Loading ToolBench
90 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | aws-open-data-mcp |
| 2 |
| 2025-06-18+ |
| 78/100 |
| B |
| 2 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 3 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 4 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 5 | mcp-server finmap-org/mcp-server analyze_market_overviewanalyze_sector_performanceget_company_profile_us+6 | 9 | <=2025-11-25 | 70/100 | B |
| 6 | OpenTraderWorld G-OTW/OpenTraderWorld load_skillmemory_deletememory_load+4 | 7 | 2026-07-28+ | 69/100 | C |
| 7 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 8 | openaccountants openaccountants/openaccountants get_skillget_skill_sectionslist_skills+3 | 6 | <=2025-11-25 | 68/100 | C |
| 9 | sapgui.mcp Hochfrequenz/sapgui.mcp browser_clickbrowser_evaluatebrowser_fill+14 | 17 | 2026-07-28+ | 68/100 | C |
| 10 | aegisgov-sec-mcp AEGISGOVDAO/aegisgov-sec-mcp get_company_profileget_filingsget_financials+1 | 4 | 2026-07-28+ | 67/100 | C |
| 11 | countbean-plugin CPUtester5465/countbean-plugin accountsadd_transactionsawait_device_approval+11 | 14 | 2026-07-28+ | 66/100 | C |
| 12 | developers-agent-toolkit Mastercard/developers-agent-toolkit get-api-operation-detailsget-api-operation-listget-documentation+6 | 9 | 2026-07-28+ | 65/100 | C |
| 13 | experimental-ext-variants modelcontextprotocol/experimental-ext-variants add_labeladd_review_commentbalance+23 | 26 | 2026-07-28+ | 64/100 | C |
| 14 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 15 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 16 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 17 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 18 | MCP_Server Sakshamtomar2004/MCP_Server add_expensecreate_issueget_repo_info+5 | 8 | <=2025-11-25 | 61/100 | C |
| 19 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 20 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 21 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 22 | abap-adt-mcp williansaez/abap-adt-mcp atcApplyQuickfixatcCheckVariantatcCustomizing+16 | 19 | <=2025-11-25 | 60/100 | C |
| 23 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 24 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 25 | pineforge-backtest-mcp pineforge-4pass/pineforge-backtest-mcp backtestbacktest_gridbinance_klines_csv+5 | 8 | 2026-07-28+ | 60/100 | C |
| 26 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 27 | validation-mcp-server judepayne/validation-mcp-server batch_validatebatch_validate_inboxbatch_validate_loan_files+23 | 26 | 2026-07-28+ | 49/100 | F |
| 28 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 29 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 30 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 31 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 32 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 33 | x402-deploy nirholas/x402-deploy adddividemultiply+3 | 6 | 2026-07-28+ | 48/100 | F |
| 34 | auto-news arbyazra123/auto-news check_docker_statusget_newsget_news_status+2 | 5 | 2026-07-28+ | 47/100 | F |
| 35 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 36 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 37 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 38 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 39 | solana-dev-mcp solana-foundation/solana-dev-mcp getAccountInfogetBalancegetMinimumBalanceForRentExemption+1 | 4 | 2026-07-28+ | 46/100 | F |
| 40 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 41 | autumn-mcp-server SirTenzin/autumn-mcp-server create_customerget_autumn_userget_billing_portal+1 | 4 | 2026-07-28+ | 45/100 | F |
| 42 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 43 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 44 | mcp-server-examples codecowboydotio/mcp-server-examples get_all_swapi_peopleget_current_stock_priceget_historical_stock_splits+5 | 8 | <=2025-11-25 | 44/100 | F |
| 45 | mcp-worktree-workflows Doctacon/mcp-worktree-workflows connectcontainer_inspectcontainer_list+13 | 16 | 2026-07-28+ | 44/100 | F |
| 46 | 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 |
| 47 | arbitrum-mcp dewanshparashar/arbitrum-mcp arbos_versioncheck_publisher_healthclear_rpc_url+29 | 32 | 2026-07-28+ | 43/100 | F |
| 48 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 49 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 50 | MCP-Server iramsk02/MCP-Server get_jira_issuelist_mifos_filesread_mifos_file+3 | 6 | 2026-07-28+ | 41/100 | F |