Loading ToolBench
51 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ZotSeek introfini/ZotSeek find_similarindex_statussearch | 3 | <=2025-11-25 | 83/100 | A |
| 2 | bookstack-mcp bees-roadhouse/bookstack-mcp create_pagedelete_pagedirectory |
| 12 |
| <=2025-11-25 |
| 78/100 |
| B |
| 3 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 4 | youtube-knowledge-base-mcp Miandari/youtube-knowledge-base-mcp explore_librarymanage_sourceprocess_video+1 | 4 | 2026-07-28+ | 70/100 | B |
| 5 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 6 | gentleman-book-mcp Alan-TheGentleman/gentleman-book-mcp build_semantic_indexget_book_indexlist_chapters+4 | 7 | 2026-07-28+ | 63/100 | C |
| 7 | ai-jam-sessions mcp-tool-shop-org/ai-jam-sessions auto_reharmonizecompose_panellist_songs+3 | 6 | 2026-07-28+ | 62/100 | C |
| 8 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 9 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 10 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 11 | vault-search drpwchen/vault-search graph_querytextbook_searchvault_search+2 | 5 | <=2025-11-25 | 57/100 | D |
| 12 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 13 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 14 | build-your-own-ai-agent Lay4U/build-your-own-ai-agent calculatecalculatorextract_links+8 | 11 | 2026-07-28+ | 54/100 | D |
| 15 | anki-mcp-server SilvaHerald/anki-mcp-server create-anki-cards | 1 | 2026-07-28+ | 53/100 | D |
| 16 | claude-mcp-course jaygaha/claude-mcp-course addaddconvert_video+8 | 11 | 2026-07-28+ | 52/100 | D |
| 17 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 18 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 19 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 20 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 21 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 22 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 23 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 24 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 25 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 26 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 27 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 28 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 29 | McpServer Adriano-Severino/McpServer AtualizarAsyncBaixarModeloCadastrarAsync+9 | 12 | 2026-07-28+ | 42/100 | F |
| 30 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 31 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 32 | Deep-Learning-Portfolio Youss2f/Deep-Learning-Portfolio calculateget_current_timeget_grade_requirements+1 | 4 | 2026-07-28+ | 38/100 | F |
| 33 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 34 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 35 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 36 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 37 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 38 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 39 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 40 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 41 | SocialWelfare RealSan1/SocialWelfare crawl_from_searchgenerate_title_and_categorysearch_sites_with_gemini+2 | 5 | <=2025-11-25 | 31/100 | F |
| 42 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 43 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 44 | Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series MortadhaMannai/Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series call_llmcreate_planexecute_action+6 | 9 | 2026-07-28+ | 28/100 | F |
| 45 | transformers-simplified hereandnowai/transformers-simplified | 0 | 2026-07-28+ | 25/100 | F |
| 46 | goAgent EdersenC/goAgent ResponseToolSearchToolsearchExtraction+1 | 4 | 2026-07-28+ | 23/100 | F |
| 47 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 48 | EvolvAI accentureshark/EvolvAI | 0 | 2026-07-28+ | 22/100 | F |
| 49 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 50 | mcp-server-devonthink dvcrn/mcp-server-devonthink add_tagsask_ai_about_documentscheck_ai_health+26 | 29 | 2026-07-28+ | 17/100 | F |