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84 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | ai-jam-sessions mcp-tool-shop-org/ai-jam-sessions auto_reharmonizecompose_panellist_songs+3 | 6 | 2026-07-28+ | 62/100 | C |
| 52 | claude-soul DomDemetz/claude-soul memory_journalmemory_recentmemory_save+12 | 15 | 2026-07-28+ |
| 62/100 |
| C |
| 53 | goldie-mcp srfrog/goldie-mcp clear_queuecount_memoriesexplain_recall+14 | 17 | 2026-07-28+ | 62/100 | C |
| 54 | llm-harness-starter nhatvu148/llm-harness-starter calculate | 1 | 2026-07-28+ | 62/100 | C |
| 55 | mnemos-mcp Tanush1912/mnemos-mcp get_document_infolist_documentssearch_context | 3 | 2026-07-28+ | 62/100 | C |
| 56 | qdrant-mcp-server No-Smoke/qdrant-mcp-server add_documentscreate_collectiondelete_collection+5 | 8 | 2026-07-28+ | 62/100 | C |
| 57 | rag-ferrite lelabdev/rag-ferrite benchmarkcheck_ingestionchunk_qa+10 | 13 | <=2025-11-25 | 62/100 | C |
| 58 | socraticode giancarloerra/socraticode codebase_aboutcodebase_contextcodebase_context_index+24 | 27 | <=2025-11-25 | 62/100 | C |
| 59 | structsure BodieCoding/structsure generate_structured | 1 | 2026-07-28+ | 62/100 | C |
| 60 | the-librarian aka-kika/the-librarian librarian_brainstormlibrarian_findlibrarian_reindex+2 | 5 | 2026-07-28+ | 62/100 | C |
| 61 | HelixMind DancingTedDanson011/HelixMind spiral_compactspiral_contextspiral_relate+2 | 5 | <=2025-11-25 | 61/100 | C |
| 62 | OnionClaw christinminor459/OnionClaw analyze_nollmaskcheck_search_engines+14 | 17 | <=2025-11-25 | 61/100 | C |
| 63 | RAGLight Bessouat40/RAGLight class_retrievercollectionsgenerate+7 | 10 | <=2025-11-25 | 61/100 | C |
| 64 | amanmcp Aman-CERP/amanmcp expand_contextgraph.queryindex_status+3 | 6 | 2026-07-28+ | 61/100 | C |
| 65 | claude-find Cavinooo/claude-find search_sessions | 1 | 2026-07-28+ | 61/100 | C |
| 66 | m3-memory skynetcmd/m3-memory agent_getagent_heartbeatagent_list+12 | 15 | 2026-07-28+ | 61/100 | C |
| 67 | mcp-ai-assistant gulabjamun04/mcp-ai-assistant calculateconvert_unitsextract_key_points+10 | 13 | <=2025-11-25 | 61/100 | C |
| 68 | mcp-local-llm aplaceforallmystuff/mcp-local-llm local_classifylocal_completelocal_draft+4 | 7 | 2026-07-28+ | 61/100 | C |
| 69 | searchless-ngx hensing/searchless-ngx get_current_datesearch_paperless_metadata | 2 | 2026-07-28+ | 61/100 | C |
| 70 | Argentic-Search-Lab zvspuentus-rgb/Argentic-Search-Lab fetch_url_contextsearch_deepsearch_quick | 3 | 2026-07-28+ | 60/100 | C |
| 71 | PDFMathTranslate PDFMathTranslate/PDFMathTranslate translate_pdf | 1 | <=2025-11-25 | 60/100 | C |
| 72 | doc7 haunted-coder/doc7 ask_userauthorize_directoryconvert_document+7 | 10 | 2026-07-28+ | 60/100 | C |
| 73 | documentation-mcp mikkelkrogsholm/documentation-mcp list_collectionssearch_docs | 2 | 2026-07-28+ | 60/100 | C |
| 74 | engram aiconnai/engram memory_archive_tool_outputmemory_creatememory_expand+5 | 8 | 2026-07-28+ | 60/100 | C |
| 75 | kairn kairn-ai/kairn kn_addkn_connectkn_judge | 3 | 2026-07-28+ | 60/100 | C |
| 76 | mcp-engram-memory wyckit/mcp-engram-memory cognitive_statscollapse_clustercreate_cluster+12 | 15 | 2026-07-28+ | 60/100 | C |
| 77 | memorizer-v1 torangel/memorizer-v1 CreateProjectCreateRelationshipCreateWorkspace+9 | 12 | <=2025-11-25 | 60/100 | C |
| 78 | mindbridge-mcp pinkpixel-dev/mindbridge-mcp getSecondOpinionlistProviderslistReasoningModels | 3 | 2026-07-28+ | 60/100 | C |
| 79 | ollama-mcp rawveg/ollama-mcp ollama_chatollama_copyollama_create+10 | 13 | 2025-06-18+ | 60/100 | C |
| 80 | ragdocs-mcp andnp/ragdocs-mcp query_documentssearch_git_historysearch_with_hypothesis | 3 | 2026-07-28+ | 60/100 | C |
| 81 | ratatoskr-mcp-server sramkrishna/ratatoskr-mcp-server analyze_contact_communicationanalyze_imagecompose_email+15 | 18 | <=2025-11-25 | 60/100 | C |
| 82 | spyder-ai-assistant costantinoai/spyder-ai-assistant git.diffgit.loggit.status+11 | 14 | <=2025-11-25 | 60/100 | C |
| 83 | testmcpy preset-io/testmcpy execute_test_caselist_mcp_toolsload_test_suite | 3 | 2026-07-28+ | 60/100 | C |
| 84 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |