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92 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 | contex cahoots-org/contex assign_role_endpointcreate_keyexport_audit_events+13 | 16 | 2026-07-28+ | 66/100 | C |
| 6 | jellyfish-mcp Jellyfish-AI/jellyfish-mcp ai_company_adoption_analyticsai_company_impact_analyticsai_person_adoption+6 | 9 | 2026-07-28+ | 66/100 | C |
| 7 | chatterbox-mcp anand-92/chatterbox-mcp clone_voice_from_youtubedelete_voicegenerate_conversation+3 | 6 | 2026-07-28+ | 62/100 | C |
| 8 | HelixMind DancingTedDanson011/HelixMind spiral_compactspiral_contextspiral_relate+2 | 5 | <=2025-11-25 | 61/100 | C |
| 9 | RAGLight Bessouat40/RAGLight class_retrievercollectionsgenerate+7 | 10 | <=2025-11-25 | 61/100 | C |
| 10 | codebase-search-4-agents falkosch/codebase-search-4-agents get_codebase_statssearch_by_file_typesearch_codebase | 3 | <=2025-11-25 | 61/100 | C |
| 11 | mcp-rag-server Daniel-Barta/mcp-rag-server list_filesrag_queryread_file | 3 | 2026-07-28+ | 61/100 | C |
| 12 | vast-rag ssotoa70/vast-rag get_documentlist_collectionssearch_docs | 3 | <=2025-11-25 | 61/100 | C |
| 13 | code-memory kapillamba4/code-memory check_index_statusget_index_statsindex_codebase+3 | 6 | <=2025-11-25 | 60/100 | C |
| 14 | mnemograph tm42/mnemograph add_observationscreate_entitiescreate_entities_force+2 | 5 | 2026-07-28+ | 59/100 | D |
| 15 | paparats-mcp IBazylchuk/paparats-mcp get_git_historyget_project_statsget_symbol_graph+6 | 9 | 2026-07-28+ | 58/100 | D |
| 16 | llmc vmlinuzx/llmc edit_blockget_metricsinspect_code+18 | 21 | <=2025-11-25 | 56/100 | D |
| 17 | mcp-plesk-unified barateza/mcp-plesk-unified check_sync_statusdaemon_healthget_file_content+7 | 10 | <=2025-11-25 | 56/100 | D |
| 18 | media-mcp woosal1337/media-mcp add_filter_ruleadd_user_to_monitorcheck_follow_relationship+28 | 31 | 2026-07-28+ | 56/100 | D |
| 19 | code-sage faxioman/code-sage analyze_codecheck_statusdelete_index+1 | 4 | <=2025-11-25 | 55/100 | D |
| 20 | causantic Entrolution/causantic list-projectspredictrecall+1 | 4 | <=2025-11-25 | 54/100 | D |
| 21 | hyperweave InnerAura/hyperweave hw_composehw_discoverhw_validate | 3 | <=2025-11-25 | 54/100 | D |
| 22 | json-ghost-mannequin-pipeline peterpeeterspeter/json-ghost-mannequin-pipeline analyze-garment-qualitydebug-pipeline-stepget-pipeline-status+2 | 5 | <=2025-11-25 | 54/100 | D |
| 23 | mcp-server RanisMinsafin/mcp-server find_classfind_kafka_listenersfind_method+3 | 6 | 2026-07-28+ | 54/100 | D |
| 24 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 25 | files-db-mcp randomm/files-db-mcp get_collection_statsget_file_contentget_model_info+2 | 5 | <=2025-11-25 | 53/100 | D |
| 26 | huggingface_mcp Talos-AI-Solutions/huggingface_mcp check_dataset_validityfilter_datasetget_dataset_first_rows+9 | 12 | <=2025-11-25 | 53/100 | D |
| 27 | smart-connections-mcp dan6684/smart-connections-mcp find_relatedget_context_blockssemantic_search | 3 | <=2025-11-25 | 53/100 | D |
| 28 | Mosaic seiggy/Mosaic clear_memorygenerate_diagramget_repository_graph_stats+8 | 11 | <=2025-11-25 | 52/100 | D |
| 29 | mastra2-course anotherjung/mastra2-course calculatorget-transactionsget-weather | 3 | 2025-06-18+ | 52/100 | D |
| 30 | mcp-memory-server PiGrieco/mcp-memory-server analyze_messageauto_save_memorycreate_memory+16 | 19 | 2026-07-28+ | 52/100 | D |
| 31 | my-ai-tools jellydn/my-ai-tools chatgithub_webhooksindex_repository+2 | 5 | 2026-07-28+ | 52/100 | D |
| 32 | Hands_on_LLM Theanh130124/Hands_on_LLM addget_current_temperature_by_cityget_ma_so_thue+2 | 5 | 2026-07-28+ | 51/100 | D |
| 33 | fluxlora-mcp darekrossman/fluxlora-mcp discover_lorasgenerate_imagesave_image_to_disk | 3 | 2025-06-18+ | 51/100 | D |
| 34 | hf-trending-mcp kukapay/hf-trending-mcp get_trending_datasetsget_trending_modelsget_trending_spaces+1 | 4 | 2026-07-28+ | 51/100 | D |
| 35 | MCP-Docusaurus Axle-Bucamp/MCP-Docusaurus apply_stylecontinue_docscreate_document+7 | 10 | 2026-07-28+ | 50/100 | D |
| 36 | blender-ai-mcp PatrykIti/blender-ai-mcp mesh_assign_to_groupmesh_bevelmesh_bevel_weight+27 | 30 | 2026-07-28+ | 50/100 | D |
| 37 | json-ghost-mannequin-pipeline awekakwe/json-ghost-mannequin-pipeline analyze-garment-qualitydebug-pipeline-stepget-pipeline-status+2 | 5 | <=2025-11-25 | 50/100 | D |
| 38 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 39 | unsloth-mcp-server OtotaO/unsloth-mcp-server check_installationexport_modelfinetune_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 40 | awesome-skills theneoai/awesome-skills analyze_scriptsapply_gerrit_permissionsassess_functionality+5 | 8 | 2026-07-28+ | 49/100 | F |
| 41 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 42 | ai-development-tools-mcp blairmichaelg/ai-development-tools-mcp analyze_code_metricsanalyze_code_qualityanalyze_code_structure+20 | 23 | <=2025-11-25 | 48/100 | F |
| 43 | codemogger glommer/codemogger indexlistmcp+1 | 4 | 2026-07-28+ | 47/100 | F |
| 44 | organon andrii-su/organon archivecleancontext+17 | 20 | <=2025-11-25 | 47/100 | F |
| 45 | unified-blueprint sert-xx/unified-blueprint ubp-fulltext-searchubp-get-contextubp-get-graph+3 | 6 | <=2025-11-25 | 47/100 | F |
| 46 | install-x DuinoDu/install-x installis_supported | 2 | 2026-07-28+ | 46/100 | F |
| 47 | mcp-projects SrGrace/mcp-projects addanalyze_tickerget_ticker_info+6 | 9 | 2026-07-28+ | 46/100 | F |
| 48 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 49 | rag-mcp zivshek/rag-mcp get_godot_context | 1 | 2026-07-28+ | 46/100 | F |
| 50 | cobo uec-i4s/cobo search | 1 | 2026-07-28+ | 45/100 | F |