Squall Studio
https://squallstudio.com/api/mcp ↗
Description
Read, edit and generate AI microdrama scripts, shots, characters and video in Squall Studio
What our measurements say
Squall Studio is a remote MCP server published at squallstudio.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 1,015 ms, a delay an agent will notice. It exposes a broad tool surface of 29 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names are generally descriptive for basic operations (e.g., list_projects, get_project).
- Parameters include required/optional flags and clear types for most fields.
- Some tools explicitly mention credit costs and usage constraints (e.g., generate_shot_clip).
Weaknesses
- Descriptions occasionally focus on functionality rather than use cases (e.g., get_episode_editor lacks explicit triggers for when to use it).
- Parameter types like 'patch' (object) lack detailed schema examples, risking misuse.
- Error handling and constraints are inconsistently documented across tools.
get_episode_editor— Description does not clarify when to prefer this over narrower calls, risking misuse.generate_script— Parameter 'idempotency_key' is required but its purpose is not explained in the description.update_shot— Parameter 'patch' (object) lacks detailed schema, making required fields ambiguous.list_shot_continuity_references— Overlaps with 'remove_shot_continuity_reference' in purpose, creating potential confusion.
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 175ms → warm 171ms (penalty 4ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
list_projectsList all projects owned by the authenticated user.
get_projectGet one project's summary and current workflow step.
project_idstringrequired
get_project_episodesList the episodes in a project.
project_idstringrequired
get_episodeGet one episode record.
episode_idstringrequired
get_episode_editorGet the full episode tree in one call: project, episode, outline, script, segments, shots, characters, looks, locations and jobs. Prefer this over several narrower calls.
project_idstringrequiredepisode_idstringrequired
get_episode_shotsList the shots in an episode.
episode_idstringrequired
list_episode_segmentsList the video segments in an episode.
episode_idstringrequired
get_scene_assetsGet one scene with its shots, characters, locations and continuity references.
project_idstringrequiredepisode_idstringrequiredscene_numberintegerrequired
get_project_scriptGet a project's full script package.
project_idstringrequired
get_project_charactersList a project's characters.
project_idstringrequired
get_characterGet one character record.
character_idstringrequired
get_character_looksList a character's looks.
character_idstringrequired
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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