151 tagged bm25, measured the same way as everything else here.
Browse within: agent-memory 30chromadb 21knowledge-management 21search 20hybrid-search 18python 15embedding 14agentic-coding 13cema 13chatbot 13agentskills 12embeddings 12linter 12skillmd 12
Skill Claude CodeCodex
Open OwnMem Console, the local dashboard for this repository's memory. Use when the user asks to open the dashboard, see memory metrics, check adoption or recall quality, or set up the optional embedding lane. Requires a repository initialized with the dashboard layer.
Skill Claude CodeCodex
Install or update OwnMem in the current repository. Use when the user asks to set up OwnMem, add local project memory for coding agents, or refresh an existing OwnMem installation after a version bump.
Skill Claude CodeCodex
Recall this repository's OwnMem local memory before changing code, and keep it healthy. Use when a repository contains .ownmem/, when past debugging lessons could apply ("have we hit this before", "why is it done this way"), or when the user mentions ownmem, project memory, or recalling across sessions.
Skill Claude CodeCodex
Search prior agent-session history with memex when a request depends on earlier work, decisions, investigations, fixes, commands, errors, or project context, including details lost or summarized across context-compaction boundaries. Invoke proactively to recover exact evidence, resume prior work, avoid repeating work…
Skill Claude CodeCodex
End-to-end smoke check of the moraine MCP server. Exercises the public retrieval workflow against a live moraine stack and prints a PASS/FAIL matrix.
Skill Claude CodeCodex
Rewrite a moraine GitHub release body in the house format — one-sentence pitch, install block, usage-focused "what's new" sections with PR links and optional screenshots, a platform-support table, upgrade notes, and a single deduped auto-generated changelog at the bottom. Use when the user says "/release-notes…
Skill Claude CodeCodex
Turn a rough feature, bug, refactor, architecture, documentation, or operations idea into a ready-to-implement local plan file. Use when the user asks to crystallize, shape, refine, plan, spec, or de-risk ambiguous work before implementation; the workflow researches the codebase, public prior art, and relevant…
Skill Claude CodeCodex
Code search over the current repository. Before reading files to answer "where is X", "how does Y work", "find Z", or "what calls W", run vera search " " or vera references first. Use vera grep for exact strings and regex, vera structural for definitions, routes, and env reads. Do not read multiple files hoping to…
Skill Claude CodeCodex
Code search over the current repository. Before reading files to answer "where is X", "how does Y work", "find Z", or "what calls W", run vera search " " or vera references first. Use vera grep for exact strings and regex, vera structural for definitions, routes, and env reads. Do not read multiple files hoping to…
patsnap/patent-literature-search-mcp
Skill Claude CodeCodex
Search Patsnap's global patent and scientific literature databases together using natural-language, semantic, keyword, and BM25-based queries with multidimensional filters, then fetch patent or literature records as Markdown.
Skill Claude CodeCodex
Use this skill whenever the user needs to reduce context bloat, lower token usage, summarize large code/docs corpora, run FTS plus embeddings retrieval, rerank top chunks, and produce compact context packets before implementation work. Also trigger when users say context is too long, reduce tokens, optimize prompt…
Skill Claude CodeCodex
Code search for this repo — pick the right Beacon tool for the question: exact symbol lookup, reference tracing, file outline, or semantic search.
Skill Claude CodeCodex
How to answer codebase questions with the code-context MCP tools (search, sql, reindex): ranked hybrid keyword+semantic search, relevance-ranked SQL aggregation over the index, and index lifecycle. Use when a question spans many files ("how does X work", "where is Y handled"), when ranking or counting code by topic…
Skill Claude CodeCodex
Persistent long-term memory via memini. Use to remember durable facts, decisions, and preferences, and to recall relevant context before acting. Triggers when the user says "remember", "what do you know about", or when starting a task that may have prior context.
Skill Claude CodeCodex
Search memini for prior context, decisions, or facts relevant to the current task. Use this skill when the user asks "what do you know about X", "did we discuss Y before", or before starting work that may have prior context (a file edit, an architectural change, debugging a recurring issue). The MCP tool is…
Skill Claude CodeCodex
Save a durable fact, decision, or preference to memini. Use this skill proactively — do not wait to be asked — when the user says "remember this" or corrects you, after discovering a bug's root cause, after making an architectural decision, after learning a project convention or environment quirk, or whenever…
Skill Claude CodeCodex
Propagate insights from a distilled Raw into related existing Notes/Projects pages through conversational per-page edits.
Skill Claude CodeCodex
Distill raw session records into refined Notes and Projects. Use when the user says "提煉", "整理 raw", "distill", or "distill raw records".
Skill Claude CodeCodex
Create or resume a session takeoff baton — a curated, ephemeral, git-ignored hand-off note that lets the next Claude session continue a long-running task. A repo can hold several batons at once, one per work line (topic). Use when the user says "交接", "takeoff", "交棒", "context 快滿了交接給下個 session", "hand off to next…
Skill Claude CodeCodex
Retrieve knowledge from a vector-store collection via the vector-mcp MCP server's vectorsearch tool — semantic (ANN) search, lexical BM25 search, or a hybrid of the two fused with Reciprocal Rank Fusion. Use when the agent must answer a question from an indexed corpus, pull top-k relevant chunks for RAG context, or…
Skill Claude CodeCodex
Review and apply intelligence proposals generated by /scan. Uses atomic operations with rollback safety.
Skill Claude CodeCodex
Run the intelligence scanner to detect contradictions, drift, dead decisions, and missing cross-references across the entire memory workspace.
Skill Claude CodeCodex
Search across all structured memory files. Default backend: BM25 scoring with Porter stemming and domain-aware query expansion. Optional: graph-based cross-reference boosting (--graph). Optional: vector/embedding backend (configure in mind-mem.json). Returns ranked results with block ID, type, score, excerpt, and file…
Skill Claude CodeCodex
Explicitly save or resume a compact project handoff shared by Claude Code, Codex CLI, Kimi Code, and other compatible runtimes.