{"data":{"skill":{"slug":"muratcankoylan-context-optimization","name":"context-optimization","icon":"📦","repo":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-optimization","status":"approved","author":"muratcankoylan","authorVersion":null,"skillstoreRevision":2},"audit":{"id":"b5c0c259-d5ef-401c-ad7d-84f28b9f7cfa","skill_id":"89ed5240-9940-4570-8261-c8e65a416187","version":8,"content_hash":"v3:02be9409c79ca1183f7844009c14d9df684d0cf9:8cecc30872ec76752aadd7b6dceb40033e3b3efbc5dd2ee52c5d09bb4229b706:425a8abda87998261ffd94eddc66d6a063f956b354ffeb337c003ff76b62adb3:736b696c6c732f6d7572617463616e6b6f796c616e2f636f6e746578742d6f7074696d697a6174696f6e:84f165ee7958ca05ccc4f33f1478b7cd","risk_level":"safe","is_blocked":false,"safe_to_publish":true,"analysis_status":"ok","agent_auto_install_policy":"allowed","manual_install_policy":"allowed","summary":"All 33 static findings are false positives caused by ordinary prose, Python identifiers, Markdown code fences, or inline code formatting. The reviewed files contain no network calls, shell execution, system reconnaissance, prompt injection, or other malicious intent.","remediation":[],"risk_factor_evidence":[{"factor":"network","evidence":[{"file":"references/optimization_techniques.md","line_end":76,"line_start":76},{"file":"scripts/compaction.py","line_end":439,"line_start":439}]},{"factor":"external_commands","evidence":[{"file":"SKILL.md","line_end":21,"line_start":21},{"file":"SKILL.md","line_end":22,"line_start":22},{"file":"SKILL.md","line_end":23,"line_start":23},{"file":"SKILL.md","line_end":24,"line_start":24},{"file":"SKILL.md","line_end":59,"line_start":59},{"file":"SKILL.md","line_end":127,"line_start":124},{"file":"SKILL.md","line_end":130,"line_start":127},{"file":"SKILL.md","line_end":134,"line_start":130},{"file":"SKILL.md","line_end":137,"line_start":134},{"file":"SKILL.md","line_end":142,"line_start":137},{"file":"SKILL.md","line_end":145,"line_start":142},{"file":"SKILL.md","line_end":155,"line_start":145},{"file":"SKILL.md","line_end":172,"line_start":155},{"file":"SKILL.md","line_end":188,"line_start":172},{"file":"SKILL.md","line_end":189,"line_start":188},{"file":"SKILL.md","line_end":190,"line_start":189},{"file":"SKILL.md","line_end":191,"line_start":190},{"file":"SKILL.md","line_end":192,"line_start":191},{"file":"SKILL.md","line_end":193,"line_start":192},{"file":"SKILL.md","line_end":194,"line_start":193},{"file":"SKILL.md","line_end":195,"line_start":194}]}],"critical_findings":[],"high_findings":[],"medium_findings":[],"low_findings":[],"dangerous_patterns":[],"files_scanned":3,"total_lines":1056,"audit_model":"codex","audited_at":"2026-08-09T09:41:06.425+00:00","created_at":"2026-08-11T01:33:48.515402+00:00","static_findings":[{"id":"network:references/optimization_techniques.md:76:python-http-libraries","file":"references/optimization_techniques.md","pattern":"Python HTTP libraries","snippet":"KV-cache hit rates depend on prefix stability. Stable prefixes enable cache reuse across requests. D","category":"network","line_end":76,"severity":"low","line_start":76},{"id":"blocker:references/optimization_techniques.md:86:system-reconnaissance","file":"references/optimization_techniques.md","pattern":"System reconnaissance","snippet":"3. Avoid dynamic content in prompts when possible","category":"blocker","line_end":86,"severity":"low","line_start":86},{"id":"network:scripts/compaction.py:439:python-http-libraries","file":"scripts/compaction.py","pattern":"Python HTTP libraries","snippet":"be reused across many requests. Replaces dynamic content (timestamps,","category":"network","line_end":439,"severity":"low","line_start":439},{"id":"blocker:scripts/compaction.py:257:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"masked, ref_id = store.mask(long_tool_output, max_length=200)","category":"blocker","line_end":257,"severity":"low","line_start":257},{"id":"blocker:scripts/compaction.py:270:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"ref_id = self._generate_ref_id(content)","category":"blocker","line_end":270,"severity":"low","line_start":270},{"id":"blocker:scripts/compaction.py:285:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"return ref_id","category":"blocker","line_end":287,"severity":"low","line_start":285},{"id":"blocker:scripts/compaction.py:289:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"if ref_id in self.observations:","category":"blocker","line_end":289,"severity":"low","line_start":289},{"id":"blocker:scripts/compaction.py:300:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"where ref_id is None if the content was short enough to keep.","category":"blocker","line_end":300,"severity":"low","line_start":300},{"id":"blocker:scripts/compaction.py:305:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"ref_id = self.store(content)","category":"blocker","line_end":305,"severity":"low","line_start":305},{"id":"blocker:scripts/compaction.py:308:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"return masked, ref_id","category":"blocker","line_end":310,"severity":"low","line_start":308},{"id":"blocker:scripts/compaction.py:533:system-reconnaissance","file":"scripts/compaction.py","pattern":"System reconnaissance","snippet":"masked, ref_id = store.mask(long_output, max_length=100)","category":"blocker","line_end":533,"severity":"low","line_start":533},{"id":"external_commands:SKILL.md:21:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- Explaining why attention or context windows behave this way: `context-fundamentals`.","category":"external_commands","line_end":21,"severity":"medium","line_start":21},{"id":"external_commands:SKILL.md:22:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- Diagnosing active lost-in-middle, poisoning, distraction, confusion, or clash: `context-degradatio","category":"external_commands","line_end":22,"severity":"medium","line_start":22},{"id":"external_commands:SKILL.md:23:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- Designing a structured handoff summary for a long conversation: `context-compression`.","category":"external_commands","line_end":23,"severity":"medium","line_start":23},{"id":"external_commands:SKILL.md:24:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- Storing large outputs, plans, or logs as files: `filesystem-context`.","category":"external_commands","line_end":24,"severity":"medium","line_start":24},{"id":"external_commands:SKILL.md:59:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- **Mask after 3+ turns**: Verbose outputs whose key points have already been extracted into the con","category":"external_commands","line_end":59,"severity":"medium","line_start":59},{"id":"external_commands:SKILL.md:124:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```python","category":"external_commands","line_end":127,"severity":"medium","line_start":124},{"id":"external_commands:SKILL.md:127:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```","category":"external_commands","line_end":130,"severity":"medium","line_start":127},{"id":"external_commands:SKILL.md:130:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```python","category":"external_commands","line_end":134,"severity":"medium","line_start":130},{"id":"external_commands:SKILL.md:134:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```","category":"external_commands","line_end":137,"severity":"medium","line_start":134},{"id":"external_commands:SKILL.md:137:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```python","category":"external_commands","line_end":142,"severity":"medium","line_start":137},{"id":"external_commands:SKILL.md:142:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```","category":"external_commands","line_end":145,"severity":"medium","line_start":142},{"id":"external_commands:SKILL.md:145:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```yaml","category":"external_commands","line_end":155,"severity":"medium","line_start":145},{"id":"external_commands:SKILL.md:155:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"```","category":"external_commands","line_end":172,"severity":"medium","line_start":155},{"id":"external_commands:SKILL.md:172:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"2. **Timestamps in system prompts destroy cache hit rates**: Including `Current date: {today}` or si","category":"external_commands","line_end":188,"severity":"medium","line_start":172},{"id":"external_commands:SKILL.md:188:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `context-fundamentals`: mental models for why context quality and attention placement matter.","category":"external_commands","line_end":189,"severity":"medium","line_start":188},{"id":"external_commands:SKILL.md:189:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `context-degradation`: diagnosis when output quality has already dropped.","category":"external_commands","line_end":190,"severity":"medium","line_start":189},{"id":"external_commands:SKILL.md:190:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `context-compression`: lossy summarization and handoff strategy.","category":"external_commands","line_end":191,"severity":"medium","line_start":190},{"id":"external_commands:SKILL.md:191:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `filesystem-context`: file-backed offloading for full outputs and logs.","category":"external_commands","line_end":192,"severity":"medium","line_start":191},{"id":"external_commands:SKILL.md:192:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `multi-agent-patterns`: partitioning work across isolated agent contexts.","category":"external_commands","line_end":193,"severity":"medium","line_start":192},{"id":"external_commands:SKILL.md:193:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `latent-briefing`: selective KV retention across orchestrator-worker boundaries in compatible runt","category":"external_commands","line_end":194,"severity":"medium","line_start":193},{"id":"external_commands:SKILL.md:194:ruby-shell-backtick-execution","file":"SKILL.md","pattern":"Ruby/shell backtick execution","snippet":"- `evaluation`: measuring whether the optimization improved quality, cost, or latency.","category":"external_commands","line_end":195,"severity":"medium","line_start":194},{"id":"blocker:SKILL.md:132:system-reconnaissance","file":"SKILL.md","pattern":"System reconnaissance","snippet":"ref_id = store_observation(observation)","category":"blocker","line_end":132,"severity":"low","line_start":132}],"finding_verdicts":[{"id":"network:references/optimization_techniques.md:76:python-http-libraries","reason":"The line discusses cache reuse across requests in documentation. 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