Loading ToolBench
48 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | contex cahoots-org/contex assign_role_endpointcreate_keyexport_audit_events+13 | 16 | 2026-07-28+ | 66/100 | C |
| 2 | jellyfish-mcp |
| 9 |
| 2026-07-28+ |
| 66/100 |
| C |
| 3 | HelixMind DancingTedDanson011/HelixMind spiral_compactspiral_contextspiral_relate+2 | 5 | <=2025-11-25 | 61/100 | C |
| 4 | RAGLight Bessouat40/RAGLight class_retrievercollectionsgenerate+7 | 10 | <=2025-11-25 | 61/100 | C |
| 5 | codebase-search-4-agents falkosch/codebase-search-4-agents get_codebase_statssearch_by_file_typesearch_codebase | 3 | <=2025-11-25 | 61/100 | C |
| 6 | mcp-rag-server Daniel-Barta/mcp-rag-server list_filesrag_queryread_file | 3 | 2026-07-28+ | 61/100 | C |
| 7 | vast-rag ssotoa70/vast-rag get_documentlist_collectionssearch_docs | 3 | <=2025-11-25 | 61/100 | C |
| 8 | code-memory kapillamba4/code-memory check_index_statusget_index_statsindex_codebase+3 | 6 | <=2025-11-25 | 60/100 | C |
| 9 | awesome-skills theneoai/awesome-skills analyze_scriptsapply_gerrit_permissionsassess_functionality+5 | 8 | 2026-07-28+ | 49/100 | F |
| 10 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 11 | ai-development-tools-mcp blairmichaelg/ai-development-tools-mcp analyze_code_metricsanalyze_code_qualityanalyze_code_structure+20 | 23 | <=2025-11-25 | 48/100 | F |
| 12 | codemogger glommer/codemogger indexlistmcp+1 | 4 | 2026-07-28+ | 47/100 | F |
| 13 | organon andrii-su/organon archivecleancontext+17 | 20 | <=2025-11-25 | 47/100 | F |
| 14 | unified-blueprint sert-xx/unified-blueprint ubp-fulltext-searchubp-get-contextubp-get-graph+3 | 6 | <=2025-11-25 | 47/100 | F |
| 15 | install-x DuinoDu/install-x installis_supported | 2 | 2026-07-28+ | 46/100 | F |
| 16 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 17 | rag-mcp zivshek/rag-mcp get_godot_context | 1 | 2026-07-28+ | 46/100 | F |
| 18 | cobo uec-i4s/cobo search | 1 | 2026-07-28+ | 45/100 | F |
| 19 | agent-generator ruslanmv/agent-generator matrix_checkmatrix_commitmatrix_plan_batch+3 | 6 | 2026-07-28+ | 44/100 | F |
| 20 | claude-context-local shreyashKilledar1/claude-context-local get_project_infoindex_directorylist_projects+1 | 4 | <=2025-11-25 | 44/100 | F |
| 21 | blockbench-mcp-project jasonjgardner/blockbench-mcp-project albedo_to_normalfal_gpt_imageresize_to_atlas+1 | 4 | 2026-07-28+ | 43/100 | F |
| 22 | mcp-for-docs qdrant/mcp-for-docs qdrant_search | 1 | <=2025-11-25 | 42/100 | F |
| 23 | best-practices-mcp edouardp/best-practices-mcp pqsoft_read_docspqsoft_recommend_docspqsoft_search_docs | 3 | 2026-07-28+ | 41/100 | F |
| 24 | mcp-codebase-insight tosin2013/mcp-codebase-insight analyze-patternsdetect-architectureget-metrics+1 | 4 | 2026-07-28+ | 41/100 | F |
| 25 | gemini-cli-rag-mcp pedarias/gemini-cli-rag-mcp gemini_cli_query_tool | 1 | 2026-07-28+ | 40/100 | F |
| 26 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 27 | GithubCopilotCLI-VectorMemoryMCP BrainSlugs83/GithubCopilotCLI-VectorMemoryMCP vector_reindexvector_search | 2 | 2026-07-28+ | 39/100 | F |
| 28 | cntx whaleen/cntx agent/discoveragent/investigateagent/query+10 | 13 | 2026-07-28+ | 39/100 | F |
| 29 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 30 | srag wrxck/srag embedgenerateload_model+5 | 8 | <=2025-11-25 | 38/100 | F |
| 31 | claude-code-skills almeidamarcell/claude-code-skills AgentAskUserQuestionBash+7 | 10 | 2026-07-28+ | 37/100 | F |
| 32 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 33 | MCP-Server abhinavjain1110/MCP-Server analyzeCodeexplainCodefindBug+3 | 6 | <=2025-11-25 | 36/100 | F |
| 34 | modelcontextprotocol_project mishra7731/modelcontextprotocol_project compress_dataread_docstore_info+1 | 4 | <=2025-11-25 | 36/100 | F |
| 35 | markdown-rag-mcp mohllal/markdown-rag-mcp configgenerate_docsindex+2 | 5 | <=2025-11-25 | 35/100 | F |
| 36 | sui-mcp-server ProbonoBonobo/sui-mcp-server index_documentsretrieve_documents | 2 | <=2025-11-25 | 29/100 | F |
| 37 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 38 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 39 | mcp-to-ai-sdk vercel-labs/mcp-to-ai-sdk check_domain_availability_and_pricecreate_commentcreate_issue+54 | 57 | <=2025-11-25 | 16/100 | F |
| 40 | roblox-engine-api-docs-mcp noahwillcrow/roblox-engine-api-docs-mcp | 0 | 2026-07-28+ | 16/100 | F |
| 41 | knowing blackwell-systems/knowing blast_radiuscommunitiescontext_for_files+25 | 28 | 2026-07-28+ | 15/100 | F |
| 42 | claude-persistent-memory MIMI180306/claude-persistent-memory memory_savememory_searchmemory_stats+1 | 4 | 2026-07-28+ | 11/100 | F |
| 43 | qdrant-rag-mcp ancoleman/qdrant-rag-mcp | 0 | 2026-07-28+ | 11/100 | F |
| 44 | ai-news-mcp-server Paras1Chauhan/ai-news-mcp-server ai_news_get_arxiv_papersai_news_get_devto_articlesai_news_get_hackernews+2 | 5 | 2026-07-28+ | 8/100 | F |
| 45 | ai-debugger-mcp harveersinghnagpal/ai-debugger-mcp search_documents | 1 | 2026-07-28+ | 6/100 | F |
| 46 | ETOM snooow1029/ETOM | 0 | <=2025-11-25 | 0/100 | F |
| 47 | locus SylphxAI/locus codebase_searchcoderag_indexcoderag_search+2 | 5 | 2026-07-28+ | 0/100 | F |
| 48 | rms-memory-mcp max-ramas/rms-memory-mcp rms_doctorrms_reindexrms_sync | 3 | 2026-07-28+ | 0/100 | F |