Loading ToolBench
379 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | gentleman-book-mcp Alan-TheGentleman/gentleman-book-mcp build_semantic_indexget_book_indexlist_chapters+4 | 7 | 2026-07-28+ | 63/100 | C |
| 52 | local-image-search-mcp edujbarrios/local-image-search-mcp |
| 8 |
| <=2025-11-25 |
| 63/100 |
| C |
| 53 | mcp-code-review-server crazyrabbitLTC/mcp-code-review-server analyze_repocode_review | 2 | 2026-07-28+ | 63/100 | C |
| 54 | mcp-for-docs appwrite/mcp-for-docs getDocsPagegetFeatureExamplesgetTableOfContents+3 | 6 | <=2025-11-25 | 63/100 | C |
| 55 | vibe-frontend thefixer3x/vibe-frontend analyze_memory_statscheck_service_healthcreate_app+17 | 20 | 2026-07-28+ | 63/100 | C |
| 56 | DBJavaGenix ZhaoXingPeng/DBJavaGenix ai_infer_business_namesai_metricsai_recommend_template+14 | 17 | 2026-07-28+ | 62/100 | C |
| 57 | argus Meru143/argus analyze_diffget_historyget_hotspots+2 | 5 | 2026-07-28+ | 62/100 | C |
| 58 | knownissue gong8/knownissue my_activitypatchreport+2 | 5 | 2026-07-28+ | 62/100 | C |
| 59 | qdrant-mcp-server No-Smoke/qdrant-mcp-server add_documentscreate_collectiondelete_collection+5 | 8 | 2026-07-28+ | 62/100 | C |
| 60 | rolldev-mcp-server dockergiant/rolldev-mcp-server rolldev_composerrolldev_db_queryrolldev_list_environments+7 | 10 | 2026-07-28+ | 62/100 | C |
| 61 | socraticode giancarloerra/socraticode codebase_aboutcodebase_contextcodebase_context_index+24 | 27 | <=2025-11-25 | 62/100 | C |
| 62 | Cocode hrayleung/Cocode codebase_retrieval_full | 1 | <=2025-11-25 | 61/100 | C |
| 63 | Cortex EcuaByte-lat/Cortex cortex_addcortex_capturecortex_context+13 | 16 | 2026-07-28+ | 61/100 | C |
| 64 | HelixMind DancingTedDanson011/HelixMind spiral_compactspiral_contextspiral_relate+2 | 5 | <=2025-11-25 | 61/100 | C |
| 65 | In-Memoria pi22by7/In-Memoria analyze_codebaseauto_learn_if_neededcontribute_insights+11 | 14 | <=2025-11-25 | 61/100 | C |
| 66 | Kiln Kiln-AI/Kiln create_code_toolget_available_toolstest_code_tool | 3 | 2025-06-18+ | 61/100 | C |
| 67 | LokalBoards florian-strasser/LokalBoards claimCardcreateCardgetBoardTree+9 | 12 | 2026-07-28+ | 61/100 | C |
| 68 | PRD-MCP-Server Saml1211/PRD-MCP-Server add_validation_rulecreate_templatedelete_template+18 | 21 | <=2025-11-25 | 61/100 | C |
| 69 | RAGLight Bessouat40/RAGLight class_retrievercollectionsgenerate+7 | 10 | <=2025-11-25 | 61/100 | C |
| 70 | ac-mcp xpqz/ac-mcp keywords-forlookup-syntaxsearch+1 | 4 | 2026-07-28+ | 61/100 | C |
| 71 | appium-mcp appium/appium-mcp appium_aiappium_app_lifecycleappium_clipboard+29 | 32 | <=2025-11-25 | 61/100 | C |
| 72 | mcp-rag-server Daniel-Barta/mcp-rag-server list_filesrag_queryread_file | 3 | 2026-07-28+ | 61/100 | C |
| 73 | mcp-rubber-duck nesquikm/mcp-rubber-duck approve_mcp_requestask_duckchat_with_duck+12 | 15 | 2025-06-18+ | 61/100 | C |
| 74 | konflux-devlake-mcp konflux-ci/konflux-devlake-mcp analyze_e2e_testsconnect_databaseexecute_query+7 | 10 | <=2025-11-25 | 60/100 | C |
| 75 | lex-ai sohandillikar/lex-ai get_pagehealth_checklist_sources+2 | 5 | 2026-07-28+ | 60/100 | C |
| 76 | mcp-openai-image-generation ai-zerolab/mcp-openai-image-generation edit_imagegenerate_image | 2 | 2026-07-28+ | 60/100 | C |
| 77 | openai-gpt-image-mcp SureScaleAI/openai-gpt-image-mcp create-imageedit-imagevaries-image | 3 | 2026-07-28+ | 60/100 | C |
| 78 | spyder-ai-assistant costantinoai/spyder-ai-assistant git.diffgit.loggit.status+11 | 14 | <=2025-11-25 | 60/100 | C |
| 79 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 80 | code-rag-mcp Mirrdhyn/code-rag-mcp explain_code_with_contextfind_similar_codeget_index_stats+4 | 7 | <=2025-11-25 | 59/100 | D |
| 81 | cortex gzoonet/cortex add_projectcortex_askfind_entity+8 | 11 | 2026-07-28+ | 59/100 | D |
| 82 | jlink_mcp cyj0920/jlink_mcp clear_breakpointconnect_devicediagnose_environment+42 | 45 | 2026-07-28+ | 59/100 | D |
| 83 | martol-client nyem69/martol-client action_statusaction_submitbrief_get_active+2 | 5 | <=2025-11-25 | 59/100 | D |
| 84 | mcp-codebase-analyser YevhenHryhorenko/mcp-codebase-analyser analyze_repositoryfind_best_sectionget_code_context+2 | 5 | <=2025-11-25 | 59/100 | D |
| 85 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 86 | Toolbox AlexanderOllman/Toolbox batch_test_mcp_serverscheck_host_portcleanup_test_containers+24 | 27 | <=2025-11-25 | 58/100 | D |
| 87 | cli-anything-zotero PiaoyangGuohai1/cli-anything-zotero add_arxivadd_doiadd_url+32 | 35 | 2026-07-28+ | 58/100 | D |
| 88 | docpull raintree-technology/docpull ensure_docsgrep_docslist_libraries+3 | 6 | 2025-06-18+ | 58/100 | D |
| 89 | mcp-server-example-python dedalus-labs/mcp-server-example-python analyze_docsask_docsindex_docs+2 | 5 | 2026-07-28+ | 58/100 | D |
| 90 | test-genie-mcp MUSE-CODE-SPACE/test-genie-mcp analyze_app_structureanalyze_performanceanalyze_project+18 | 21 | 2026-07-28+ | 58/100 | D |
| 91 | translator-ai DatanoiseTV/translator-ai translate_jsontranslate_multiple | 2 | 2026-07-28+ | 58/100 | D |
| 92 | MCP-coding-assistant AviOfLagos/MCP-coding-assistant add_documentationget_suggestions | 2 | 2026-07-28+ | 57/100 | D |
| 93 | RLM-Agent byBasiliosP/RLM-Agent memory_forgetmemory_getmemory_lookup+6 | 9 | <=2025-11-25 | 57/100 | D |
| 94 | Rvt_Docs_MCP kaitpw/Rvt_Docs_MCP retrieve-docretrieve-docssearch-docs+1 | 4 | 2026-07-28+ | 57/100 | D |
| 95 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 96 | claude-context-enhanced gitabozaid/claude-context-enhanced clear_indexdirectory_treeedit+6 | 9 | 2026-07-28+ | 57/100 | D |
| 97 | ctx-sys david-franz/ctx-sys context_queryentitygraph+2 | 5 | 2026-07-28+ | 57/100 | D |
| 98 | jooq-mcp martinellich/jooq-mcp getCodeGenerationGuidegetDatabaseSupportgetQueryDslReference+2 | 5 | 2026-07-28+ | 57/100 | D |
| 99 | ktme FreePeak/ktme generate_documentationget_service_mappingktme_get_knowledge_tree+5 | 8 | <=2025-11-25 | 57/100 | D |
| 100 | mavis kristofferahl/mavis approve_commitprepare_commitpreview_commit | 3 | <=2025-11-25 | 57/100 | D |