10 actions in 10 pieces of software · ranked by words, meaning and measured trust · 689 ms

1. 1reranker3b-sftverified and signedpassport

   modelrecord20 downloads/month

   • text-generation

     Task: text-generation

2. 2Qwen3-Reranker-0.6Bverified and signedpassport

   modelrecord1,668,903 downloads/month

   • text-ranking

     Task: text-ranking

3. 3dr-tulu-sftfound in code, not yet checkedno passport yet

   MCP servercyberwenyi2357/dr-tulu-sft

   • vllm_hosted_reranker

     Rerank a list of documents based on their relevance to the query using VLLM hosted reranker.

4. 4STEVE-R1-7B-SFT-GGUFverified and signedpassport

   modelrecord326 downloads/month

   • robotics

     Task: robotics

5. 5tejasunku/qwen3-reranker-8bverified and signedpassport

   modelrecord

   • tejasunku/qwen3-reranker-8b

     Rerank query search results using qwen3 reranker 8b model, with support for instructions

6. 6own-ai/oasst-falcon-7b-sft-top1-696demo or tutorialno passport yet

   modelrecord

   • own-ai/oasst-falcon-7b-sft-top1-696

7. 7yxzwayne/bge-reranker-v2-m3verified and signedpassport

   modelrecord

   • yxzwayne/bge-reranker-v2-m3

     Newest balance-striking reranker model from BAAI. Outputs rank scores for query-doc pairs. FP16 inference enabled.

8. 8nan-mcp-serverfound in code, not yet checkedno passport yet
   • rerank_documents

     Order documents by how well they answer a query, with Qwen3-Reranker-8B (NaN API). This is the second half of a RAG pipeline: embed_text builds the vectors a search runs over, and this one ranks what that search returns. Returns one line per document with its relevance score and its position in the

9. 9Ettin Reranker 68Mverified and signedpassport

   MCP serverrecord

   • ettin_reranker_68m_v1_rerank

     Rerank candidate passages by relevance to a query. Returns: A ranking table (rank, relevance score, passage) sorted by score descending,, plus a performance summary (inference latency and pairs-per-second throughput).

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

    MCP servercastorini/rank_llm

    • rerank