10 actions in 10 pieces of software · ranked by words, meaning and measured trust · 544 ms

1. 1Apertus Chat · LLM + Document Searchverified and signedpassport

   MCP serverrecord

   • apertus_v1_5_8b_text_chat

     Stream a response from Apertus v1.5 8B with executable built-in tools.

2. 2Apertus-8B-Instruct-2509verified and signedpassport

   modelrecord433,832 downloads/month

   • text-generation

     Task: text-generation

3. 3llm_proxyfound in code, not yet checkedno passport yet

   MCP servertrackme518/llm_proxy

   • search_documents

     Search documents. Optionally restrict scope with project_ids.

4. 4llm-backlogfound in code, not yet checkedno passport yet

   MCP serverwaabox/llm-backlog

   • document_search

     Search llm-backlog documents using the shared fuzzy index

5. 5ollama-chatfound in code, not yet checkedno passport yet

   MCP serverjeromeboivin/ollama-chat

   • query_documents

     Query indexed documents in a ChromaDB collection using semantic search. Returns relevant document chunks based on the query with optional AI-generated synthesis of results.

6. 6llm-flowfound in code, not yet checkedno passport yet

   MCP serverdavidarakelyan/llm-flow

   • retrieve_docs

     Semantic search over indexed documents.

7. 7homelab-llmfound in code, not yet checkedno passport yet

   MCP serverbebopbabailey/homelab-llm

   • docs.document.search

     Search one explicit document and return evidence only.

8. 8llm-chat-appfound in code, not yet checkedno passport yet

   MCP serverpiro0526/llm-chat-app

   • web_search

     Search the web for information

9. 9anubis.chatfound in code, not yet checkedno passport yet

   MCP servertonyoconnell/anubis.chat

   • document_retrieval

     Retrieve and search through user documents stored in the system

10. 10llm_wikifound in code, not yet checkedno passport yet

    MCP servernashsu/llm_wiki

    • llm_wiki_search

      Search a project using the same backend keyword/vector retrieval used by the desktop API.