; no accountneeded.needed; last run $0.2601, ~47s.
Changed the definition of "character-sprites", "storyboard-relay" and "talking-avatar"
⟨60 unchanged words⟩ paths in result). Runs on NanoGPT —$0.05$0.06 deposit per call, paid in Nano (XNO ⟨8 unchanged words⟩ , change returned; no account needed; last run$0.0201$0.0221,~78s.~1m 56s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
⟨119 unchanged words⟩ Changed the definition of "tiny-world-film"
⟨63 unchanged words⟩ paths in result). Runs on NanoGPT —$0.63$0.65 deposit per call, paid in Nano (XNO ⟨5 unchanged words⟩ cost + 20%, change returned; no accountneeded.needed; last run $0.27, ~2m 11s.
Changed the definition of "character-sprites" and "storyboard-relay"
⟨85 unchanged words⟩ returned; no account needed; last run $0.0201,~1m 31s.~78s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
⟨143 unchanged words⟩ , change returned; no account needed; last run$0.0656$0.0652,~5m~2m11s.
Changed the definition of "character-sprites" and "photo-to-video"
⟨86 unchanged words⟩ no account needed; last run $0.0201, ~1m32s.31s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
⟨77 unchanged words⟩ cost + 20%, change returned; no accountneeded.needed; last run $0.21, ~1m 30s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#photo-to-video). A ⟨24 unchanged words⟩
Changed the definition of "sing"
⟨105 unchanged words⟩ , change returned; no account needed; last run$0.0497$0.1502,~1m~2m56s.35s. Example: Audio sample (https://nanoodle.com/examples/gallery/#sing). A ⟨28 unchanged words⟩
Changed the definition of "character-sprites" and "storyboard-relay"
⟨81 unchanged words⟩ cost + 20%, change returned; no accountneeded.needed; last run $0.0201, ~1m 32s. Example: Iron Verdict (https://nanoodle.com/examples/iron-verdict/). A ⟨35 unchanged words⟩
⟨140 unchanged words⟩ cost + 20%, change returned; no accountneeded.needed; last run $0.0656, ~5m 11s.
Added "neon-shrine-duel", "storyboard-relay" and "tiny-world-film"; removed "combine-images", "deslop", "edit-a-photo" and 5 more; changed the definition of "image-model-arena", "photo-to-video", "sing" and 1 more (13 tools before, 8 now)
Compare four image models on the sameusefulbrief. Run makes four paid images. Judge the exacttextheading and footer, object count, tool shapes, composition andcolor beforecolor.choosingChange themodel for yoursharedownbrieftask.toEach
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~57s.~48s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.0101$0.01,~51s.~57s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.01$0.0101,~42s.~51s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon" and "talking-avatar"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~41s.~42s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
⟨55 unchanged words⟩ path in result). Runs on NanoGPT —$0.53$0.65 deposit per call, paid in Nano (XNO ⟨43 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.0101$0.01,~47s.~41s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.01$0.0101,~36s.~47s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~84s.~36s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~40s.~84s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "talking-avatar"
⟨55 unchanged words⟩ path in result). Runs on NanoGPT —$0.63$0.53 deposit per call, paid in Nano (XNO ⟨43 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~50s.~40s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~45s.~50s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~69s.~45s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~51s.~69s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~44s.~51s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Certificate changed, valid to 2026-12-18
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~46s.~44s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~38s.~46s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.0101$0.01,~43s.~38s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Changed the definition of "favicon"
⟨76 unchanged words⟩ , change returned; no account needed; last run$0.01$0.0101, ~43s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon) ⟨24 unchanged words⟩
Changed the definition of "favicon"
⟨77 unchanged words⟩ returned; no account needed; last run $0.01,~66s.~43s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A ⟨22 unchanged words⟩
Certificate recorded, valid to 2026-10-20
Authorization not required
First tool surface recorded: 13 tools (server version 0.6.0)
Showing the latest 46 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
⟨56 unchanged words⟩ path in result). Runs on NanoGPT —$0.65$0.66 deposit per call, paid in Nano (XNO ⟨43 unchanged words⟩
MakeCreate afive-second ambientfirstloopframeconcept:with Muse,drawsthentheanimatefirstoneframesmall($0.01),movement with MiniMax H3 Spicyanimatesatone480psmallformovementfive(480p,seconds.$0.20).ChangeThisthemodelstillsupportsandimage-to-video;motionthebriefsscenetogether.isInspectaobjectsimplestabilitypr…and motion; a s… text:Still brief -> text:Motion brief -> ⟨74 unchanged words⟩
DraftStartanwithoriginalaclosing-creditssongsong.ideaOneandtextthemodelbandswritesyoulyrics;like.MurekaThreeGeneratetextSongcallssingswrite lyrics, arrange them,usingandtheidentifyeditablewhatmusicalwouldstyle.clashMusicwithstepthat$0.225,arrangement.plusThetext.arrangementListenandforavoid-listclearbecomewords,onemelodymusical…di… text:SongInstructionsidea -> text:MusicalPreferredstylebands -> join:Idea + musical references -> llm:LyricsWrite lyrics -> join:Brief + finished lyrics -> llm:Arrange the song -> llm:What would clash? -> join:Arrangement + avoid-list -> music:Song;Sing; returns audio (mureka-v9.5/generate-songmusic-3) saved to disk (file path in result). Runs on NanoGPT —$0.55$0.37 deposit per call, paid in Nano (XNO ⟨53 unchanged words⟩
{"properties":{"LyricsArrange_the_song":{"description":"System prompt; default: \"Writeoriginalonesingablecompactlyricsmusic-generatorfromprompt:theabriefsingle paragraph,maximumat160mostwords.60Plainwordslanguage,andconcrete450details,characters.natural
PrototypeCreate a short spoken introduction with a fictional presenter. ⟨4 unchanged words⟩ MiniMax Speech reads the script, and LongCatanimatescombinesspeechtheatimage480p.andKeepaudioscriptsintoundera30speakingseconds.videoCostat…480p. Keep… text:Presenter look -> text:Spoken script -> ⟨75 unchanged words⟩
seed → GLM writes Anima still prompt → anima/text-to-image → GLM writes H3 Max motion prompt → minimax/h3-max i2v at 480p/5s. Change the seed; both LLMs rewrite prompts. ~$0.27 sampled. Hold both f… text:Fight seed -> llm:Still prompt -> llm:Motion prompt -> image:Fight still -> ivideo:Clash clip; returns video (h3-max) saved to disk (file path in result). Runs on NanoGPT — $0.63 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed.
Make a two-frame story through a handoff between models. Muse establishes the opening. Nano Banana stages the next beat from that actual image. Gemini compares both frames; Muse Edit uses the draft… text:First scene -> text:Next beat -> text:Continuity rules -> image:Muse opens the story -> join:Opening brief + next beat -> resize:Frame 1 -> join:Next beat + continuity rules -> edit:Nano Banana stages the next beat -> llm:Draft continuity check -> resize:Draft frame 2 -> join:Story + observed repair notes -> edit:Muse repairs the continuity -> resize:Frame 2 -> llm:Continuity notes; returns i…
Muse builds a miniature. Wan animates that exact image. Mirelo watches the resulting silent clip and adds foley. Three models pass actual media forward. Compare the silent and sounded takes. Defaul… text:World -> text:Motion -> image:Build the miniature -> ivideo:Silent take -> resize:First frame -> vedit:Film with foley; returns image + video (sfx1.6/video-to-video) saved to disk (file paths in result). Runs on NanoGPT — $0.63 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed.
Upload a product, then a setting, to preview placement before a photoshoot. Muse Edit uses both reference images ($0.01/image). Inspect product identity, scale and contact shadows; this is a concep… upload:Product photo -> upload:Setting photo -> text:Placement brief -> edit:Product in setting; returns image (muse-image/edit) saved to disk (file path in result). Runs on NanoGPT — $0.18 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed; last run $0.075, ~1m 49s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#combine-…
Edit a customer notice without losing prices, dates or caveats. Grok drafts; a second model compares the draft with the source; Grok applies the review. Three paid text calls. The review checks wri… text:Your draft -> llm:First rewrite -> join:Source and rewrite -> llm:Fact and clarity review -> join:Source, rewrite and review -> llm:Edited notice; returns text. Runs on NanoGPT — $0.10 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed; last run $0.0341, ~78s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#deslop). A…
Upload a product photo and make a clean catalog image. Muse Edit preserves the product while changing the background ($0.01/image). Check logos, small details and color against the original before … upload:Product photo -> text:Edit request -> edit:Clean product photo; returns image (muse-image/edit) saved to disk (file path in result). Runs on NanoGPT — $0.18 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed; last run $0.075, ~80s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#edit-a-photo). A bottle image edit wi…
Turn a brand brief into a square favicon concept. GLM Flash condenses the brief; Muse renders one image (image step $0.01, plus text). Inspect at 16px; export or convert to favicon sizes separately. text:Brand -> llm:Icon prompt -> image:Favicon; returns image (muse-image/text-to-image, 1:1) saved to disk (file path in result). Runs on NanoGPT — $0.03 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed; last run $0.01, ~48s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#favicon). A lighthouse-inspired icon for a pock…
Create an editorial product concept from a description and lighting choice. GLM Flash structures the brief; Bria FIBO renders at 1MP (image step $0.04, plus text). FIBO is offered as a model traine… text:Product -> choice:Light -> join:Brief -> llm:Structured prompt -> image:Still; returns image (fibo-generate-1.5/text-to-image, 1mp) saved to disk (file path in result). Runs on NanoGPT — $0.10 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#fibo-studio-still). An amb…
Create a landscape travel postcard illustration from a place and mood. Change both inputs for a new destination. GLM Flash writes the prompt; Muse renders at 3:2 (image step $0.01, plus text). Insp… text:Place -> choice:Vibe -> join:Spec -> llm:Postcard prompt -> image:Postcard; returns image (muse-image/text-to-image, 3:2) saved to disk (file path in result). Runs on NanoGPT — $0.03 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#night-market-postcard). An illustrat…
Create a short product-motion concept from an object and camera move. GLM Flash structures the brief; Omni Flash 1.1 renders 5s at 360p / 16:9 (video step $0.195, plus text). No upload required. In… text:Object -> choice:Move -> join:Brief -> llm:Video prompt -> tvideo:Clip; returns video (gemini-omni-flash/v1.1) saved to disk (file path in result). Runs on NanoGPT — $0.10 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#omni-flash-turntable). A 360p draft camera orbi…
Turn a screen brief and visual style into a UI concept for design review. Qwen Image 3 Pro renders at 1K ($0.04/image); no prompt-writing call. Keep the combined brief and style under the model lim… text:Screen brief -> text:Visual style -> join -> image:Screen concept; returns image (qwen-image-3-pro, 1k) saved to disk (file path in result). Runs on NanoGPT — $0.20 deposit per call, paid in Nano (XNO) — settles at actual model cost + 20%, change returned; no account needed; last run $0.079, ~2m 16s. Example: Reviewed sample (https://nanoodle.com/examples/gallery/#render-a-mockup). A repair-s…