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🧰 Context Workbench

Inspect, repair, extract, and shrink context before it reaches a model.

GUIDED CONTEXT WORKBENCH · DELIBERATE ACTIONS ONLY

Choose one context job

Mode links select a view only. Query strings never load payloads, run tools, send requests, or restore prior work.

SELECTED MODE

Repair

Input: Malformed structured output

Deliberate action: Preview deterministic repair

Result: Repaired output and exact receipt

Continue to the preserved browser-local repair controls below. Nothing runs when a mode is selected.

LOCAL PREVIEW · API/MCP EXPORT

Start with the outcome

No network request runs during paste or preview. Load sample → Run locally → Inspect receipt → Copy API or MCP request.

THREE USEFUL STARTS

Choose the job you need to finish

Each path loads a reviewable sample and runs through the same deterministic browser-local cores used by HTTP and MCP.

Format
Shape
Exact size
Estimated tokens
Risk flags
Open full Structured Output RescueOpen full Agent Context Handoff Workbench

Transformation receipt

Export the same request

Nothing is sent automatically. Pick a format and copy it into your own HTTP or MCP client.

Versioned workflow recipe

Portable review artifact only. Import, dry review, and Context recipe diagram generation never execute or send the recipe.

SVG source
Advanced review packs

CONTEXT OPS CA3–CA12 · BROWSER-LOCAL

Build a job-first Context Pack

Prepare API, CI, RAG, handoff, contract, evaluation, failure, accessibility, patch, log, structured-data, HTTP-security, or file-integrity review context for one model turn. Every omission stays visible in a utilito.context-pack.v1 receipt; submitted values are never summarized by a model.

Nothing is uploaded. Start with a sample or use the current Context input.

Context Pack receipt

Copy the same Context Pack request

Available only after a successful local build. The request uses response_mode: full and sends nothing until you submit it.

LOCAL FILE — NEVER UPLOADED

Bounded file mode

Inspect JSONL, CSV, logs, or a top-level JSON array in bounded chunks. Monolithic JSON objects fail honestly instead of being buffered or uploaded.

Choose a local file. No request will be made.

Deterministic file manifest

Start with the job, not the tool

Malformed model outputRepair JSON and inspect every deterministic change.repair
Oversized API responseExtract the exact fields needed before model context.extract
Unknown large structureKeep representative values and explicit truncation markers.shrink
Linked transformationExport a bounded request for POST /api/run or hosted MCP.run_tool

Linked API endpoints

POST /api/run · POST /api/batch · POST /api/pipeline

Copy the Context Ops API recipes.

Mixed processing

No network request runs during paste or preview. Exported requests run only when you submit them.

What this tool does

Context Workbench previews deterministic repair, extraction, and reduction locally, then exports the same API or MCP request.

Why it is useful

A human can inspect exact byte changes and visible repairs before any context is sent to a server or model.

Local product front door

Paste once, inspect shape and size, choose a job, preview the result, then copy JSON, curl, or MCP arguments.

Exact receipts

Bytes are exact. Token counts are clearly labeled estimates. Repairs and truncation remain visible.

Privacy note

Paste and preview stay in this browser. Exported requests are inert until you submit them.

Important limitation

Do not paste secrets or regulated data. Server execution remains bounded by the published API limits.

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