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Agent skills
semantic-search

Topic: semantic-search

140 skills in this topic.

octocode-engineer System-aware engineering skill for code understanding, safe implementation, refactoring, architecture review, and quality analysis. Use this before planning and for general task support when an agent must start with local Octocode tools, use AST search/tree-search to prove structure, and combine those checks with LSP and scanner results to understand flows, feature surfaces, system summary, blast radius, contracts, documentation gaps, build/configuration risks, and architectural risk instead of looking only at one file. Aims to improve any system, and is especially effective for Node-based applications.
bgauryy/octocode-mcp 767
octocode-plan Use when the user asks to "plan & implement", "plan this work", "research & build", "plan auth/API/work", or needs a multi-step pipeline from understanding through implementation. Flow is Understand → Research → Plan → Implement → Verify. For design documents or technical proposals without implementation, use octocode-rfc-generator instead.
bgauryy/octocode-mcp 767
octocode-prompt-optimizer This skill should be used when the user asks to "optimize this prompt", "improve this SKILL.md", "make this prompt more reliable", "fix my agent instructions", "review this AGENTS.md", "strengthen this prompt", "my agent keeps skipping steps", "add enforcement to instructions", or needs to transform weak prompts into reliable, enforceable agent protocols. Uses a 6-step gated flow (with Fast/Full modes), command strengthening, gate injection, and failure mode analysis.
bgauryy/octocode-mcp 767
octocode-pull-request-reviewer This skill should be used when the user asks to "review a PR", "review pull request", "PR review", "check this PR", "analyze PR changes", "review PR #123", "what's wrong with this PR", "is this PR safe to merge", "review my changes", "review local changes", "review my code", "review staged changes", "review my diff", or needs expert code review with architectural analysis, defect detection, and security scanning. Supports both remote PRs and local changes (staged/unstaged). Uses Octocode MCP tools for deep code forensics and holistic evaluation.
bgauryy/octocode-mcp 767
octocode-research Use when the user asks to "research code", "how does X work", "where is Y defined", "who calls Z", "trace code flow", "find usages", "explore this library", "understand the codebase", or needs deep code exploration with HTTP-based tool orchestration. For direct MCP tool research without the HTTP server, use octocode-researcher instead.
bgauryy/octocode-mcp 767
octocode-researcher Primary research skill — use when the user asks to research, search, explore, find, trace, investigate, or understand code. Triggers include "find X", "where is Y defined?", "explore this dir", "trace definitions", "find usages", "how does X work?", "who calls Z?", "search for X", "research this library", "find PRs", "what package does X?", "understand this flow", "investigate this bug", "what changed?", or any code exploration/discovery need — local or external. Uses Octocode MCP tools directly (preferred). Falls back to gh CLI or Linux tools when MCP is unavailable.
bgauryy/octocode-mcp 767
octocode-rfc-generator Research-driven RFC and design document generator. Use when the user asks to "create an RFC", "write a design doc", "propose a migration", "how should we architect X", "evaluate options for X", "write a technical proposal", "compare approaches", or needs a technical decision document before coding. Outputs a validated RFC with research evidence, alternatives, recommendation, and implementation plan. For planning with implementation, use octocode-plan instead.
bgauryy/octocode-mcp 767
octocode-roast This skill should be used when the user asks to "roast my code", "review code brutally", "find code sins", "what's wrong with my code", "shame my code", "critique this code", "find antipatterns", "code quality roast", or wants entertaining but actionable code criticism with severity-ranked fixes. Delivers brutally honest roasts with file:line citations and redemption paths.
bgauryy/octocode-mcp 767
zotero-mcp-code Search Zotero library using code execution for efficient multi-strategy searches without crash risks. Use this skill when the user needs comprehensive Zotero searches with automatic deduplication and ranking.
kerim/zotero-code-execution 46
grepai-languages Supported programming languages in GrepAI. Use this skill to understand which languages can be indexed and traced.
yoanbernabeu/grepai-skills 15
grepai-troubleshooting Troubleshooting guide for GrepAI. Use this skill to diagnose and fix common issues.
yoanbernabeu/grepai-skills 15
grepai-workspaces Configure multi-project workspaces in GrepAI. Use this skill for monorepos and multiple related projects.
yoanbernabeu/grepai-skills 15
grepai-config-reference Complete configuration reference for GrepAI. Use this skill when you need to understand all available configuration options.
yoanbernabeu/grepai-skills 15
grepai-ignore-patterns Configure ignore patterns in GrepAI. Use this skill when excluding files and directories from indexing.
yoanbernabeu/grepai-skills 15
grepai-embeddings-openai Configure OpenAI as embedding provider for GrepAI. Use this skill for high-quality cloud embeddings.
yoanbernabeu/grepai-skills 15
grepai-installation Multi-platform installation guide for GrepAI. Use this skill when installing GrepAI on macOS, Linux, or Windows.
yoanbernabeu/grepai-skills 15
grepai-ollama-setup Install and configure Ollama for local embeddings with GrepAI. Use this skill when setting up private, local embedding generation.
yoanbernabeu/grepai-skills 15
grepai-quickstart Get started with GrepAI in 5 minutes. Use this skill for a complete walkthrough from installation to first search.
yoanbernabeu/grepai-skills 15
grepai-mcp-tools Reference for all GrepAI MCP tools. Use this skill to understand available MCP tools and their parameters.
yoanbernabeu/grepai-skills 15
grepai-search-advanced Advanced search options in GrepAI. Use this skill for JSON output, compact mode, and AI agent integration.
yoanbernabeu/grepai-skills 15
grepai-search-basics Basic semantic code search with GrepAI. Use this skill to learn fundamental search commands and concepts.
yoanbernabeu/grepai-skills 15
grepai-search-boosting Configure search result boosting in GrepAI. Use this skill to prioritize certain paths and penalize others.
yoanbernabeu/grepai-skills 15
grepai-trace-callees Find function callees with GrepAI trace. Use this skill to discover what functions a specific function calls.
yoanbernabeu/grepai-skills 15
grepai-trace-callers Find function callers with GrepAI trace. Use this skill to discover what code calls a specific function.
yoanbernabeu/grepai-skills 15