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688 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ai-docs-vector-db-hybrid-scraper BjornMelin/ai-docs-vector-db-hybrid-scraper add_documentanalyze_contentclear_cache+15 | 18 | 2025-06-18+ | 49/100 | F |
| 2 | asya-chat-ui asya-ai/asya-chat-ui activate_cowork_documentcode_execution |
| 15 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | braintube-mcp lildaddyo/braintube-mcp acknowledge_security_alertadd_notebackfill_embeddings+49 | 52 | 2025-06-18+ | 49/100 | F |
| 4 | chat.md rusiaaman/chat.md system.fetch_mcp_resource | 1 | 2025-06-18+ | 49/100 | F |
| 5 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 6 | codechecker-mcp jacklandis29/codechecker-mcp review_code | 1 | <=2025-11-25 | 49/100 | F |
| 7 | consulting-agents-mcp MatthewPDingle/consulting-agents-mcp consult_darrenconsult_sergeyconsult_sonny | 3 | <=2025-11-25 | 49/100 | F |
| 8 | crawl-mcp sruckh/crawl-mcp crawl_urlextract_structured_dataextract_youtube_transcript+4 | 7 | <=2025-11-25 | 49/100 | F |
| 9 | crawlforge-mcp mysleekdesigns/crawlforge-mcp agentanalyze_contentbatch_scrape+28 | 31 | 2025-06-18+ | 49/100 | F |
| 10 | curso-mcp scops/curso-mcp analyze_paper_with_confirmationchiste_de_padrecompare_papers+33 | 36 | 2025-06-18+ | 49/100 | F |
| 11 | ffmcp brandonhenry/ffmcp analyze_image_urlsbrain_document_searchcreate_embedding+3 | 6 | 2026-07-28+ | 49/100 | F |
| 12 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 13 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 14 | iris-AgenticAI mwaseem75/iris-AgenticAI addcheck_order_statusdashboard_info+9 | 12 | 2026-07-28+ | 49/100 | F |
| 15 | knowledge-mcp-server scitara-cto/knowledge-mcp-server add-knowledgedelete-knowledge-sourcelist-connections+10 | 13 | <=2025-11-25 | 49/100 | F |
| 16 | mcp-council vicary/mcp-council council_statusvote | 2 | <=2025-11-25 | 49/100 | F |
| 17 | mcp-mem0-docker biojazzard/mcp-mem0-docker memory_deletememory_get_allmemory_save+1 | 4 | <=2025-11-25 | 49/100 | F |
| 18 | mcp-research-assistant CyprianFusi/mcp-research-assistant delete_research_topicget_topic_infolist_research_topics+2 | 5 | 2026-07-28+ | 49/100 | F |
| 19 | mcp-server-generator mnfst/mcp-server-generator DELETE /api/mcp-servers/:idDELETE /api/tools/:idGET /api/mcp-servers+15 | 18 | <=2025-11-25 | 49/100 | F |
| 20 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 21 | mcp-tts blacktop/mcp-tts speak | 1 | <=2025-11-25 | 49/100 | F |
| 22 | mcp-validator CyberWalrus/mcp-validator test-promptvalidatevalidate-interactive+1 | 4 | <=2025-11-25 | 49/100 | F |
| 23 | mcp_testlab jimthompson5802/mcp_testlab addanalyze_sentimentanalyze_situation+2 | 5 | 2025-06-18+ | 49/100 | F |
| 24 | my-mcp-server khanhcaotrung1-crypto/my-mcp-server add_sangli_small_eventadd_stickerpushplus_notify+5 | 8 | 2026-07-28+ | 49/100 | F |
| 25 | nlsql-mcp-server tushar-badhwar/nlsql-mcp-server analyze_schemaconnect_databaseconnect_sample_database+7 | 10 | <=2025-11-25 | 49/100 | F |
| 26 | obsidian-llm-wiki Statutecontempt951/obsidian-llm-wiki agent.executeagent.schedulecompile.check+6 | 9 | 2026-07-28+ | 49/100 | F |
| 27 | openai-image-mcp NicoDev01/openai-image-mcp edit_imagegenerate_image | 2 | <=2025-11-25 | 49/100 | F |
| 28 | openai-mcp mesolimbo/openai-mcp get_model_infoget_versionquery_openai | 3 | 2026-07-28+ | 49/100 | F |
| 29 | openai-pearl-mcp-demo Pearl-com/openai-pearl-mcp-demo askExpert | 1 | 2026-07-28+ | 49/100 | F |
| 30 | promptenhance dcs-soni/promptenhance enhance_promptget_project_infoindex_project+1 | 4 | 2026-07-28+ | 49/100 | F |
| 31 | vibe-check-mcp-server vinny1575/vibe-check-mcp-server check_constitutionreset_constitutionupdate_constitution+2 | 5 | <=2025-11-25 | 49/100 | F |
| 32 | AI-Infra-Guard Tencent/AI-Infra-Guard RoleplayAttack | 1 | 2026-07-28+ | 48/100 | F |
| 33 | BootstrapBlazor.MCPServer BootstrapBlazor/BootstrapBlazor.MCPServer AskComponentExpertGetComponentDocsGetComponentList+1 | 4 | <=2025-11-25 | 48/100 | F |
| 34 | ChatAgent WwHeshi/ChatAgent convert_zh_name_from_en_namecreate_mcp_servercreate_mcp_stdio_server+17 | 20 | 2026-07-28+ | 48/100 | F |
| 35 | Claude-Skill-for-Multimodal-Report-Generation umairalipathan1980/Claude-Skill-for-Multimodal-Report-Generation transcribe_audio | 1 | 2026-07-28+ | 48/100 | F |
| 36 | Langchain-Chatchat Kestrong/Langchain-Chatchat built_in_toolschat_routerchild_tools+5 | 8 | <=2025-11-25 | 48/100 | F |
| 37 | MCP-examples pingcy/MCP-examples add_numbersadd_numberscalculate+12 | 15 | 2026-07-28+ | 48/100 | F |
| 38 | Sicry dublen5269/Sicry sicry_asksicry_check_enginessicry_check_tor+6 | 9 | <=2025-11-25 | 48/100 | F |
| 39 | SyberAgent cyberzhang1/SyberAgent analyze_audiocall_agentchat+14 | 17 | <=2025-11-25 | 48/100 | F |
| 40 | agents-sdk-mcp beyg1/agents-sdk-mcp edit_docsread_docs | 2 | 2026-07-28+ | 48/100 | F |
| 41 | api-tester-mcp Vikrant-Khedkar/api-tester-mcp delete_requestget_requestopenai_chat_completion+2 | 5 | 2026-07-28+ | 48/100 | F |
| 42 | chroma-mcp-custom bryankthompson/chroma-mcp-custom chroma_add_documentschroma_continue_thought_chainchroma_create_collection+14 | 17 | <=2025-11-25 | 48/100 | F |
| 43 | class-notes-mcp Charly-bite/class-notes-mcp analyze_textgenerate_noteget_performance_stats+5 | 8 | 2026-07-28+ | 48/100 | F |
| 44 | mcp-discovery yksanjo/mcp-discovery compare_serversdiscover_mcp_serverget_server_metrics+1 | 4 | 2026-07-28+ | 48/100 | F |
| 45 | mcp-pymilvus-code-generate-helper brcarry/mcp-pymilvus-code-generate-helper milvus-code-translate-helpermilvus-orm-client-code-convert-helpermilvus-pypmilvus-code-generate-helper | 3 | <=2025-11-25 | 48/100 | F |
| 46 | mcp-sage jalehman/mcp-sage sage-opinionsage-review | 2 | <=2025-11-25 | 48/100 | F |
| 47 | mcp_py_exam istanadodan/mcp_py_exam addlist_filessearch | 3 | 2026-07-28+ | 48/100 | F |
| 48 | me-gpt mitchellrust/me-gpt complete | 1 | <=2025-11-25 | 48/100 | F |
| 49 | multi_mcp religa/multi_mcp chatcodereviewcompare+3 | 6 | <=2025-11-25 | 48/100 | F |
| 50 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |