dspy
01Skill Claude CodeCodex
DSPy: declarative LM programs, auto-optimize prompts, RAG.
60 tagged prompt optimization, measured the same way as everything else here.
Browse within: DSPy 26SkillOpt 11langgraph 11llm-agents 11optimizer 10prompt-engineering 10gemini 8Multimodal 6Reasoning 6context-engineering 6markdown 6Production 5
Skill Claude CodeCodex
DSPy: declarative LM programs, auto-optimize prompts, RAG.
Skill Claude CodeCodex
Use for composing DSPy modules with Ensemble, MultiChainComparison, ensemble voting, sequential pipelines, and multi-program workflows.
Skill Claude CodeCodex
Use for debugging DSPy programs, inspecthistory, tracing LLM calls, custom callbacks, observability, monitoring, and cost tracking.
Skill Claude CodeCodex
Use for GEPA optimizeanything on text artifacts such as code, prompts, agent architectures, configs, and non-DSPy optimization targets.
Skill Claude CodeCodex
First-run onboarding for the hermes-tool-router plugin — explain what the router does, offer the optional classifier API key exactly once, and verify the router is live. Use when a fresh Hermes profile has hermes-tool-router installed and was never onboarded, or when the user asks about router setup, the classifier…
Skill Claude CodeCodex
Research this page in a browser.
Skill Claude CodeCodex
Review a pull request through GitHub.
Skill Claude CodeCodex
Resolve the identical priority task.
Skill Claude CodeCodex
Quick-reference card for all tldr modes, skills, and commands. One-shot display, not a persistent mode. Trigger: /tldr-help, "tldr help", "what TLDR commands", "how do I use TLDR".
Skill Claude CodeCodex
Verdict-first communication mode. Cuts token usage 60-75% by enforcing TLDR rules (1-sentence default, 3-word target, shape dispatch) while preserving full technical accuracy and truth priority. Supports levels: lite, full (default), ultra, wenyan-lite, wenyan-full, wenyan-ultra. Use when user says "tldr mode", "talk…
Skill Claude CodeCodex
Decision guide for delegating to tldr-style subagents. Tells the main thread WHEN to spawn tldrcrew-investigator (locate code), tldrcrew-builder (1-2 file edit), or tldrcrew-reviewer (diff review) instead of doing the work inline or using vanilla Explore. Subagent output is tldr-compressed so the tool-result injected…
Skill Claude CodeCodex
Token-optimized prompt compression techniques for reducing LLM instruction size while preserving or improving quality.
JularDepick/user-thoughts.SKILL
Skill Claude CodeCodex
Persist user decisions and project constraints to mdbase across sessions. Trigger on /user-thoughts or /ustht, or when user discusses architecture, tech stack, rules, UI/UX, or mentions '想法', '记录', 'mdbase'.
TIKAZI/TIKAZ-Codex-Context-Economy
Skill Claude CodeCodex
Automatically prepare fidelity-first, bounded context when users paste text, attach files or folders, provide webpages or PDFs for Markdown conversion, continue long conversations, or supply documents containing images and complex tables. Route each input through Text, Hybrid, or Source; reduce exact or…
TIKAZI/TIKAZ-Codex-Context-Economy
Skill Claude CodeCodex
Measure context preparation across fixed cases. Use when token savings, hard-budget compliance, protected-fact recall, evidence anchors, determinism, runtime, or downstream answer quality must be demonstrated with reproducible evidence rather than marketing claims.
TIKAZI/TIKAZ-Codex-Context-Economy
Skill Claude CodeCodex
Prepare files, folders, code, logs, and structured data as a bounded, traceable context pack for Codex. Use when source material must be converted, deduplicated, selected, budgeted, or handed off with exact evidence anchors.
Skill Claude CodeCodex
Statistically test whether a prompt or SKILL.md change is actually better than the old version. Use when the user asks to compare two prompts, A/B test a prompt change, check if a recent edit really improved things, find rule conflicts in a long prompt, or identify which sections of a prompt are pulling weight.…
Skill Claude CodeCodex
Create, improve, and validate agent skills using a SkillOpt-inspired workflow: scored evidence, bounded add/delete/replace edits, validation gates, rejected-edit memory, and compact deployable SKILL.md artifacts. Trigger when the user says "write a skill", "create a Codex skill", "make a Claude skill", "turn this…