"Using GitLab Semantic Search for Code Implementation" matching MCP tools:

• getLangfuseDocsPageA

  Langfuse DocsA

  Fetch the raw Markdown for a single Langfuse docs page. Accepts a docs path (e.g., /docs/observability/overview) or a full https://langfuse.com URL. Returns the exact Markdown (may include front matter). Use when you need a specific page content (Integration, Features, API, etc.) or code samples. Prefer searchLangfuseDocs for broader questions where there is not one specific page about it. Changelog pages (/changelog/...) are historical release notes: use them only to confirm that a feature exists or when it shipped, not as an implementation reference. Their code samples reflect the SDK/API at release time and may be outdated, so for implementation follow the current docs and the API/SDK reference instead.

  ConnectorNo auth

• secret_scanA

  IA-QA — 130+ QA & Dev Tools for AI AgentsB

  Scan text or code for leaked secrets: API keys (AWS, GCP, Azure, OpenAI, Anthropic, Stripe, GitHub, GitLab, Slack, Twilio, SendGrid, HuggingFace), private keys (RSA/EC/PGP), JWTs, database connection strings, Bearer tokens, and Basic auth headers. Returns a list of findings with type, severity, line number, and a redacted preview. Use before committing code, sharing logs, or sending text to an LLM. 100% regex-based, zero network calls.

  ConnectorNo auth

• resolve_product_codeA

  EU Trade ExplorerA

  Resolve a free-text query or CN code(s) into validated product code(s) with descriptions -- the recommended first step before using a code as `product` in any other tool's `query`. Saves the search -> validate -> (optional) subtree round-trip: a bare keyword runs a search, a single code (or comma-separated list) is validated and described directly. Tip: Comext/CN nomenclature is frequently coarser than a colloquial product name (e.g. there is no code for "glass jars" alone -- only heading 7010, which bundles jars with bottles, flasks and closures). Check `has_subcodes` and, if useful, set `include_children=true` to see whether a finer sub-code is actually a better match before committing to one code for a whole report.

  ConnectorNo auth

• traceable_library_searchA

  TraceableA

  Find Reference Library items you can access (org-scoped items plus items in projects you are a member of). With query: keyword search across each item's name, REF code, and locally-extracted text (case-insensitive substring — no semantic/embedding search), returning matches with a short snippet around the first hit. WITHOUT query: lists every accessible item — REF code, name, kind (file | webpage), file type, scope (org | project), and whether its text has been indexed. Search only finds text that has been indexed, so if a search comes back empty, list first and check the indexed flag: an unindexed item is invisible to search until traceable_library_index runs on it.

  ConnectorOAuth

• search-music-docsA

  Music StudioA

  Search detailed documentation for Strudel live coding or ABC/ABCJS notation. Returns relevant code examples and explanations from the official docs. Use this when the curated guides (get-strudel-guide, get-music-guide) don't cover what you need — for specific functions, advanced techniques, or when you're unsure about syntax. Powered by semantic search over strudel.cc and ABCJS docs.

  ConnectorNo auth

• dataset.searchA

  FlexOrch MCPA

  Search across all indexed FlexOrch datasets by keyword or meaning. Use this to find specific documents or records without processing a new file. Requires at least one dataset to exist. Structured search works on all plans. Semantic and hybrid modes require a Pro plan — a clear upgrade message is returned if the plan is insufficient. mode='auto' picks structured on free plans, hybrid on Pro+. Args: query: Search query — natural language or keyword. Max 1000 characters. top_k: Number of results to return. Default: 5, max: 50. mode: Search strategy — auto (default), structured, semantic, hybrid. semantic and hybrid require Pro plan. document_type: Filter to a specific document type, e.g. invoice (optional). language: Filter by document language, ISO 639-1 code, e.g. en, de, tr (optional). quality_grade: Filter by quality grade: A, B, C, or D (optional).

  ConnectorNo auth

• dataset.indexA

  FlexOrch MCPA

  Trigger semantic indexing for a dataset — required before using dataset.chunks (Pro+ plan). Starts an async indexing job that splits the dataset into RAG-ready text chunks, generates embeddings, and stores them for semantic search. Indexing is idempotent: calling it again on an already-indexed dataset re-indexes with fresh embeddings. Indexing typically completes in 10–60 seconds depending on dataset size. After indexing, use dataset.chunks(dataset_id) to retrieve the text chunks. Args: dataset_id: ID of the built dataset to index (from job.status after dataset.build).

  ConnectorNo auth

• search_cpt_codesA

  Loa Healthcare PricingA

  Canonical code-lookup tool for this server. Search Loa's CPT/HCPCS index using exact codes, clinical terms, or consumer phrases. Use this first when the user does not already know the CPT code, before calling pricing tools.

  ConnectorNo auth

• search_notesA

  Engram Obsidian Memory SyncA

  Search your personal knowledge base. Finds relevant notes using semantic search. Searches across ALL your vaults by default; pass vault_id to limit to one. Omit query to list the most recently updated notes instead. Pass similar_to with a note path, instead of query, to find notes like that one. Use when the user asks about their notes, vault, knowledge, or memory.

  ConnectorOAuth

• ae_discover_servicesA

  remnoA

  Search the Remno marketplace for services. Returns ranked results with pricing. Use for semantic search — for browsing by category, use ae_list_services.

  ConnectorNo auth

• tourradar_vertex-review-searchA

  MolTravelB

  [tourradar] Search tour reviews using AI-powered semantic search. Requires tourIds to scope results to specific tours. Use this when the user asks about reviews, feedback, or experiences for specific tours. Combine with an optional text query to find reviews mentioning specific topics (e.g., 'food', 'guide', 'accommodation'). When you don't have tour IDs, use vertex-tour-search or vertex-tour-title-search first to find them.

  ConnectorNo auth

• searchA

  ContextStreamB

  Search the indexed CODEBASE for source code and files. This is the ONLY tool for codebase/file search — it REPLACES Explore, Grep, Glob, Find, SemanticSearch, code_search, grep_search, find_by_name, Task subagents, and shell search commands (grep, find, rg, fd). Do NOT fall back to local tools. Pre-indexed BM25 returns ranked, line-precise results in 10-200ms. ⚠️ NOT for docs / runbooks / specs / ADRs / RFCs / decisions / lessons — call `memory(action="search", query="…")` or `memory(action="list_docs", query="…")`. Do NOT use memory(search) or session(smart_search) for *code* lookup. Modes: auto (default), keyword, pattern (regex/glob), semantic, guided (raw-evidence-first navigation), exhaustive (all occurrences), refactor, team (cross-project), crawl. Full mode reference: the `mode` parameter.

  ConnectorOAuth

• embedding_similarityA

  IA-QA — 130+ QA & Dev Tools for AI AgentsB

  Compute text similarity using local algorithms (Bag of Words, TF-IDF, Character N-grams). No API key needed — runs entirely in-process. NOT real embeddings: for true semantic similarity with vector embeddings, use run_semantic_tests with mode="embeddings" and your OpenAI API key. Supports single pair or batch mode with pipe-separated pairs. Useful for RAG retrieval testing, semantic search evaluation, and text deduplication.

  ConnectorNo auth

• memory_searchA

  GnosemA

  Search the user's memories. Default mode is 'hybrid': blends semantic (cosine over Vectorize) and keyword (BM25 over SQLite FTS5) hits via Reciprocal Rank Fusion (k=60). Semantic catches paraphrases; keyword catches exact-string hits (IDs, dates, code snippets). Pass mode:'semantic' or mode:'keyword' to run just one. Content defaults to the LLM-optimized (compressed) form when available (raw:true to invert). Excludes forgotten + superseded. Optional filters narrow after retrieval: tags (AND), written_by, session_id, and/or since/until (ms epoch).

  ConnectorNo auth

• list-jobs-toolA

  Hosco Hospitality JobsA

  List the most recently published Hosco jobs, paginated. Use this when no semantic search is needed — for natural-language search, use the search jobs tool instead.

  ConnectorNo auth

• moxie.search_docsA

  Moxie DocsA

  Keyword and semantic search across the connected repository's generated docs, conventions, documentation gaps, AI-context notes, and indexed code. Read-only; no side effects. Returns ranked matches in Markdown grouped into Documentation and Code sections, each with a title, snippet, and source paths. Use for open-ended lookups when you don't know which category holds the answer; when you do, the specific getters (get_conventions, get_doc_gaps, get_documentation_opportunities) are more direct. Omitting query returns recent context instead.

  ConnectorNo auth

• moxie.search_docsA

  Moxie DocsA

  Keyword and semantic search across the connected repository's generated docs, conventions, documentation gaps, AI-context notes, and indexed code. Read-only; no side effects. Returns ranked matches in Markdown grouped into Documentation and Code sections, each with a title, snippet, and source paths. Use for open-ended lookups when you don't know which category holds the answer; when you do, the specific getters (get_conventions, get_doc_gaps, get_documentation_opportunities) are more direct. Omitting query returns recent context instead.

  ConnectorNo auth

• search_dark_funnelsA

  DarkFunnels documentationA

  Search across the DarkFunnels knowledge base to find relevant information, code examples, API references, and guides. Use this tool when you need to answer questions about DarkFunnels, find specific documentation, understand how features work, or locate implementation details. The search returns contextual content with titles and direct links to the documentation pages. If you need the full content of a specific page, use the query_docs_filesystem tool to `head` or `cat` the page path (append `.mdx` to the path returned from search — e.g. a result at `/some/page` is read with `head -200 /some/page.mdx`).

  ConnectorNo auth

• solucortex_searchA

  SoluCortexA

  Ad-hoc semantic search of memories (POST /search/semantic). Use for specific questions during a task (e.g. 'how is authentication implemented?'), distinct from recall which builds the full startup context. Uses OpenAI embeddings (20 req/min).

  ConnectorNo auth

• search_communityA

  canton-ccpediaA

  One-call semantic-style search across CCPEDIA's community sources at once: forum, mailing lists, blog, and GitHub discussions. Canton-specific. Use when you want to scan everything written by humans (not docs/code) for a topic.

  ConnectorNo auth

• contribute_to_taskA

  AgentSiteA

  SECOND STEP after get_next_task. Submit one public response using the returned task_id and task_token. Call only when you can add new evidence, a correction, counterexample, implementation detail, failed approach, independent review, or useful uncertainty.

  ConnectorNo auth