LatentGate Context Saver
Stop logs, JSON and web pages from flooding your agent's context. Teaches your agent to read them through LatentGate: 400-line log, 13,641 → 145 tokens.
$5
Works with the AI Agents you already use
LatentGate Context Saver
Example session with this skill installed
The build failed and generated a 5MB log file at ./build.log. Can you use LatentGate to find the first instance of a NullPointerException without flooding my context window?
- Read your context and instructions
- Compiled the latentgate context saver
I have processed the 5MB build log using the LatentGate read_file_optimized tool at the balanced level. By targeting the specific exception, I reduced the context impact from approximately 1.2 million tokens to 845 tokens while preserving the error sequence.
Log Analysis Summary
| Metric | Value |
|---|---|
| Original Size | 5.2 MB (~1,240,000 tokens) |
| Optimized Size | 3.4 KB (845 tokens) |
| Compression Ratio | 99.93% |
| Optimization Level | balanced |
Deterministic Folded Results
[2026-05-20 14:02:01] INFO: Build started...
... [14,502 lines folded: repetitive Gradle sync logs] ...
[2026-05-20 14:05:12] ERROR: java.lang.NullPointerException at com.app.service.DataProcessor.process(DataProcessor.java:42)
- Occurrences: 12
- First: 14:05:12
- Last: 14:08:45
- Value range [thread_id]: 102 - 115
... [2,100 lines folded: repetitive retry attempts] ...
[2026-05-20 14:09:00] FATAL: Build failed.
The error first appeared at 14:05:12 in DataProcessor.java line 42. The system attempted 12 retries across different thread IDs before the fatal crash.
Next steps
- Read
DataProcessor.javaaround line 42 to inspect the logic. - Run a
losslessoptimization on the specific timestamp range if you need the exact stack trace for every retry. - Check the
DataProcessorunit tests for recent changes.
Connects securely to your tools. The creator never sees your data.
About this skill
LatentGate Context Saver tells your agent when and how to read bulky material (error logs, API responses, data exports, docs and web pages) through the LatentGate MCP server instead of pasting it raw.
- Sets up LatentGate for you if it is missing (local edition for Claude Code, Cursor, Cline, Zed and other MCP clients; hosted edition for claude.ai web and mobile)
- Picks the right tool and level for each job, with ready workflows for debugging from logs, inspecting API JSON and reading docs
- Honest about trade-offs: lossless keeps every line; balanced folds repeated lines into first, last and value ranges
Built by the author of LatentGate.
How to use
Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.
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