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80 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-codebase-analyser YevhenHryhorenko/mcp-codebase-analyser analyze_repositoryfind_best_sectionget_code_context+2 | 5 | <=2025-11-25 | 59/100 | D |
| 2 | zenn-hackathon-search |
| 14 |
| 2026-07-28+ |
| 59/100 |
| D |
| 3 | claude-context-local tazhate/claude-context-local get_file_chunkget_symbol_graphindex_project+2 | 5 | <=2025-11-25 | 58/100 | D |
| 4 | roampal-core roampal-ai/roampal-core add_to_memory_bankdelete_memoryrecord_response+3 | 6 | <=2025-11-25 | 58/100 | D |
| 5 | Smart_Code_Assistant WeiGuang-2099/Smart_Code_Assistant analyze_code_structureanalyze_impactbuild_code_graph+14 | 17 | <=2025-11-25 | 57/100 | D |
| 6 | claude-total-memory vbcherepanov/claude-total-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 57/100 | D |
| 7 | devdocs-rag-mcp ahardy42/devdocs-rag-mcp collection_statsget_doc_contextingest_docs+2 | 5 | <=2025-11-25 | 57/100 | D |
| 8 | etabs-mcp-server-local-embeddings PriyankGodhat/etabs-mcp-server-local-embeddings search_etabs_docs | 1 | <=2025-11-25 | 57/100 | D |
| 9 | promptbook-mcp isaacpalomero/promptbook-mcp create_promptfind_similar_promptsget_library_stats+6 | 9 | <=2025-11-25 | 57/100 | D |
| 10 | llmc vmlinuzx/llmc edit_blockget_metricsinspect_code+18 | 21 | <=2025-11-25 | 56/100 | D |
| 11 | scaffold Beer-Bears/scaffold get_all_classes_nodes_namesget_all_functions_nodes_namesget_code_entity_information | 3 | 2026-07-28+ | 56/100 | D |
| 12 | DAUT 2dogsandanerd/DAUT list_documentation_filesquery_ragread_documentation_file | 3 | 2026-07-28+ | 55/100 | D |
| 13 | Misaka-Cipher Aethvion/Misaka-Cipher add_effectbridgefetch_url+23 | 26 | 2026-07-28+ | 55/100 | D |
| 14 | PyRag nateislas/PyRag diagnosesearch_docs | 2 | <=2025-11-25 | 55/100 | D |
| 15 | langchain-MCP baixianger/langchain-MCP langgraph_get_checkpointlanggraph_get_runlanggraph_get_thread+6 | 9 | 2026-07-28+ | 55/100 | D |
| 16 | mcp-skillset bobmatnyc/mcp-skillset findskillskill_get+2 | 5 | 2026-07-28+ | 55/100 | D |
| 17 | total-agent-memory vbcherepanov/total-agent-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 55/100 | D |
| 18 | sourcerer-mcp st3v3nmw/sourcerer-mcp find_similar_chunksget_chunk_codeget_index_status+2 | 5 | 2026-07-28+ | 54/100 | D |
| 19 | ast-mcp-server angrysky56/ast-mcp-server analyze_code_structureanalyze_source_fileask_uss_agent+12 | 15 | 2026-07-28+ | 53/100 | D |
| 20 | calq-mcp Calq-dev/calq-mcp component_deletecomponent_getcomponent_list+15 | 18 | <=2025-11-25 | 53/100 | D |
| 21 | zerikai_memory KikeVen/zerikai_memory brief_workspacedrop_workspace_memoryget_workspace_brief+4 | 7 | <=2025-11-25 | 53/100 | D |
| 22 | fs-mcp-server boleyn/fs-mcp-server get_index_statusget_scheduler_statusget_similar_files+7 | 10 | <=2025-11-25 | 52/100 | D |
| 23 | mcp-fabric-ux-system Falkicon/mcp-fabric-ux-system askFabricDocs | 1 | <=2025-11-25 | 52/100 | D |
| 24 | SpectraScout avdhootpatankar/SpectraScout clear_all_opportunitiesclear_chat_historycomplete_task+17 | 20 | <=2025-11-25 | 51/100 | D |
| 25 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 26 | myBrAIn lilium360/myBrAIn audit_codebasecritique_codeinitialize_workbase+2 | 5 | 2026-07-28+ | 51/100 | D |
| 27 | CodeGrok_mcp dondetir/CodeGrok_mcp get_sourcesget_statslearn+1 | 4 | 2026-07-28+ | 50/100 | D |
| 28 | MCP_Server tech75rus/MCP_Server clear_collectionget_available_modelsget_collection_info+7 | 10 | <=2025-11-25 | 50/100 | D |
| 29 | micro-app-mcp didengren/micro-app-mcp get_knowledge_base_statusmicro_app_commandsearch_micro_app_knowledge+1 | 4 | <=2025-11-25 | 50/100 | D |
| 30 | code-rag-mcp zhiwei1988/code-rag-mcp delete_repo_indexget_file_contextindex_repo+2 | 5 | <=2025-11-25 | 49/100 | F |
| 31 | ctxai vs4vijay/ctxai bashgit_addgit_branch+8 | 11 | 2026-07-28+ | 49/100 | F |
| 32 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 33 | project-mind-mcp Nik0lay1/project-mind-mcp analyze_code_complexitycancel_indexingget_annotations+18 | 21 | <=2025-11-25 | 49/100 | F |
| 34 | promptenhance dcs-soni/promptenhance enhance_promptget_project_infoindex_project+1 | 4 | 2026-07-28+ | 49/100 | F |
| 35 | windtools-mcp ZahidGalea/windtools-mcp get_initialization_statusindex_repositorylist_dir+1 | 4 | <=2025-11-25 | 49/100 | F |
| 36 | daz-obsidian-mcp darrenoakey/daz-obsidian-mcp search_fullsearch_snippets | 2 | <=2025-11-25 | 48/100 | F |
| 37 | project-vectorizer starkbaknet/project-vectorizer get_file_contentget_project_statslist_files+1 | 4 | <=2025-11-25 | 48/100 | F |
| 38 | Augmentorium wangdangel/Augmentorium graphlist_projectsproject+2 | 5 | 2025-06-18+ | 47/100 | F |
| 39 | RagThisCode ValerianRey/RagThisCode similarity_search | 1 | 2026-07-28+ | 47/100 | F |
| 40 | Optivise biswajitpanday/Optivise optidev_code_analyzeroptidev_context_analyzeroptidev_debug_helper+2 | 5 | <=2025-11-25 | 46/100 | F |
| 41 | mcp-dev-agent lwsinclair/mcp-dev-agent add_memoryadd_repo_memoryanalyze_file_content+13 | 16 | <=2025-11-25 | 46/100 | F |
| 42 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 43 | rag-mcp zivshek/rag-mcp get_godot_context | 1 | 2026-07-28+ | 46/100 | F |
| 44 | 42context AssahBismarkabah/42context clear_vector_storeget_code_contextget_directory_analysis+7 | 10 | <=2025-11-25 | 45/100 | F |
| 45 | codebase-patterns-mcp Manojred22/codebase-patterns-mcp get_statssearch_code | 2 | 2026-07-28+ | 45/100 | F |
| 46 | semantic-context-mcp zishengwu/semantic-context-mcp full_indexquerystatus | 3 | <=2025-11-25 | 45/100 | F |
| 47 | black-orchid AJ-Gonzalez/black-orchid audit_modulecheck_import_availabilitygenerate_audit_report+15 | 18 | 2026-07-28+ | 44/100 | F |
| 48 | cli rokovo-io/cli codebase_searchread_filewrite_file | 3 | 2026-07-28+ | 44/100 | F |
| 49 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 50 | mcp-ragex jbenshetler/mcp-ragex find_symbolsget_symbol_detailsindex_codebase+4 | 7 | <=2025-11-25 | 42/100 | F |