muratcankoylan

37 mods across 3 repositories, 19k stars between them.

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

A comprehensive collection of Agent Skills for context engineering, harness engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, evaluating, or debugging agent systems that require effective context management and reliable operating loops.

18k 13d ago A 50 tokens original MIT

book-sft-pipeline

05

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for book-to-SFT pipelines: ePub extraction, literary segmentation, author-voice dataset construction, style-transfer training, LoRA workflows, and model evaluation for voice replication.

18k 13d ago A 46 tokens original MIT

digital-brain

06

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for personal operating-system workflows: content creation, voice consistency, relationship lookup, meeting preparation, weekly review, goal tracking, personal brand management, and network management.

18k 13d ago A 41 tokens original MIT

advanced-evaluation

11

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for advanced LLM evaluation: LLM-as-judge systems, direct scoring, pairwise comparison, rubric calibration, evaluator bias mitigation, confidence scoring, and automated quality assessment.

18k 13d ago A 44 tokens original MIT

bdi-mental-states

12

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when modeling agent mental states with BDI concepts: beliefs, desires, intentions, RDF-to-belief transformations, rational agency traces, cognitive agents, BDI ontologies, and neuro-symbolic AI integration.

18k 13d ago A 53 tokens original MIT

context-compression

13

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve decisions, files, risks, and next actions.

18k 13d ago A 47 tokens original MIT

context-degradation

14

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for diagnosing and mitigating context degradation: lost-in-middle failures, context poisoning, context clash, context confusion, attention-pattern issues, and agent performance degradation caused by accumulated or conflicting context.

18k 13d ago A 45 tokens original MIT

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used to explain or reason about the foundational concepts of context engineering: what context is, the anatomy of a context window, how attention mechanics work, the U-shaped attention curve, why context quality matters more than quantity, and the mental models needed to interpret every other…

18k 13d ago A 125 tokens original MIT

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost reduction, retrieval scoping, and extending effective context capacity without lowering answer quality.

18k 13d ago A 47 tokens original MIT

evaluation

17

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when building agent evaluation systems: deterministic checks, regression suites, multi-dimensional rubrics, quality gates, production monitoring, baseline comparison, and outcome measurement for agent pipelines.

18k 13d ago A 40 tokens original MIT

filesystem-context

18

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when agent work needs file-backed context: durable scratchpads, tool-output offloading, just-in-time discovery, cross-agent handoff files, filesystem memory, or cleanup policies for context stored outside the prompt.

18k 13d ago A 49 tokens original MIT

harness-engineering

19

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when designing autonomous agent harnesses: research loops, evaluation scaffolds, locked and editable surfaces, durable logs, novelty gates, pruning, rollback, PR preparation, and human approval boundaries.

18k 13d ago A 47 tokens original MIT

hosted-agents

20

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when designing hosted or background agent infrastructure: sandboxed execution, remote coding environments, warm pools, session persistence, multiplayer collaboration, self-spawning agents, or Modal-style sandboxes.

18k 13d ago A 46 tokens original MIT

latent-briefing

21

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when the user asks to "share memory between agents", "KV cache compaction for multi-agent", "orchestrator worker context", "latent briefing", "reduce worker tokens", "cross-agent memory without summarization", or discusses Attention Matching compaction, recursive language models with workers…

18k 13d ago A 74 tokens original MIT

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when writing, enhancing, or evaluating the launch prompt for a long-running autonomous agent or a parallel multi-agent orchestration attacking a hard problem: pseudo-formal task briefs that define terms and an exact success predicate linguistically, enumerate non-counting outcomes, set…

18k 13d ago A 154 tokens original MIT

memory-systems

23

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route file-backed scratchpads to filesystem-context, handoff summaries to…

18k 13d ago A 68 tokens original MIT

muratcankoylan/Agent-Skills-for-Context-Engineering

Skill Claude CodeCodex

This skill should be used when designing multi-agent systems that need context isolation, supervisor or swarm coordination, explicit handoffs, parallel execution, or a decision on whether multiple agents are justified.

18k 13d ago A 42 tokens original MIT