nivlewd1/prompt-optimizer

MCP Server that offers high-performance prompt optimization server with real-time streaming, pattern-based enhancement, and comprehensive session management capabilities.

13Stars on the repository
16Mods indexed here, across every type
yesterdayLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Assembles high-signal repository context for non-trivial implementation, debugging, refactoring, code review, and repository investigation requests. Activates on requests needing fundamental context before Claude Code acts.

not rated 13 +1 yesterday A 43 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

This skill helps Claude perform evidence-based debugging and empirical diagnosis to identify root causes of coding issues systematically.

not rated 13 +1 yesterday A 27 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

This skill helps Claude evaluate AI prompts by defining evaluation contracts, building test matrices, and analyzing outputs for quality assurance.

not rated 13 +1 yesterday A 29 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Enforces a structured protocol for detecting and responding to prompt injection attempts in LLM applications. Use when building an input-sensitive app, auditing for security vulnerabilities, or operating a model that interacts with user-generated content.

not rated 13 +1 yesterday D 48 tokens

prompt-optimizer

05

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

This skill helps Claude optimize user prompts for clarity, technical accuracy, and effectiveness before sending them to an AI system.

not rated 13 +1 yesterday A 27 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Architects the system prompt, context budget, and tool contract of an AI agent as one system. Use when designing a new agent prompt, reviewing an existing agent configuration, or debugging an agent that loops, mis-selects tools, or stops without a clear result.

not rated 13 +1 yesterday A 59 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Triages how much change a prompt actually needs before rewriting it, then applies only the moves for that tier. Use when a user asks to improve, optimize, clean up, or rewrite a prompt and you must avoid both over-editing a good prompt and under-editing a broken one.

not rated 13 +1 yesterday A 66 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Decides whether delegating work to a subagent is worth its cost, picks the right agent shape (fork vs. fresh vs. no delegation), and scopes the dispatch so it doesn't spend more context than it saves. Use when an AI coding agent is about to spawn a subagent, fork itself, or launch a parallel wave of agents, and needs…

not rated 13 +1 changed 1mo ago A 88 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Audits whether the working context of a prompt or agent run has drifted across turns, retrieved sources, edits, and decisions, then reconciles the context before the next model action. Use for long-running prompt workflows, iterative agent runs, prompt version changes, or any task where stale, contradictory, or…

not rated 13 +1 yesterday A 76 tokens

eval-suite-auditor

10

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Audits an existing evaluation pipeline (LLM judges, assertions, scorers, repair or regression gates) for silent failure by probing it, not by reading the code. Use when a prompt eval suite, LLM-as-judge setup, or score-gated workflow already exists and the question is whether its numbers can be trusted, especially…

not rated 13 +1 changed 22d ago A 90 tokens

ambition-calibrator

11

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Raises a task's ambition without widening it: rewrites a request deeper, not bigger (goal ladder, raw inputs, professional methods, adjacent-field lenses) and checks the result with a judge other than the model. Use when the user asks to go deeper or be more ambitious, or hands over a report, deck, analysis, plan, or…

not rated 13 +1 yesterday A 89 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Defines what 'right' means before work starts and checks the result with a judge other than the model: written acceptance criteria, an assumptions list, a judge ladder for work with no tests, and a separate record of what was decided versus what was done. Use when the user hands over work with no obvious test, asks…

not rated 13 +1 changed today A 102 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Defines what 'right' means before work starts and checks the result with a judge other than the model: written acceptance criteria, an assumptions list, a judge ladder for work with no tests, and a separate record of what was decided versus what was done. Use when the user hands over work with no obvious test, asks…

not rated 13 +1 yesterday A 102 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Defines what 'right' means before work starts and checks the result with a judge other than the model: written acceptance criteria, an assumptions list, a judge ladder for work with no tests, and a separate record of what was decided versus what was done. Use when the user hands over work with no obvious test, asks…

not rated 13 +1 yesterday A 102 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Defines what 'right' means before work starts and checks the result with a judge other than the model: written acceptance criteria, an assumptions list, a judge ladder for work with no tests, and a separate record of what was decided versus what was done. Use when the user hands over work with no obvious test, asks…

not rated 13 +1 yesterday A 102 tokens

nivlewd1/prompt-optimizer

Skill Claude CodeCodex

Defines what 'right' means before work starts and checks the result with a judge other than the model: written acceptance criteria, an assumptions list, a judge ladder for work with no tests, and a separate record of what was decided versus what was done. Use when the user hands over work with no obvious test, asks…

not rated 13 +1 yesterday A 102 tokens

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