context-compression
Compress Long Agent Contexts Reliably
Long agent sessions can lose decisions, file history, and next steps during compression. This skill provides structured methods and probes that preserve operational context.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "context-compression" from https://skillstore.io/skills/muratcankoylan-context-compression.md and its manifest at https://skillstore.io/api/skills/muratcankoylan-context-compression/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "context-compression". Compress a debugging session involving an authentication failure and Redis connection changes.
Expected outcome:
Session intent: resolve the authentication failure. Root cause: stale Redis connection. Files, test status, decisions, and next steps remain explicitly listed.
Using "context-compression". Recommend a method for a long coding session where file tracking is critical.
Expected outcome:
Use anchored iterative summarization. Merge only newly truncated history into stable sections and maintain a separate artifact index for complete file tracking.
Using "context-compression". Evaluate whether a summary preserved enough context to continue.
Expected outcome:
- Recall probe checks the original error and exact endpoint.
- Artifact probe checks every modified file and its change.
- Continuation probe checks the next test and unresolved work.
- Decision probe checks the selected approach and rationale.
Security Audit
SafeAll 22 static findings are false positives caused by Markdown backticks, prose examples, or ordinary Python membership checks. No command execution, system reconnaissance, prompt injection, or malicious intent was found.
Risk Factors
Share & cite this report
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https://skillstore.io/skills/muratcankoylan-context-compression/audits/8?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/muratcankoylan-context-compression?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/muratcankoylan-context-compression/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/muratcankoylan-context-compression.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
muratcankoylan. (2026). context-compression security audit report (audit version 8) [Author version unspecified]. Skillstore. https://skillstore.io/skills/muratcankoylan-context-compression/audits/8BibTeX citation
@techreport{muratcankoylan-muratcankoylan-context-compression-2026,
author = {muratcankoylan},
title = {context-compression security audit report (audit version 8)},
institution = {Skillstore},
year = {2026},
number = {8},
url = {https://skillstore.io/skills/muratcankoylan-context-compression/audits/8},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "context-compression security audit report (audit version 8)"
version: "unspecified"
type: report
authors:
- name: "muratcankoylan"
date-released: "2026-08-09"
url: "https://skillstore.io/skills/muratcankoylan-context-compression/audits/8"
identifiers:
- type: other
value: "skillstore:muratcankoylan-context-compression:audit:8"
description: "Skillstore immutable audit report identifier"
Compare variants
3 installable variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
muratcankoylan-context-compression
2026-08-21
chakshugautam-context-compression
2026-08-21
sickn33-context-compression
2026-08-21
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Preserve Coding Session State
Create durable summaries that retain changed files, technical decisions, test status, and immediate next actions.
Evaluate Compression Quality
Generate targeted probes and compare compression methods across accuracy, continuity, completeness, and artifact retention.
Design Agent Handoffs
Build readable handoff summaries that let another agent or person continue work without repeating exploration.
Try These Prompts
Compress this session into intent, files modified, decisions, current state, and next steps. Preserve exact paths and error messages.
Compare anchored iterative, opaque, and regenerative compression for this session. Recommend one based on duration, artifact needs, and re-fetching cost.
Create recall, artifact, continuation, and decision probes for this history. Include expected answers and identify the context each probe tests.
Audit this compression pipeline for cumulative loss, artifact drift, weak triggers, and probe blind spots. Propose measurable improvements and acceptance thresholds.
Best Practices
- Preserve file paths, identifiers, errors, and numeric values exactly.
- Merge newly truncated content into stable sections instead of regenerating the full summary.
- Measure re-fetching frequency and tokens per completed task.
Avoid
- Do not optimize only for the smallest context on each request.
- Do not compress tool schemas, API specifications, or essential function signatures.
- Do not trust a compressed summary without probe-based validation against source material.
Frequently Asked Questions
Which compression method should I use first?
Does this skill call an LLM API?
Can it track every file automatically?
How should compression quality be measured?
When should opaque compression be used?
Can benchmark ratios be used as fixed targets?
Developer Details
Author
muratcankoylanLicense
MIT
Skillstore revision
r2
Version notice
The author did not declare a version.
Ref
02be9409c79ca1183f7844009c14d9df684d0cf9
Maintenance freshness
8/11/2026
Usage
44 downloads · 290 views
File structure