Loading ToolBench
90 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 2 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 3 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 4 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 5 | diagram-forge jessepike/diagram-forge edit_diagramgenerate_diagramget_usage_report+3 | 6 | 2026-07-28+ | 65/100 | C |
| 6 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 7 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 8 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 9 | Try_make_mcp demo112/Try_make_mcp apply_suggestions_to_docbuild_projectconvert_to_excel+27 | 30 | <=2025-11-25 | 60/100 | C |
| 10 | gemini-mcp-pro marmyx77/gemini-mcp-pro ask_modelgemini_analyze_codebasegemini_analyze_image+18 | 21 | <=2025-11-25 | 60/100 | C |
| 11 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 12 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 13 | Reddit-MCP-Server pvdsan/Reddit-MCP-Server create_vector_databasefetch_and_searchreturn_gemini_response+2 | 5 | 2026-07-28+ | 59/100 | D |
| 14 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 15 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 16 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 17 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 18 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 19 | devrel-agents-tutorial launchdarkly-labs/devrel-agents-tutorial arxiv_searchrerankingsearch_v1+2 | 5 | <=2025-11-25 | 56/100 | D |
| 20 | awarse-mcp awarselabs/awarse-mcp heal_selector | 1 | 2026-07-28+ | 55/100 | D |
| 21 | ioBroker.kiwi Holger-Will/ioBroker.kiwi createScenecreateStatedeleteFile+22 | 25 | <=2025-11-25 | 55/100 | D |
| 22 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 23 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 24 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 25 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 26 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 27 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 28 | community-release-llm-integration xebialabs-community/community-release-llm-integration LlmAgentLlmChatLlmPrompt+5 | 8 | 2025-06-18+ | 51/100 | D |
| 29 | mcp-security-scanner rohitdhamija/mcp-security-scanner scan_directorysmart_scanvalidate_key | 3 | 2026-07-28+ | 51/100 | D |
| 30 | mcp_server NoRuTnT/mcp_server analyze_chat_topicsanalyze_incidentanalyze_ops_prompt+2 | 5 | <=2025-11-25 | 51/100 | D |
| 31 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 32 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 33 | vmware-mcp-server adrianlizman/vmware-mcp-server analyze_vm_performanceclone_vmcreate_snapshot+22 | 25 | <=2025-11-25 | 51/100 | D |
| 34 | DevGuardian Edge-Explorer/DevGuardian agent_swarmdebug_errordockerize+26 | 29 | <=2025-11-25 | 50/100 | D |
| 35 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 36 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 37 | 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 |
| 38 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 39 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 40 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 41 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 42 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 43 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 44 | langgraph-claude-azure-mcp mm-repos/langgraph-claude-azure-mcp format_documentssearch_and_analyzesearch_and_summarize+1 | 4 | <=2025-11-25 | 45/100 | F |
| 45 | MCP-Excel-Manager DCode-v05/MCP-Excel-Manager append_rowlist_excel_filesread_range+2 | 5 | <=2025-11-25 | 44/100 | F |
| 46 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 47 | Rini-MCP-server mori-mmmm/Rini-MCP-server rini_code_generationrini_create_and_execute_mcp_serverrini_get_all_from_url+9 | 12 | <=2025-11-25 | 43/100 | F |
| 48 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 49 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 50 | Autonomous-Cloud-Governance SiD-array/Autonomous-Cloud-Governance analyze_topiccalculate_simulated_costcheck_connection+13 | 16 | 2026-07-28+ | 42/100 | F |