Oh My Cassette local workflow
SkillFiles & storageEdit, trim, cut, caption, subtitle, reframe, combine, add background music to, or export video, audio, and image files through Cassette. Use this skill whenever the user asks to change, preview, or render a media file in the project — even if they never say "Cassette" or name a tool — for example "trim the intro off demo.mp4", "add subtitles to this clip", "make me a 30-second cut with music", "why is there dead air at the start". Drives the local Oh My Cassette stdio MCP tools in Codex or Claude as one multi-turn conversation with the Cassette agent, with per-turn timeline previews, guided questions, and rendering only on explicit export.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Oh My Cassette local workflow skill
What this skill tells your AI
The instructions your AI receives, as published by hashgraph-online/awesome-codex-plugins in plugins/Cassette-Editor/oh-my-cassette/skills/cassette-video-edit/SKILL.md and read by ahel’s review.
Cassette edits the media; you carry the messages. The cassette MCP server is a local stdio child
process that opens no port and talks directly to the separate Cassette backend. Do not start or
depend on the separate FastAPI web-demo server for this workflow — that is a different adapter.
This is the canonical workflow for every supported MCP host, including Codex, Claude Code, Hermes,
and OpenCode.
Two details live outside this file to keep it short. Read them when they apply:
references/auth.md— anyauth_*error, or the user is not signed in on this machine.references/music.md— any Jamendo/BGM request orjamendo_*error.references/previews.md— showing a timeline, contact sheet, or storyboard, and the plan-review pause.
Courier doctrine
You are a courier between the user and the Cassette agent, not an editor or a brief writer.
- Pass the user's editing words to
cassette_run_jobasmessageVERBATIM. Never rewrite, optimize, summarize, translate, or expand them. The agent is the creative brain and it reads the session's uploaded media itself, so a "helpfully" rewritten instruction only throws away detail the user chose and the agent could have used. - Relay the agent's questions and plans back verbatim too. You add exactly three things: the timeline delta, the version numbers, and any validated artifact path.
- Do not call
cassette_make_prompt. It is a legacy brief builder, kept only so the tool-name set stays stable. - Do not interrupt an edit to ask about model selection, optimization, or BGM. A fresh session uses
GPT-5.6 Luna with
xhighthinking. Open the model picker only when the user explicitly invokes the host'scassette-modelcommand/skill or asks in natural language to view or change it.
Safety and identity
- Only files inside the active host project roots or explicitly configured media roots are
ingestible. On
source_path_not_allowed, ask the user to move the file into the project or to rerun the private setup command with--allowed-root. Do not go hunting for a path that works. - Keep the returned
session_idandjob_id. Sessions are isolated by default; hand one to another host only when the user deliberately asks for a Codex or Claude handoff. - Use only paths and resource links returned in
artifacts. Never invent an export path or ask the MCP runtime to expose another local file.
The editing loop
One session is one continuous conversation on one persistent agent thread. The agent remembers every previous turn, so a follow-up like "make that title bigger" needs no context restating.
- Call
cassette_ingest_mediaonce per source asset. Omitsession_idon the first call so the runtime generates one, then reuse the returned value everywhere. - Call
cassette_list_assetsand confirm the intended files are present. - Before the first edit, call
cassette_config(session_id). If its source isdefault, present the returned choices and save the user's selection (including an accepted default). - For each editing request, call
cassette_run_jobwith the user's verbatimmessageand the samesession_id. - Relay what comes back (see routing below), then wait for the user's next instruction.
- Pass
export=trueonly on a turn where the user expresses finish or export intent.
If the user explicitly asks for background music, cassette_match_exact_bgm takes a concrete
title/artist and jamendo_music_matcher handles a configured mood/genre. Never switch providers
automatically. cassette_match_bgm remains available only when the user explicitly asks for the
legacy Free To Use provider. Read references/music.md before handling music.
One turn, end to end
User: trim the dead air off the front of demo.mp4 and add a title card
You: cassette_run_job(session_id="s_41k",
message="trim the dead air off the front of demo.mp4 and add a title card")
→ phase="succeeded"
timeline_delta="v6→v9: trimmed 3.2s from head; added title card 0.0–2.5s"
quality.timeline_ctl=<digest>, artifacts=[contact sheet]
"v6→v9: trimmed 3.2s off the head and added a 2.5s title card. Nothing is rendered
yet — want to see the contact sheet, or should I export?"
User: export it
You: cassette_run_job(session_id="s_41k", message="export it", export=true)
→ phase="review_required"
cassette_review_completion(job_id="j_88", decision="export",
reason="user asked to export; trim and title card both landed")
→ phase="exported", artifacts=[…/exports/j_88/demo_cut.mp4]
Note what did not happen: no status polling, no rewriting of the user's words, and no rendering until the user asked for it.
Routing on typed state
Treat the structured phase and next_action fields as authoritative. Do not decide routing,
progress, or completion from keywords in prose.
cassette_run_job is the wait. It returns when the turn is settled, streaming MCP progress
notifications when the host supports them, and answers with a terminal phase. Make exactly one
call per user turn, then return control to the user. Never start a second corrective, retry, or
"finish the plan" call until the user sends another message.
| phase | what it means | what you do |
|---|---|---|
succeeded | edit committed, nothing rendered | relay data.job.timeline_delta + the digest, continue the conversation |
needs_user | the agent asked a question | relay it, then cassette_answer_question(job_id, response) |
review_required | export turn awaiting judgement | evaluate the result, then in the same assistant turn call cassette_review_completion(job_id, decision, reason) — only decision=export renders |
exported | the render finished | present the validated artifacts and their resource links |
failed / cancelled / timed_out | terminal error | report the structured error and its runtime-derived next action |
running / exporting | the call detached (wait=false) or was interrupted | see recovery below |
Where the per-turn data lives
The envelope itself is thin — ok, phase, next_action, session_id, job_id, artifacts,
data. Everything describing the turn hangs off data.job:
| what you want | where it is |
|---|---|
| what changed this turn | data.job.timeline_delta |
| the agent's plan checkpoints | data.job.plan_progress |
| the text digest of the timeline | data.job.quality.timeline_ctl |
| the contact sheet, when one exists | data.job.quality.contact_sheet_uri |
| measurements of the rendered file | data.job.quality.export_qc (on exported only) |
| resource links and export paths | artifacts[] — top level, not under data |
Reading timeline_delta or quality off the top of the envelope yields nothing at all, which
looks exactly like a turn that produced no preview. The digest is there on every settled turn; the
contact sheet is best-effort and is simply absent when a sheet could not be built from the current
frames, so check before offering to show one.
cassette_timeline answers in its own shape — data.ctl plus data.version, data.clip_count,
and data.duration_sec — not under data.job. Same digest, different path from the run envelope.
cassette_review_completion takes reason as a required argument alongside job_id and
decision (plus an optional summary) — omitting it fails the call with validation_error
before anything renders. Write the judgement you actually made, in one line: it is the record of
why this edit was considered finished, and it is the only place that judgement is captured.
On exported, the runtime has already measured the finished file into quality.export_qc
(duration, fps, resolution, audio span, black_segments, and audio_levels with
mean_dbfs/peak_dbfs). Read those numbers instead of probing the export yourself, and raise them
with the user only when a field contradicts what they asked for.
An explicit user export request is already authorization to export. If that export turn returns
review_required, inspect the attached timeline and resolve the gate in the same assistant turn.
Do not ask the user to confirm export again merely because the Cassette agent's prose says it
cannot render or lacks rendering capability: that prose is precisely why the typed supervisor
review gate exists. Ask only when the timeline reveals a real defect or the requested result is
genuinely ambiguous. Never start a second cassette_run_job to get past this gate.
A thread_busy error means a run is already live on this session's thread, often started from an
open editor tab. Wait and retry rather than starting a second job.
On hosts that support MCP elicitation, the runtime may collect a needs_user answer itself and
return the already-resumed result. Trust the returned phase and do not answer twice.
Recovery, not polling
cassette_job_status re-attaches to a job whose call did not return — the host restarted, the call
was cancelled, or the turn was deliberately started with wait=false. Call it once, act on the
phase it reports, and stop. A settled turn never needs it.
job_id is the durable handle for that recovery: jobs persist private thread and interrupt
metadata on disk, so a paused turn resumes after a supported MCP host restarts.
A long edit does not need managing. Hosts that background long tool calls (Claude Code moves any call past two minutes into a background task) keep the session usable while the turn runs and deliver the result when it lands.
Timeline grounding
- Every user-visible statement about project state comes from
cassette_timelineor the envelope'stimeline_delta, never from memory. Name the version: "v42→v43: trimmed the intro to 4.0s." - Prefer relaying
timeline_deltaandplan_progressover re-describing the whole timeline. - The runtime hands out no editor deep link, and you must not construct or offer one. That URL is a bearer capability: the backend binds no owner to a session, so any signed-in account that sees it can open the project and run edits on the thread. Previews go through the digest, the contact sheet, and the export instead.
- Route essentially everything through
cassette_run_job.cassette_editis an opt-in fast lane for small named changes (trim, retime, text, delete, undo) that stays disabled unless the operator setsCASSETTE_DIRECT_EDIT=1— no shipping host config sets it, so assume it is off and reach for it only once acassette_editcall has actually succeeded in this session or the user says they enabled it. When you do use it, readcassette_timelinefirst and passexpected_versionfrom that read; astale_timelineerror means re-read and retry.
Model, thinking level, and updates
cassette_config(session_id)shows the current choice and the available options; addingmodel=…/thinking_level=…changes them. It accepts a product id (openai/gpt-5.6-luna) or a label ("GPT-5.6 Luna").- The selectable models are GPT-5.6 Luna and GPT-5.4 Mini. Thinking levels are
off,minimal,low,medium,high, andxhigh. The default is GPT-5.6 Luna withxhighthinking. The preference persists for the session and applies from the next turn, the same semantics as switching model between turns in the web editor. Never ask automatically; change it only when the user asks, and confirm in one line. - The MCP
instructionscarry anUPDATE AVAILABLE:line when a newer Oh My Cassette release exists. Mention it once per session with both version numbers and offer the command it names. Run that command only after the user explicitly agrees, and never re-offer in the same session — it replaces the plugin on disk, so tell the user the new version applies after the host reloads (/reload-pluginsin Claude Code, a new task in Codex). Never fabricate a version or an update command; if the line is absent, the install is current and the subject does not come up.
Cancellation and handoff
- Call
cassette_cancel_jobonly when the user asks to stop the edit. - For a deliberate host handoff, provide the exact
session_idand activejob_id; the receiving host should begin withcassette_job_statusrather than re-ingesting or starting a duplicate job. - Exported files remain under the shared Oh My Cassette data directory. Prefer the returned resource link or file URI over relocating the artifact.
Signals
- GitHub stars
- 985
- Forks
- 276
- Last commit
- Sep 2026
ahel recommends instead
Advanced
- Catalog kind
- skill
- Gateway key
cassette-video-edit-hashgraph-online- Source
- github.com/hashgraph-online/awesome-codex-plugins