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131 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | kodit helixml/kodit kodit_api_docskodit_architecture_docskodit_commit_description+12 | 15 | 2026-07-28+ | 74/100 | B |
| 2 |
| claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document |
| 3 |
| <=2025-11-25 |
| 73/100 |
| B |
| 3 | paradigm-memory infinition/paradigm-memory memory_create_nodememory_deletememory_delete_node+22 | 25 | 2026-07-28+ | 72/100 | B |
| 4 | Kontxt ReyNeill/Kontxt grep_codebaselist_repository_structureread_files+1 | 4 | <=2025-11-25 | 70/100 | B |
| 5 | agent cipi-sh/agent app_infoartisandb_query+3 | 6 | 2026-07-28+ | 68/100 | C |
| 6 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 7 | rosary agentic-research/rosary rsry_bead_closersry_bead_creatersry_bead_update+1 | 4 | 2026-07-28+ | 68/100 | C |
| 8 | agent-bom msaad00/agent-bom create_ticketdiffexample_asset_posture+5 | 8 | 2026-07-28+ | 67/100 | C |
| 9 | ken townsendmerino/ken callersdefinitionfind_related+7 | 10 | 2026-07-28+ | 67/100 | C |
| 10 | contex cahoots-org/contex assign_role_endpointcreate_keyexport_audit_events+13 | 16 | 2026-07-28+ | 66/100 | C |
| 11 | jellyfish-mcp Jellyfish-AI/jellyfish-mcp ai_company_adoption_analyticsai_company_impact_analyticsai_person_adoption+6 | 9 | 2026-07-28+ | 66/100 | C |
| 12 | DBJavaGenix ZhaoXingPeng/DBJavaGenix ai_infer_business_namesai_metricsai_recommend_template+14 | 17 | 2026-07-28+ | 62/100 | C |
| 13 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 14 | rolldev-mcp-server dockergiant/rolldev-mcp-server rolldev_composerrolldev_db_queryrolldev_list_environments+7 | 10 | 2026-07-28+ | 62/100 | C |
| 15 | HelixMind DancingTedDanson011/HelixMind spiral_compactspiral_contextspiral_relate+2 | 5 | <=2025-11-25 | 61/100 | C |
| 16 | LokalBoards florian-strasser/LokalBoards claimCardcreateCardgetBoardTree+9 | 12 | 2026-07-28+ | 61/100 | C |
| 17 | RAGLight Bessouat40/RAGLight class_retrievercollectionsgenerate+7 | 10 | <=2025-11-25 | 61/100 | C |
| 18 | codebase-search-4-agents falkosch/codebase-search-4-agents get_codebase_statssearch_by_file_typesearch_codebase | 3 | <=2025-11-25 | 61/100 | C |
| 19 | mcp-rag-server Daniel-Barta/mcp-rag-server list_filesrag_queryread_file | 3 | 2026-07-28+ | 61/100 | C |
| 20 | vast-rag ssotoa70/vast-rag get_documentlist_collectionssearch_docs | 3 | <=2025-11-25 | 61/100 | C |
| 21 | code-memory kapillamba4/code-memory check_index_statusget_index_statsindex_codebase+3 | 6 | <=2025-11-25 | 60/100 | C |
| 22 | konflux-devlake-mcp konflux-ci/konflux-devlake-mcp analyze_e2e_testsconnect_databaseexecute_query+7 | 10 | <=2025-11-25 | 60/100 | C |
| 23 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 24 | mnemograph tm42/mnemograph add_observationscreate_entitiescreate_entities_force+2 | 5 | 2026-07-28+ | 59/100 | D |
| 25 | paparats-mcp IBazylchuk/paparats-mcp get_git_historyget_project_statsget_symbol_graph+6 | 9 | 2026-07-28+ | 58/100 | D |
| 26 | MCP_Server_Config rajkishore2015/MCP_Server_Config git_get_statusjira_create_epicjira_create_story+9 | 12 | 2026-07-28+ | 56/100 | D |
| 27 | llmc vmlinuzx/llmc edit_blockget_metricsinspect_code+18 | 21 | <=2025-11-25 | 56/100 | D |
| 28 | mcp-plesk-unified barateza/mcp-plesk-unified check_sync_statusdaemon_healthget_file_content+7 | 10 | <=2025-11-25 | 56/100 | D |
| 29 | code-sage faxioman/code-sage analyze_codecheck_statusdelete_index+1 | 4 | <=2025-11-25 | 55/100 | D |
| 30 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 31 | eva-department-mcp-server mjfura/eva-department-mcp-server add_knowledge_nodeadd_knowledge_node_typedanalyze_and_update_knowledge_graph+7 | 10 | 2026-07-28+ | 55/100 | D |
| 32 | ohsee redbuilding/ohsee create_designcreate_hubspot_marketing_emailexecute_sql_query_tool+17 | 20 | <=2025-11-25 | 55/100 | D |
| 33 | sqlew sqlew-io/sqlew constraintdecisionexample+5 | 8 | 2026-07-28+ | 55/100 | D |
| 34 | causantic Entrolution/causantic list-projectspredictrecall+1 | 4 | <=2025-11-25 | 54/100 | D |
| 35 | hyperweave InnerAura/hyperweave hw_composehw_discoverhw_validate | 3 | <=2025-11-25 | 54/100 | D |
| 36 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 37 | mcp-server RanisMinsafin/mcp-server find_classfind_kafka_listenersfind_method+3 | 6 | 2026-07-28+ | 54/100 | D |
| 38 | LocalBoards florian-strasser/LocalBoards claimCardcreateCarddeleteCard+12 | 15 | 2026-07-28+ | 53/100 | D |
| 39 | azerothMCP blinkysc/azerothMCP check_conditionexecute_investigationexplain_script+24 | 27 | <=2025-11-25 | 53/100 | D |
| 40 | devtap killme2008/devtap get_build_errorsget_build_status | 2 | 2026-07-28+ | 53/100 | D |
| 41 | files-db-mcp randomm/files-db-mcp get_collection_statsget_file_contentget_model_info+2 | 5 | <=2025-11-25 | 53/100 | D |
| 42 | huggingface_mcp Talos-AI-Solutions/huggingface_mcp check_dataset_validityfilter_datasetget_dataset_first_rows+9 | 12 | <=2025-11-25 | 53/100 | D |
| 43 | mcp-console-automation ooples/mcp-console-automation console_cancel_jobconsole_cleanup_sessionsconsole_clear_output+27 | 30 | <=2025-11-25 | 53/100 | D |
| 44 | secsee ishk9/secsee analyze_projectspin_up_servicestear_down_services+4 | 7 | <=2025-11-25 | 53/100 | D |
| 45 | smart-connections-mcp dan6684/smart-connections-mcp find_relatedget_context_blockssemantic_search | 3 | <=2025-11-25 | 53/100 | D |
| 46 | Garak-MCP EdenYavin/Garak-MCP get_reportlist_garak_probeslist_model_types+2 | 5 | 2026-07-28+ | 52/100 | D |
| 47 | GateTest crclabs-hq/GateTest audit_logblame_regressioncapture_screenshot+21 | 24 | 2026-07-28+ | 52/100 | D |
| 48 | Mosaic seiggy/Mosaic clear_memorygenerate_diagramget_repository_graph_stats+8 | 11 | <=2025-11-25 | 52/100 | D |
| 49 | allcanuse-mcp ra1nyxin/allcanuse-mcp audit_seocheck_c_syntaxcompile_c_program+25 | 28 | 2026-07-28+ | 52/100 | D |
| 50 | mcp-memory-server PiGrieco/mcp-memory-server analyze_messageauto_save_memorycreate_memory+16 | 19 | 2026-07-28+ | 52/100 | D |