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Agent Skills, and what they let an agent do
Read straight from each publisher's repository. For every skill: what it allows the agent to do, the scripts it ships, and what fixed checks matched. Nothing is run.
Skills from Murat Can Koylan24
Clear filters- advanced-evaluationMurat Can Koylan · 1 scriptThis 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.Runs commands
- bdi-mental-statesMurat Can KoylanThis 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.Instructions only
- book-sft-pipelineMurat Can Koylan · 1 scriptThis 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.Runs commands
- comprehensive-research-agentMurat Can KoylanEnsure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool callsInstructions only
- context-compressionMurat Can Koylan · 2 scriptsThis 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.Runs commands
- context-degradationMurat Can Koylan · 1 scriptThis 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.Runs commands
- context-engineering-collectionMurat Can KoylanA 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 an…Instructions only
- context-fundamentalsMurat Can Koylan · 1 scriptThis 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,…Runs commands
- context-optimizationMurat Can Koylan · 1 scriptThis 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.Runs commands
- digital-brainMurat Can Koylan · 5 scriptsThis 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.Destructive commandsRuns commands1 high finding
- evaluationMurat Can Koylan · 1 scriptThis 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.Runs commands
- filesystem-contextMurat Can Koylan · 1 scriptThis 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.Destructive commandsReaches the networkRuns commands1 high finding
- harness-engineeringMurat Can KoylanThis 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.Instructions only
- hosted-agentsMurat Can Koylan · 1 scriptThis 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.Destructive commandsReaches the networkRuns commands1 high finding
- latent-briefingMurat Can KoylanThis 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…Instructions only
- long-horizon-promptingMurat Can KoylanThis 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 …Instructions only
- memory-systemsMurat Can Koylan · 1 scriptThis 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 …Runs commands
- multi-agent-patternsMurat Can Koylan · 1 scriptThis 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.Runs commands
- project-developmentMurat Can Koylan · 1 scriptThis skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at hand, the shape of a multi-stage batch or agent pipeline, token and cost estimation, choosing between single-agent and multi-…Runs commands
- reasoning-trace-optimizerMurat Can Koylan · 13 scriptsDebug and optimize AI agents by analyzing reasoning traces, context degradation, tool confusion, instruction drift, repeated task failures, and performance regressions.Reaches the networkRuns commands3 high findings
- self-improvement-loopsMurat Can KoylanThis skill should be used when the harness, scaffold, workflow, or optimizer itself is the optimization target: recursive self-improvement (RSI) loops, meta-harnesses, self-improving harnesses that mine their own failures and propose bounded edits, evolutionar…Instructions only
- self-managed-contextMurat Can KoylanThis skill should be used when a model gets read-write control over its own live context window instead of a harness-scheduled compaction policy: the context exposed as an editable file the model rewrites with code tools, model-driven eviction and in-place upd…Instructions only
- skill-templateMurat Can KoylanTemplate for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.Instructions only
- tool-designMurat Can Koylan · 1 scriptThis skill should be used for the tool-interface layer of an agent system specifically: writing tool descriptions agents can route on, designing tool schemas and response formats, naming conventions, actionable error recovery messages, MCP server design, tool-…Runs commands
Labels come from the skill's own files, read on the date shown: the tools its frontmatter allows and the scripts it ships. They are not a safety rating, and no finding is not a safety guarantee. How skills are checked.