AI and media

Searching your documents (RAG): tools for AI agents

Index your documents and search them by meaning. The best matches among the MCP servers, command-line tools, web APIs and Claude Code plugins AptLynx checks every night, working ones first.

MCP servers

• Vectorpanda Docs: read_doc Verified publisher · Working at last check
  Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
• Ddx Archive: semantic_search Verified publisher · Working at last check
  Search messages on every list (or the lists in inbox) by semantic similarity using vector embeddings; each result names its inbox. Returns messages most…
• Embedding Search: semantic_search Working at last check
  Rank a list of documents against a query using cosine similarity of bge embeddings. Returns top-k matches with scores.
• Andreax: semantic-search Working at last check
  Rank a list of documents by MEANING closeness to a query (cosine similarity over embeddings). Ready-to-use RAG, no need for the agent to run its own vector…
• EmbeddingGemma 2 Working at last check
  Search text and images with one embedding
• Industrial Platform: text-chunk Working at last check
  Split document or text content into deterministic overlapping chunks for RAG ingestion, embeddings, vector indexing, retrieval pipelines and LLM context…
• Local Vector Search MCP Runs on your computer
  Local Markdown search, navigation and editing via MCP, with optional vector embeddings.
• Vexor Runs on your computer
  A semantic search engine for files and code.
• Surewhynot Quartermaster: embed_text Verified publisher · Working at last check
  [AI] Text embeddings (1024-dim vector) for semantic search and RAG. Costs $0.002.
• Docbin: search_docs Verified publisher · Working at last check
  Search your documents by name. Returns matches with their URLs and latest versions.
• lanternkb Runs on your computer
  Private, local search over your own files, by meaning and keywords, with secrets redacted.
• Urantia Papers: search.semantic Verified publisher · Working at last check
  Search the Urantia Papers using semantic similarity (vector embeddings). Returns conceptually related results even without exact keyword matches. A reference…
• ragcreator Verified publisher · Needs a sign-in or key
  Build a RAG pipeline station by station and search your own documents with cited answers.

Command-line tools

• dngrep
  Graphical GREP tool to search across text files, Word and Excel documents, PDFs and archives
• arcadedb
  Multi-Model DBMS: Graph, Document, Key/Value, Search, Time Series, Vector
• binwalk
  Searches a binary image for embedded files and executable code
• AgentDB
  AgentDB (Windows package; no description in the winget index) database ai cli sqlite agents vector-search embeddings
• fsql
  Search through your filesystem with SQL-esque queries
• text-embeddings-inference
  Blazing fast inference solution for text embeddings models

Web APIs

• Custom Search API
  Searches over a website or collection of websites analytics media
• Doc Converter
  This api converts file formats of OpenXml and OpenOffice documents formats to vector files (e.g., svg) analytics
• DigiLocker Issuer APIs
  This document provides detailed specification of the Digital Locker Pull APIs. The Pull model of integration with Digital Locker enables a Digital Locker user…
• Semantic Tile API
  Serves vector tiles containing geospatial data. analytics media
• VisibleThread API
  Introduction The VisibleThread b API provides services for analyzing/searching documents and web pages. To use the service you need an API key. Contact us at…
• SearchIndexClient
  Client that can be used to query an index and upload, merge, or delete documents. cloud

Claude Code plugins

• redis-development
  Redis development best practices — data structures, query engine, vector search, caching, and performance optimization database
• zilliz
  Zilliz Cloud management plugin with 14 skills covering cluster lifecycle, collection schema, vector search, index tuning, bulk import, RBAC, backups, and…
• lumen
  Precise local semantic code search via MCP. Indexes your codebase with Go AST parsing, embeds with Ollama or LM Studio, and exposes vector search to Claude…
• qdrant-skills
  Agent skills for Qdrant vector search covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades,…

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Related topics

• Image generation
• Video generation and editing
• Text to speech
• Speech to text
• YouTube
• Music and audio
• Translation
• Memory for agents
• Calling other AI models
• Research papers

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