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121 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | code-rag-mcp Mirrdhyn/code-rag-mcp explain_code_with_contextfind_similar_codeget_index_stats+4 | 7 | <=2025-11-25 | 59/100 | D |
| 2 |
| cortex gzoonet/cortex add_projectcortex_askfind_entity+8 |
| 11 |
| 2026-07-28+ |
| 59/100 |
| D |
| 3 | jlink_mcp cyj0920/jlink_mcp clear_breakpointconnect_devicediagnose_environment+42 | 45 | 2026-07-28+ | 59/100 | D |
| 4 | martol-client nyem69/martol-client action_statusaction_submitbrief_get_active+2 | 5 | <=2025-11-25 | 59/100 | D |
| 5 | mcp-codebase-analyser YevhenHryhorenko/mcp-codebase-analyser analyze_repositoryfind_best_sectionget_code_context+2 | 5 | <=2025-11-25 | 59/100 | D |
| 6 | zenn-hackathon-search yh00722/zenn-hackathon-search analyze_tech_stacksget_award_commentsget_leaderboard+11 | 14 | 2026-07-28+ | 59/100 | D |
| 7 | Toolbox AlexanderOllman/Toolbox batch_test_mcp_serverscheck_host_portcleanup_test_containers+24 | 27 | <=2025-11-25 | 58/100 | D |
| 8 | claude-context-local tazhate/claude-context-local get_file_chunkget_symbol_graphindex_project+2 | 5 | <=2025-11-25 | 58/100 | D |
| 9 | cli-anything-zotero PiaoyangGuohai1/cli-anything-zotero add_arxivadd_doiadd_url+32 | 35 | 2026-07-28+ | 58/100 | D |
| 10 | docpull raintree-technology/docpull ensure_docsgrep_docslist_libraries+3 | 6 | 2025-06-18+ | 58/100 | D |
| 11 | mcp-server-example-python dedalus-labs/mcp-server-example-python analyze_docsask_docsindex_docs+2 | 5 | 2026-07-28+ | 58/100 | D |
| 12 | roampal-core roampal-ai/roampal-core add_to_memory_bankdelete_memoryrecord_response+3 | 6 | <=2025-11-25 | 58/100 | D |
| 13 | test-genie-mcp MUSE-CODE-SPACE/test-genie-mcp analyze_app_structureanalyze_performanceanalyze_project+18 | 21 | 2026-07-28+ | 58/100 | D |
| 14 | translator-ai DatanoiseTV/translator-ai translate_jsontranslate_multiple | 2 | 2026-07-28+ | 58/100 | D |
| 15 | MCP-coding-assistant AviOfLagos/MCP-coding-assistant add_documentationget_suggestions | 2 | 2026-07-28+ | 57/100 | D |
| 16 | RLM-Agent byBasiliosP/RLM-Agent memory_forgetmemory_getmemory_lookup+6 | 9 | <=2025-11-25 | 57/100 | D |
| 17 | Rvt_Docs_MCP kaitpw/Rvt_Docs_MCP retrieve-docretrieve-docssearch-docs+1 | 4 | 2026-07-28+ | 57/100 | D |
| 18 | Smart_Code_Assistant WeiGuang-2099/Smart_Code_Assistant analyze_code_structureanalyze_impactbuild_code_graph+14 | 17 | <=2025-11-25 | 57/100 | D |
| 19 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 20 | claude-context-enhanced gitabozaid/claude-context-enhanced clear_indexdirectory_treeedit+6 | 9 | 2026-07-28+ | 57/100 | D |
| 21 | claude-total-memory vbcherepanov/claude-total-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 57/100 | D |
| 22 | ctx-sys david-franz/ctx-sys context_queryentitygraph+2 | 5 | 2026-07-28+ | 57/100 | D |
| 23 | devdocs-rag-mcp ahardy42/devdocs-rag-mcp collection_statsget_doc_contextingest_docs+2 | 5 | <=2025-11-25 | 57/100 | D |
| 24 | etabs-mcp-server-local-embeddings PriyankGodhat/etabs-mcp-server-local-embeddings search_etabs_docs | 1 | <=2025-11-25 | 57/100 | D |
| 25 | jooq-mcp martinellich/jooq-mcp getCodeGenerationGuidegetDatabaseSupportgetQueryDslReference+2 | 5 | 2026-07-28+ | 57/100 | D |
| 26 | ktme FreePeak/ktme generate_documentationget_service_mappingktme_get_knowledge_tree+5 | 8 | <=2025-11-25 | 57/100 | D |
| 27 | mavis kristofferahl/mavis approve_commitprepare_commitpreview_commit | 3 | <=2025-11-25 | 57/100 | D |
| 28 | openRundown Paola3stefania/openRundown analyze_code_ownershipend_agent_sessionget_agent_briefing+8 | 11 | <=2025-11-25 | 57/100 | D |
| 29 | promptbook-mcp isaacpalomero/promptbook-mcp create_promptfind_similar_promptsget_library_stats+6 | 9 | <=2025-11-25 | 57/100 | D |
| 30 | rust-docs-mcp-server Govcraft/rust-docs-mcp-server query_rust_docs | 1 | <=2025-11-25 | 57/100 | D |
| 31 | Aura qWaitCrypto/Aura project__apply_patchproject__patchsession__export+1 | 4 | 2026-07-28+ | 56/100 | D |
| 32 | OmoiOS kivo360/OmoiOS broadcast_messageget_messagesmark_message_read+11 | 14 | 2026-07-28+ | 56/100 | D |
| 33 | ai.tech-lead-stack bronz3beard/ai.tech-lead-stack approve_knowledge_itemcheck_schemacreate_knowledge_item+10 | 13 | 2026-07-28+ | 56/100 | D |
| 34 | conductor-tasks hridaya423/conductor-tasks add-task-notecreate-taskcreate-task-from-template+18 | 21 | <=2025-11-25 | 56/100 | D |
| 35 | dcr-mcp cybersiddhu/dcr-mcp git-summaryliterature-fetchmarkdown+1 | 4 | <=2025-11-25 | 56/100 | D |
| 36 | devrel-agents-tutorial launchdarkly-labs/devrel-agents-tutorial arxiv_searchrerankingsearch_v1+2 | 5 | <=2025-11-25 | 56/100 | D |
| 37 | flompt Nyrok/flompt compile_promptdecompose_promptlist_block_types | 3 | 2026-07-28+ | 56/100 | D |
| 38 | foundry-apim-mcp-server karpikpl/foundry-apim-mcp-server chatconnectcreate_agent+4 | 7 | 2026-07-28+ | 56/100 | D |
| 39 | i18n-magic BjoernRave/i18n-magic add_translation_keyadd_translation_keysget_translation_key+3 | 6 | 2026-07-28+ | 56/100 | D |
| 40 | imagegen-mcp writingmate/imagegen-mcp image.generate.geminiimage.generate.googleimage.generate.openai+1 | 4 | 2026-07-28+ | 56/100 | D |
| 41 | imgx-mcp somacoffeekyoto/imgx-mcp edit_imageedit_lastgenerate_image | 3 | <=2025-11-25 | 56/100 | D |
| 42 | llmc vmlinuzx/llmc edit_blockget_metricsinspect_code+18 | 21 | <=2025-11-25 | 56/100 | D |
| 43 | scaffold Beer-Bears/scaffold get_all_classes_nodes_namesget_all_functions_nodes_namesget_code_entity_information | 3 | 2026-07-28+ | 56/100 | D |
| 44 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 45 | DAUT 2dogsandanerd/DAUT list_documentation_filesquery_ragread_documentation_file | 3 | 2026-07-28+ | 55/100 | D |
| 46 | Image-This-MCP GalaxyXieyu/Image-This-MCP generate_imageget_image_jobimg_generate+5 | 8 | 2025-06-18+ | 55/100 | D |
| 47 | Misaka-Cipher Aethvion/Misaka-Cipher add_effectbridgefetch_url+23 | 26 | 2026-07-28+ | 55/100 | D |
| 48 | PyRag nateislas/PyRag diagnosesearch_docs | 2 | <=2025-11-25 | 55/100 | D |
| 49 | VC_replan-mcp VCnoC/VC_replan-mcp mcp_audit_architecturemcp_kb_update | 2 | <=2025-11-25 | 55/100 | D |
| 50 | code-sage faxioman/code-sage analyze_codecheck_statusdelete_index+1 | 4 | <=2025-11-25 | 55/100 | D |