Loading ToolBench
106 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | files-db-mcp randomm/files-db-mcp get_collection_statsget_file_contentget_model_info+2 | 5 | <=2025-11-25 | 53/100 | D |
| 52 | heimdall-mcp-server lcbcFoo/heimdall-mcp-server delete_memories_by_tagsdelete_memorymemory_status+3 |
| 6 |
| <=2025-11-25 |
| 52/100 |
| D |
| 53 | mcp-code-snippets qdrant/mcp-code-snippets lookup-snippet | 1 | 2026-07-28+ | 52/100 | D |
| 54 | AIStack-MCP mjdevaccount/AIStack-MCP analyze_change_impactanalyze_code_patternsanalyze_patterns+3 | 6 | <=2025-11-25 | 51/100 | D |
| 55 | mcp-constraint-monitor fwornle/mcp-constraint-monitor check_constraintsget_constraint_statusget_violation_history+1 | 4 | <=2025-11-25 | 51/100 | D |
| 56 | coder_db angrysky56/coder_db calculate_cyclomatic_complexitycalculate_doc_coveragecreate_coder_collection+8 | 11 | <=2025-11-25 | 50/100 | D |
| 57 | GitPilot-MCP Divyanshu-hash/GitPilot-MCP apply_patchcheck_for_conflictsclone_repo+12 | 15 | 2026-07-28+ | 49/100 | F |
| 58 | TySVA AstraBert/TySVA deepsearch_tooldocumentation_search_tool | 2 | 2026-07-28+ | 49/100 | F |
| 59 | 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 |
| 60 | symbiont-sdk-js ThirdKeyAI/symbiont-sdk-js downloadSignedToolgetAnalysisgetReviewQueue+6 | 9 | 2026-07-28+ | 48/100 | F |
| 61 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 62 | gobby GobbyAI/gobby Skillcall_tooledit+6 | 9 | 2026-07-28+ | 47/100 | F |
| 63 | gno-rag alanrsoares/gno-rag get_documentlist_documentslist_documents_by_category | 3 | <=2025-11-25 | 46/100 | F |
| 64 | mcp-servers-and-devcontainers semut-project/mcp-servers-and-devcontainers indexCodebasesearchCodebase | 2 | 2026-07-28+ | 46/100 | F |
| 65 | SSW.Rules.Mcp jernejk/SSW.Rules.Mcp get_category_rulesget_recent_rulesget_rule+2 | 5 | <=2025-11-25 | 45/100 | F |
| 66 | aio-mcp athapong/aio-mcp maps_directionsmaps_geocodingmaps_location_search+3 | 6 | <=2025-11-25 | 45/100 | F |
| 67 | mcp-server-datapizza mat1312/mcp-server-datapizza query_datapizza | 1 | <=2025-11-25 | 45/100 | F |
| 68 | bsl-mcp rsyuzyov/bsl-mcp list_ibssearch_code | 2 | <=2025-11-25 | 44/100 | F |
| 69 | qdrant-mcp-server mhalder/qdrant-mcp-server add_documentsdelete_collectiondelete_documents+8 | 11 | <=2025-11-25 | 44/100 | F |
| 70 | CodeCompass alvinveroy/CodeCompass agent_querygenerate_suggestionget_changelog+6 | 9 | <=2025-11-25 | 43/100 | F |
| 71 | qdrant-loader martin-papy/qdrant-loader | 0 | 2026-07-28+ | 43/100 | F |
| 72 | qdrant-mcp-server steiner385/qdrant-mcp-server collection_infosearchstore | 3 | <=2025-11-25 | 43/100 | F |
| 73 | RustCoder cardea-mcp/RustCoder compilecompile_and_fixgenerate | 3 | 2026-07-28+ | 42/100 | F |
| 74 | mcp-for-docs qdrant/mcp-for-docs qdrant_search | 1 | <=2025-11-25 | 42/100 | F |
| 75 | mcp-server-semantic-analysis fwornle/mcp-server-semantic-analysis determine_insightsheartbeattest_connection | 3 | <=2025-11-25 | 42/100 | F |
| 76 | deep-research lorenzofavaro/deep-research get_arxiv_papersearch_arxivtavily-search | 3 | <=2025-11-25 | 41/100 | F |
| 77 | mcp-codebase-insight tosin2013/mcp-codebase-insight analyze-patternsdetect-architectureget-metrics+1 | 4 | 2026-07-28+ | 41/100 | F |
| 78 | NeoCoder-neo4j-ai-workflow angrysky56/NeoCoder-neo4j-ai-workflow get_action_templateget_best_practicesget_guidance_hub+12 | 15 | <=2025-11-25 | 40/100 | F |
| 79 | mcp-ardaglobal-code ardaglobal/mcp-ardaglobal-code analyze_code_qualityfind_service_locationget_auth_systems+8 | 11 | <=2025-11-25 | 40/100 | F |
| 80 | vibe-ukis UkisAI/vibe-ukis chainlit_databasefirecrawl_databasehow_to_chainlit+6 | 9 | 2026-07-28+ | 39/100 | F |
| 81 | codeweaver knitli/codeweaver call_tool_bulkfind_code | 2 | <=2025-11-25 | 38/100 | F |
| 82 | YAMS Saturate/YAMS AgentBashEdit+7 | 10 | <=2025-11-25 | 37/100 | F |
| 83 | AI4Semantics-MCP-server SEMICeu/AI4Semantics-MCP-server add_attributeadd_classadd_connector+8 | 11 | 2026-07-28+ | 36/100 | F |
| 84 | codescout mareurs/codescout __probe_description_cap__approve_writeartifact+21 | 24 | <=2025-11-25 | 36/100 | F |
| 85 | mcp-rag-application souravarya07/mcp-rag-application firecrawl_web_search_toolpython_faq_retrieval_tool | 2 | 2026-07-28+ | 36/100 | F |
| 86 | DIY_MCP_SERVER jashwanthpj/DIY_MCP_SERVER prompts/getresources/readtools/call | 3 | <=2025-11-25 | 34/100 | F |
| 87 | Geny CocoRoF/Geny confluence_pageconfluence_searchconfluence_write+37 | 40 | 2026-07-28+ | 34/100 | F |
| 88 | code-explorer mareurs/code-explorer __probe_description_cap__approve_writecall_graph+20 | 23 | <=2025-11-25 | 29/100 | F |
| 89 | mchp-mcp-core jonzo97/mchp-mcp-core AbbreviationExpander.expandAbbreviationExpander.expand_queryAbbreviationExpander.get_expansion+13 | 16 | 2026-07-28+ | 29/100 | F |
| 90 | mcp-hub blaxel-ai/mcp-hub | 0 | 2026-07-28+ | 29/100 | F |
| 91 | Sphraiva Codibex/Sphraiva CheckoutBranchInDevContainerAsyncCleanupDevContainerAsyncCloneRepositoryInDevContainerAsync+4 | 7 | 2025-06-18+ | 28/100 | F |
| 92 | langchain-playground chrisleekr/langchain-playground fetch_and_analyze_logsgenerate_log_nrql_querygenerate_trace_logs_query+8 | 11 | <=2025-11-25 | 27/100 | F |
| 93 | workspace-qdrant-mcp ChrisGVE/workspace-qdrant-mcp | 0 | 2026-07-28+ | 27/100 | F |
| 94 | mcp-fs-server bramburn/mcp-fs-server clear_indexget_file_contextindex_repository+3 | 6 | <=2025-11-25 | 25/100 | F |
| 95 | roblox-engine-api-docs-mcp noahwillcrow/roblox-engine-api-docs-mcp | 0 | 2026-07-28+ | 16/100 | F |
| 96 | graphrag_mcp rileylemm/graphrag_mcp get_graph_schemaget_vector_collection_infohybrid_search+1 | 4 | <=2025-11-25 | 11/100 | F |
| 97 | mcp-document-server WebAppAI0410/mcp-document-server list-packageslist-versionsquery-docs | 3 | <=2025-11-25 | 11/100 | F |
| 98 | qdrant-rag-mcp ancoleman/qdrant-rag-mcp | 0 | 2026-07-28+ | 11/100 | F |
| 99 | lxDIG-MCP lexCoder2/lxDIG-MCP arch_suggestarch_validatecode_clusters+8 | 11 | 2026-07-28+ | 9/100 | F |
| 100 | codebase-indexer ygtdgn/codebase-indexer delete_fileget_index_statusindex_directory+2 | 5 | 2026-07-28+ | 8/100 | F |