Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Celeste map editor for AI agents: read, edit, validate, preview and generate .bin maps.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
LOENN_MCP_WORKSPACE어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
실행하기 전에 빈 값을 채워 주세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
LOENN_MCP_WORKSPACE env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 Magedeline 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(7.2.0)은 15일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Live in-stock Hetian jade from Yufu, Shanghai: prices, monthly price guide, book a viewing.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
A Celeste map editor for AI agents — a Model Context Protocol (MCP) server that brings full Celeste .bin map editing to Claude, GitHub Copilot, and other MCP clients, plus a standalone pcgscene CLI for scripting and CI. Read, edit, analyze, generate, and preview maps without opening Lönn.
*"For AI agents" describes who talks to this server (any MCP client), not what runs inside it — every tool here is deterministic and procedural. See No AI Inside.*
Works with Everest mods and maps from Lönn or Ahorn.
pcgscene CLIMCP tools for complete map manipulation (full list in the tool reference), plus the pcgscene command-line tool for scripting and CI. Every write keeps a timestamped backup, maps open in Lönn are protected from MCP writes, and gray-box rooms painted in Sprite Fusion import directly.
Reading & Querying
list_maps — List all .bin filesread_map_overview — Summary of rooms, entities, triggers, stylegroundsread_room — Full room details (tiles, entities, triggers, decals)get_room_tiles — Raw tile grid (FG or BG)read_map_metadata — Quick metadata without full readsearch_entities — Find entities by type, position, roomsearch_triggers — Find triggers by typecompare_rooms — Side-by-side room comparisonEditing
add_entity / remove_entity — Place or delete entitiesupdate_entity / move_entity — Modify entity properties or positionadd_trigger / remove_trigger — Place or delete triggersset_room_tiles — Replace tile gridadd_room / remove_room — Create or delete roomscreate_map — Create new .bin fileupdate_room — Modify room properties (music, dark, wind, etc.)clone_room — Duplicate a roombatch_add_entities — Add multiple entities at onceresize_room — Change room dimensionsJSON & Authoring (see JSON round-trip & authoring)
map_to_json / json_to_map — Any .bin to typed JSON and back, byte-identical; refuses lossy writescheck_authoring_json — Resolve hand-written content: defaults filled from Lönn plugins, unknown names flaggedmerge_json_into_map — Add entities/triggers/rooms to a map; dry-run diff + highlighted preview, map-wide unique IDs, placement checks, additions onlyrun_author_script — Run a JavaScript authoring script (js/, lucid-dream style) and merge its outputDecals & Effects
list_decals / add_decal / remove_decal — Manage foreground/background decalslist_stylegrounds / add_styleground / update_styleground / remove_styleground — Manage map effectsDefinitions & Catalog
list_entity_definitions / get_entity_definition — Browse entity types; look a definition up by the name placed in maps (e.g. MyMod/CloudBoss)find_missing_definitions — Namespaced entities/triggers in a map that no installed Lönn plugin definesaudit_plugin_coverage — C# [CustomEntity] names with no Lönn plugin, and plugins with no C# code (reads the .csproj compile list)list_trigger_definitions / get_trigger_definition — Browse trigger typeslist_effect_definitions / get_effect_definition — Browse effect typesBasic Analysis
analyze_map — Entity counts, type breakdown, world boundsvisualize_map_layout — ASCII mini-mappreview_map_section — Detailed ASCII previewAdvanced Analysis
analyze_entity_usage — Entity stats across entire mapanalyze_difficulty — Room/map difficulty estimationfind_entity_references — Locate all instances of an entity typedetect_map_patterns — Identify design archetypes (linear, hub, etc.)analyze_room_connectivity — Adjacency graph analysisSuggestions & Improvements
suggest_improvements — Actionable room suggestionscompare_maps — Structural diff between mapsWiki & Caching
wiki_save / wiki_search / wiki_list / wiki_get — Persist and retrieve analysis resultsProject Management
get_mod_info — Project metadata and structurevalidate_map / batch_validate_and_fix — Playability validation with auto-fixgame_status / game_reload_map / game_teleport / game_log — Drive the running game through Everest's debug server: see where you are, reload an edited map, jump to a room, read load errorsgame_play_tas — Play CelesteTAS inputs from a room's spawn and report the room, position, deaths and dashes at the end: proof a room is beatable, or that a shortcut failsvalidate_audio — Every audio event a map references, checked against GUIDs.txt and the game's FMOD banks, with closest-match suggestionsexport_room_json / import_room_json — JSON room exchangeDiffing
summarize_map_diff — Track map evolution with snapshotsrender_map_html — Interactive HTML map preview with tiles, colour-coded entity markers, zoom/pan, search and a minimap; reads a .bin or a typed JSON dump, and can highlight a planned merge (overlay)Pattern-Based Generation
build_pattern_library — Extract patterns from existing mapsgenerate_room_from_pattern — Generate rooms with strategy + seedingest_external_map — Download and extract patterns from GameBananaImage & Terrain Generation
generate_map_from_image — Convert color-mapped images to playable mapsgenerate_terrain_map — Procedural maps with Perlin noise + Voronoi biomespreview_terrain_biomes — Preview biome layout before generationNo map is overwritten silently.
%LOCALAPPDATA%\loenn-mcp\backups\ \ \ . .bin. Each tool result ends with a line naming the file written and its backup.map_copy, edit the copy, map_diff, then map_commit (dry run first; can take only some rooms; refuses rooms that fail validation, such as rooms without a player spawn).LOENN_MCP_PROTECT (glob list, ;-separated, relative to the mod) makes matching maps read-only except through map_commit. Recommended for CEL: Maps/CEL/Area/*.bin;Maps/CEL/BSide/*.bin;Maps/CEL/CSide/*.bin;Maps/CEL/DSide/*.bin;Maps/CEL/ZSide/*.bin.editor_open, or open in your own Lönn, because Lönn's next save would overwrite them.map_backups lists backups, map_restore puts one back (backing up the current file first).map_diff compares meaning, not bytes: rooms, geometry, fg/bg tile cells, entities and triggers by id, decals, stylegrounds and metadata. Lönn re-encodes the whole file on save, so a byte diff says nothing useful.Round trips are tested. To check every map in a folder (.bin to tree to .bin, and .bin to typed JSON to .bin, both byte-identical):
LOENN_MCP_TEST_MAPS="<Maps folder>" python -m unittest discover -s tests -k RealMaps
editor_open(map, room) starts Lönn on that map and room. editor_wait blocks until you save (and reports the semantic diff of that save) or close Lönn. editor_close closes it, asking Lönn first; force kills it.
What this relies on, read from Lönn 1.0.10's source and tested on Windows:
| Mechanism | Behaviour |
|---|---|
Lönn.exe | Opens that map instead of the last one. |
--storage-directory | Uses for settings, persistence, backups and plugin settings. The MCP uses an isolated copy (%LOCALAPPDATA%\loenn-mcp\loenn-storage, seeded from your settings and plugin settings), so your recent files are untouched. storage="user" uses your normal Lönn folder. |
| Room selection | No command-line option exists. Lönn selects persistence.lastSelectedRoomName on load, so the MCP writes that key (and the camera) before launch. |
| Detecting a finished edit | Lönn saves to .bin.saving, verifies it, then renames it over the map. The MCP watches the map's size, mtime and hash, ignores it while .saving exists, and only counts bytes that parse. |
| Reloading in a running Lönn | Not possible: Lönn has no IPC or single-instance lock. Close and reopen (editor_close, then editor_open). |
The editor side is an adapter (loenn_mcp/editors): LoennAdapter today, and RysyAdapter launches Rysy (--map) with the same watching, so the tool surface can move to a Rysy-based setup unchanged.
Paint gray-box rooms in Sprite Fusion and import them as Celeste rooms.
sf_make_tileset() writes celeste_graybox.png, a legend and a README to %LOCALAPPDATA%\loenn-mcp\sprite-fusion.celeste_graybox.png with tile size 16. Make the map 40x23 cells for one screen (one cell = one 8x8 Celeste tile). Paint ground on a layer with Collider on, background walls on a layer named bg, and player, spikes, spring, refill, strawberry, jump-through or dream block anywhere.map.zip), then call sf_import(export_path, map_path, room, output_path=...), dry run first.Details:
entity, anchor and entity data to place another entity; unknown names are refused.replace=true, which swaps its fg/bg tiles and entities and keeps triggers, decals and settings.legend_path) can map your own tileset's tiles to kinds and foreground tile characters.Summer Engine is a Godot 4.7 fork. Rooms can be painted there as s
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