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1,115 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | 2025_python-mcp-agent glassesholder/2025_python-mcp-agent get_channel_infoget_youtube_transcriptsearch_youtube_videos | 3 | 2026-07-28+ | 49/100 | F |
| 2 | Devmind-MCP JochenYang/Devmind-MCP |
| 15 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | MCP_Open RockyRocks/MCP_Open build_runfs_deletefs_edit+29 | 32 | 2026-07-28+ | 49/100 | F |
| 4 | Perenna scarletkc/Perenna memory_deletememory_readmemory_write | 3 | 2026-07-28+ | 49/100 | F |
| 5 | RepoBrain hieuchaydi/RepoBrain analyze_impactassess_ship_readinessbuild_change_context+12 | 15 | 2026-07-28+ | 49/100 | F |
| 6 | ServerMCP CiudadAlex/ServerMCP ask_wikipediaask_wikipedia_short_answercomplete_task+9 | 12 | 2026-07-28+ | 49/100 | F |
| 7 | Simple-MCP karar-hayder/Simple-MCP click_mousecreate_filecreate_folder+26 | 29 | <=2025-11-25 | 49/100 | F |
| 8 | YouTubeMCPServer robalexclark/YouTubeMCPServer RetrieveYoutubeTranscript | 1 | <=2025-11-25 | 49/100 | F |
| 9 | aegis-mcp raghulvj01/aegis-mcp aws_check_s3_public_accessaws_list_ec2_instancescicd_pipeline_status+18 | 21 | <=2025-11-25 | 49/100 | F |
| 10 | 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 |
| 11 | asya-chat-ui asya-ai/asya-chat-ui activate_cowork_documentcode_executioncreate_cowork_document+12 | 15 | 2026-07-28+ | 49/100 | F |
| 12 | braintube-mcp lildaddyo/braintube-mcp acknowledge_security_alertadd_notebackfill_embeddings+49 | 52 | 2025-06-18+ | 49/100 | F |
| 13 | chat.md rusiaaman/chat.md system.fetch_mcp_resource | 1 | 2025-06-18+ | 49/100 | F |
| 14 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 15 | code-analysis-mcp saiprashanths/code-analysis-mcp analyze_repositoryread_file | 2 | 2026-07-28+ | 49/100 | F |
| 16 | code-buddy Abhi-vish/code-buddy analyze_codecopy_filecreate_directory+25 | 28 | 2026-07-28+ | 49/100 | F |
| 17 | codechecker-mcp jacklandis29/codechecker-mcp review_code | 1 | <=2025-11-25 | 49/100 | F |
| 18 | codex-cli-mcp-tool Mr-Tomahawk/codex-cli-mcp-tool apply-diffask-codexexec-codex+3 | 6 | <=2025-11-25 | 49/100 | F |
| 19 | consulting-agents-mcp MatthewPDingle/consulting-agents-mcp consult_darrenconsult_sergeyconsult_sonny | 3 | <=2025-11-25 | 49/100 | F |
| 20 | crawl-mcp sruckh/crawl-mcp crawl_urlextract_structured_dataextract_youtube_transcript+4 | 7 | <=2025-11-25 | 49/100 | F |
| 21 | crawl-mcp walksoda/crawl-mcp batch_crawlbatch_extract_youtube_transcriptsbatch_search_google+17 | 20 | 2026-07-28+ | 49/100 | F |
| 22 | crawlforge-mcp mysleekdesigns/crawlforge-mcp agentanalyze_contentbatch_scrape+28 | 31 | 2025-06-18+ | 49/100 | F |
| 23 | curso-mcp scops/curso-mcp analyze_paper_with_confirmationchiste_de_padrecompare_papers+33 | 36 | 2025-06-18+ | 49/100 | F |
| 24 | ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 | 13 | 2026-07-28+ | 49/100 | F |
| 25 | ffmcp brandonhenry/ffmcp analyze_image_urlsbrain_document_searchcreate_embedding+3 | 6 | 2026-07-28+ | 49/100 | F |
| 26 | forge alexandremahdhaoui/forge buildconfig-validatedocs-get+7 | 10 | 2026-07-28+ | 49/100 | F |
| 27 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 28 | git-forensics-mcp davidorex/git-forensics-mcp analyze_file_changesanalyze_time_periodget_branch_overview+1 | 4 | 2026-07-28+ | 49/100 | F |
| 29 | git-proxy-mcp MatejGomboc/git-proxy-mcp repo/clonerepo/clone/cancelrepo/clone/chunk+6 | 9 | <=2025-11-25 | 49/100 | F |
| 30 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 31 | iris-AgenticAI mwaseem75/iris-AgenticAI addcheck_order_statusdashboard_info+9 | 12 | 2026-07-28+ | 49/100 | F |
| 32 | java-code-review-mcp kzoabi/java-code-review-mcp analyze_java_dependenciesanalyze_java_staticanalyze_spring_compliance+8 | 11 | <=2025-11-25 | 49/100 | F |
| 33 | javis-os blogminhquy/javis-os javis_read_file | 1 | 2026-07-28+ | 49/100 | F |
| 34 | knowledge-mcp-server scitara-cto/knowledge-mcp-server add-knowledgedelete-knowledge-sourcelist-connections+10 | 13 | <=2025-11-25 | 49/100 | F |
| 35 | laravel-optimize-mcp skylence-org/laravel-optimize-mcp configuration-analyzerdatabase-size-inspectorlog-file-inspector+4 | 7 | <=2025-11-25 | 49/100 | F |
| 36 | mcp-council vicary/mcp-council council_statusvote | 2 | <=2025-11-25 | 49/100 | F |
| 37 | mcp-git markheramis/mcp-git git_addgit_branchgit_checkout+8 | 11 | 2026-07-28+ | 49/100 | F |
| 38 | mcp-git MementoRC/mcp-git discover_toolsexecute_toolget_tool_spec | 3 | <=2025-11-25 | 49/100 | F |
| 39 | mcp-mem0-docker biojazzard/mcp-mem0-docker memory_deletememory_get_allmemory_save+1 | 4 | <=2025-11-25 | 49/100 | F |
| 40 | mcp-platform MichaelYagi/mcp-platform analyze_code_fileanalyze_projectexplain_code+7 | 10 | <=2025-11-25 | 49/100 | F |
| 41 | mcp-research-assistant CyprianFusi/mcp-research-assistant delete_research_topicget_topic_infolist_research_topics+2 | 5 | 2026-07-28+ | 49/100 | F |
| 42 | 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 |
| 43 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 44 | mcp-tts blacktop/mcp-tts speak | 1 | <=2025-11-25 | 49/100 | F |
| 45 | mcp-validator CyberWalrus/mcp-validator test-promptvalidatevalidate-interactive+1 | 4 | <=2025-11-25 | 49/100 | F |
| 46 | mcp_testlab jimthompson5802/mcp_testlab addanalyze_sentimentanalyze_situation+2 | 5 | 2025-06-18+ | 49/100 | F |
| 47 | mcpunk jurasofish/mcpunk configure_projectget_a_joke | 2 | <=2025-11-25 | 49/100 | F |
| 48 | modelcontextprotocol maaksystemsllc/modelcontextprotocol convert_timefetchget_current_time+13 | 16 | <=2025-11-25 | 49/100 | F |
| 49 | modelcontextprotocol-servers DoctorB00st/modelcontextprotocol-servers convert_timefetchget_current_time+13 | 16 | <=2025-11-25 | 49/100 | F |
| 50 | my-mcp-server khanhcaotrung1-crypto/my-mcp-server add_sangli_small_eventadd_stickerpushplus_notify+5 | 8 | 2026-07-28+ | 49/100 | F |