# agentsope > Open-source publisher. Listings imported from github.com/agentsope — credited to the original author with their license. - **Listings:** 54 - **Total installs:** 0 - **Profile:** https://agentstack.voostack.com/s/agentsope - **Website:** https://github.com/agentsope ## Published listings - [Agentsop Vllm](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-vllm) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-vllm` Decision SOP for serving LLMs with vLLM. Covers PagedAttention mental model, quantization/parallelism/batching tradeoffs, OOM triage, and when NOT to use vLLM. Activates when a coder-agent is choosing or tuning an inference engine, debugging vLLM throughput/latency/OOM, or comparing vLLM against TGI/SGLang/TensorRT-LLM/llama.cpp. - [LEAP](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-leap) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-leap` | - [Lens](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-lens) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-lens` | - [SkillAlchemy](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-skillalchemy) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-skillalchemy` | - [Agentsop Repo Map](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-repo-map) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-repo-map` >- - [Agentsop Multiscale Chunking](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-multiscale-chunking) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-multiscale-chunking` >- - [Agentsop Agent Topology Selection](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-agent-topology-selection) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-agent-topology-selection` >- - [Agentsop Langgraph](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-langgraph) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-langgraph` | - [Agentsop Query Routing](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-query-routing) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-query-routing` >- - [Agentsop State Reducer](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-state-reducer) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-state-reducer` | - [Agentsop Bio Fraud Forensics](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-bio-fraud-forensics) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-bio-fraud-forensics` >- - [Agentsop Llm Tool Idempotency](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-llm-tool-idempotency) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-llm-tool-idempotency` >- - [Agentsop Structured Output Picker](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-structured-output-picker) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-structured-output-picker` >- - [Agentsop Metric Design](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-metric-design) — Skill · Free — `agentstack add skill-agentsope-skillalchemy-agentsop-metric-design` >- - [Agentsop Aider](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-aider) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-aider` >- - [Agentsop Streaming Output](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-streaming-output) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-streaming-output` | - [Agentsop Dspy](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-dspy) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-dspy` | - [Agentsop Tool Scoping](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-tool-scoping) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-tool-scoping` >- - [Agentsop Idempotent Ingestion](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-idempotent-ingestion) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-idempotent-ingestion` | - [Agentsop Module Shape Selection](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-module-shape-selection) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-module-shape-selection` >- - [Agentsop Http Tool Wrapping](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-http-tool-wrapping) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-http-tool-wrapping` | - [Agentsop Per Model Artifacts](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-per-model-artifacts) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-per-model-artifacts` >- - [Agentsop Bounded Loop](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-bounded-loop) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-bounded-loop` >- - [Career Role Finder](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-role-finder) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-role-finder` >- - [Agentsop Framework Selection](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-framework-selection) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-framework-selection` | - [Agentsop Regression Gate](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-regression-gate) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-regression-gate` Build a held-out eval set, run it on every prompt/model change, and block regressions in CI. An LM change is a code change — gate it with a test suite (eval set + metric + threshold). Cross-framework SOP not surfaced by any single base skill. - [Agentsop Repo State Gating](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-repo-state-gating) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-repo-state-gating` >- - [Agentsop Output Format By Model](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-output-format-by-model) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-output-format-by-model` >- - [Agentsop Map Reduce Fanout](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-map-reduce-fanout) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-map-reduce-fanout` | - [Agentsop Observability Setup](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-observability-setup) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-observability-setup` | - [Career Resume Tailor](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-resume-tailor) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-resume-tailor` >- - [Agentsop Session State Hygiene](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-session-state-hygiene) — Skill · Free — `agentstack add skill-agentsope-skillalchemy-agentsop-session-state-hygiene` | - [Agentsop Llm Artifact Versioning](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-llm-artifact-versioning) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-llm-artifact-versioning` >- - [Agentsop Signature Design](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-signature-design) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-signature-design` >- - [Agentsop Llm Engine Selection](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-llm-engine-selection) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-llm-engine-selection` Cross-engine decision rubric for self-hosting or recommending an LLM serving stack. Picks among vLLM, SGLang, TensorRT-LLM, TGI, llama.cpp, Ollama, and MLX as a function of (hardware × workload × constraint), not "which is fastest". Activates whenever a coder-agent must choose, defend, or migrate a serving runtime. - [Agentsop Selfhost Decision](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-selfhost-decision) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-selfhost-decision` >- - [Agentsop Cost Tiered Models](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-cost-tiered-models) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-cost-tiered-models` >- - [Agentsop Llamaindex](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-llamaindex) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-llamaindex` | - [Career Bullet Builder](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-bullet-builder) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-bullet-builder` >- - [Career Experience Mapper](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-experience-mapper) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-experience-mapper` >- - [Agentsop Reranker Stage](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-reranker-stage) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-reranker-stage` >- - [Agentsop Crewai](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-crewai) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-crewai` SOP for building multi-agent systems with CrewAI — role-based collaboration, sequential/hierarchical processes, Flows, memory, delegation. Use when modeling agent teams with clear roles and task pipelines. - [Agentsop Test Fix Loop](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-test-fix-loop) — Skill · Free — `agentstack add skill-agentsope-skillalchemy-agentsop-test-fix-loop` | - [Career Gap Planner](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-gap-planner) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-gap-planner` >- - [Career Jd Analyzer](https://agentstack.voostack.com/l/skill-agentsope-career-skills-career-jd-analyzer) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-career-skills-career-jd-analyzer` >- - [Agentsop Conventions Pinning](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-conventions-pinning) — Skill · Free — `agentstack add skill-agentsope-skillalchemy-agentsop-conventions-pinning` SOP for writing, loading, and evolving a project-level convention file (CONVENTIONS.md / CLAUDE.md / .cursor/rules / .clinerules / AGENTS.md) so that a coder-agent reliably respects your codebase's style choices every session. Tool-agnostic; covers the four load mechanics (read-only attachment, ancestor-walk auto-load, glob-scoped rules, agent backstory) and the conflict resolution between pinned… - [Agentsop Hybrid Retrieval](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-hybrid-retrieval) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-hybrid-retrieval` | - [Agentsop Prompt History Inspect](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-prompt-history-inspect) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-prompt-history-inspect` | - [Agentsop Multi Tenant Rag](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-multi-tenant-rag) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-multi-tenant-rag` | - [Agentsop Domain Eval Set](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-domain-eval-set) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-domain-eval-set` Build and govern a 50-200 example domain-specific held-out benchmark sampled from real traffic. Distinct from public benchmarks (MMLU/HumanEval/GSM8K via lm-evaluation-harness) which measure GENERAL capability. Only a held-out domain set predicts whether THIS system works on YOUR data. Collect real examples, label, hold out (never train/prompt on it), size 50-200, version it, refresh on drift. - [Agentsop Context Scope Discipline](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-context-scope-discipline) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-context-scope-discipline` >- - [Agentsop Dify](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-dify) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-dify` SOP for building LLM applications on Dify — visual workflow + chatflow + agent + RAG knowledge base + plugin marketplace + observability, self-hostable. Use when shipping LLM apps fast with a "no-code to pro-code" gradient, especially when non-engineers need to co-author the flow. - [Agentsop Code Execution Decision](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-code-execution-decision) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-code-execution-decision` >- - [Agentsop Prompt Compilation](https://agentstack.voostack.com/l/skill-agentsope-skillalchemy-agentsop-prompt-compilation) — Skill · Free · security-reviewed — `agentstack add skill-agentsope-skillalchemy-agentsop-prompt-compilation` The compile-readiness gate for prompt auto-optimization. Decide whether you have earned the right to run an optimizer (DSPy MIPROv2 / GEPA / BootstrapFewShot) before spending compute. Two preconditions only — a real metric, and enough examples for the optimizer you picked. Garbage metric in, garbage prompt out. Pick the optimizer by data scale; GEPA inverts the scale assumption (~10 examples + te… --- Seller on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Install any with `agentstack add `.