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59 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | CodeRAG maciek-O-digiaidev/CodeRAG coderag_backlogcoderag_contextcoderag_docs+3 | 6 | 2026-07-28+ | 59/100 | D |
| 2 |
| mcp-rag JMRussas/mcp-rag lookupsearch |
| 2 |
| <=2025-11-25 |
| 59/100 |
| D |
| 3 | rag-code-mcp doITmagic/rag-code-mcp find_type_definitionfind_usagesget_call_hierarchy+8 | 11 | 2026-07-28+ | 59/100 | D |
| 4 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 5 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 6 | ask-gemini-mcp Lykhoyda/ask-gemini-mcp ask-antigravityask-antigravityask-claude+17 | 20 | 2025-06-18+ | 58/100 | D |
| 7 | claude-sidekick-dotnet suryapratap/claude-sidekick-dotnet list_filesmove_fileollama_chat+6 | 9 | <=2025-11-25 | 58/100 | D |
| 8 | knowledge-base-mcp puran-water/knowledge-base-mcp ingest_assess_qualityingest_chunkingest_corpus_upsert+27 | 30 | <=2025-11-25 | 58/100 | D |
| 9 | translator-ai DatanoiseTV/translator-ai translate_jsontranslate_multiple | 2 | 2026-07-28+ | 58/100 | D |
| 10 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 11 | claude-context-enhanced gitabozaid/claude-context-enhanced clear_indexdirectory_treeedit+6 | 9 | 2026-07-28+ | 57/100 | D |
| 12 | claude-total-memory vbcherepanov/claude-total-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 57/100 | D |
| 13 | codebase-RAG bluewings1211/codebase-RAG check_index_status_toolclear_file_metadata_tooldiagnose_parser_health_tool+6 | 9 | 2026-07-28+ | 57/100 | D |
| 14 | contextplus-rs mrsufgi/contextplus-rs add_interlinked_contextattach_worktreecreate_relation+12 | 15 | <=2025-11-25 | 57/100 | D |
| 15 | ctx-sys david-franz/ctx-sys context_queryentitygraph+2 | 5 | 2026-07-28+ | 57/100 | D |
| 16 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 17 | mycop AbdumajidRashidov/mycop check_depsexplain_findinglist_rules+2 | 5 | 2026-07-28+ | 57/100 | D |
| 18 | tech-debt-master NikiforovAll/tech-debt-master tdm-get-itemtdm-list-itemstdm-remove-item+1 | 4 | <=2025-11-25 | 57/100 | D |
| 19 | code-sage faxioman/code-sage analyze_codecheck_statusdelete_index+1 | 4 | <=2025-11-25 | 55/100 | D |
| 20 | fish-bridge-mcp MakeaMouse/fish-bridge-mcp add_nodeexport_sessionget_context+6 | 9 | 2026-07-28+ | 55/100 | D |
| 21 | skylakegrep danielchen26/skylakegrep agent_contextsearch | 2 | 2026-07-28+ | 55/100 | D |
| 22 | total-agent-memory vbcherepanov/total-agent-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 55/100 | D |
| 23 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 24 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 25 | coco-search VioletCranberry/coco-search analyze_search_pipelineclear_indexextract_dependencies+8 | 11 | <=2025-11-25 | 54/100 | D |
| 26 | context-sherpa hackafterdark/context-sherpa analyze_impact_triagecheck_rule_complianceclassify_repo_intent+6 | 9 | <=2025-11-25 | 54/100 | D |
| 27 | hexdocs-mcp bradleygolden/hexdocs-mcp check_embeddingsfetch_docsfulltext_search+2 | 5 | 2026-07-28+ | 54/100 | D |
| 28 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 29 | lore-mcp manorit2001/lore-mcp get_message_rawget_patchsetget_thread_mbox+5 | 8 | 2025-06-18+ | 54/100 | D |
| 30 | mcp-chat-studio JoeCastrom/mcp-chat-studio call_mock_toolcreate_mock_from_collectioncreate_mock_server+21 | 24 | 2026-07-28+ | 54/100 | D |
| 31 | mcp-llm sammcj/mcp-llm ask_questiongenerate_codegenerate_code_to_file+1 | 4 | 2026-07-28+ | 54/100 | D |
| 32 | autodev-codebase anrgct/autodev-codebase additionoutline_codebasesearch_codebase | 3 | 2025-06-18+ | 53/100 | D |
| 33 | codebase-contextifier-9000 jarmentor/codebase-contextifier-9000 get_statsget_symbolsindex_repository+2 | 5 | <=2025-11-25 | 53/100 | D |
| 34 | git-courer blak0p/git-courer commitdiffstatus | 3 | 2026-07-28+ | 53/100 | D |
| 35 | msty-admin-mcp M-Pineapple/msty-admin-mcp analyse_msty_healthbloom_check_handoffbloom_evaluate_model+12 | 15 | 2026-07-28+ | 53/100 | D |
| 36 | zerikai_memory KikeVen/zerikai_memory brief_workspacedrop_workspace_memoryget_workspace_brief+4 | 7 | <=2025-11-25 | 53/100 | D |
| 37 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 38 | MCPsharp jas88/MCPsharp ai_implement_featureai_refactorai_suggest_fix+19 | 22 | <=2025-11-25 | 52/100 | D |
| 39 | cortex-memory SKULLFIRE07/cortex-memory cortex_get_contextcortex_get_decisionscortex_save_memory+2 | 5 | 2026-07-28+ | 52/100 | D |
| 40 | mcp-vector-tools MassimilianoPili/mcp-vector-tools embeddings_reindexembeddings_searchembeddings_search_code+3 | 6 | <=2025-11-25 | 52/100 | D |
| 41 | mycop surd-pollywog583/mycop check_depsexplain_findinglist_rules+2 | 5 | 2026-07-28+ | 52/100 | D |
| 42 | structured-repo-context-mcp kvnpetit/structured-repo-context-mcp analyze_impactassemble_task_contextfind_dead_code+19 | 22 | 2026-07-28+ | 52/100 | D |
| 43 | AIStack-MCP mjdevaccount/AIStack-MCP analyze_change_impactanalyze_code_patternsanalyze_patterns+3 | 6 | <=2025-11-25 | 51/100 | D |
| 44 | SpectraScout avdhootpatankar/SpectraScout clear_all_opportunitiesclear_chat_historycomplete_task+17 | 20 | <=2025-11-25 | 51/100 | D |
| 45 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 46 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 47 | nexus-dev mmornati/nexus-dev ask_agentfind_callersfind_implementations+26 | 29 | <=2025-11-25 | 51/100 | D |
| 48 | ollama-agent-cli KishinInfoSec/ollama-agent-cli analyze_risk_levelcopy_filecreate_directory+14 | 17 | 2026-07-28+ | 51/100 | D |
| 49 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 50 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |