Metis
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Related Servers
- FlicenseAqualityCmaintenanceEnables Claude to search a local hybrid retrieval index of research papers and ingest new PDFs, providing research-paper memory queryable directly through natural language.2-
- FlicenseNot gradedqualityDmaintenanceEnables semantic search and conversational querying across a personal research library of PDFs, DOCX, and other documents using a vector database. It provides tools for document summarization, finding related papers, and high-accuracy retrieval for AI clients like Claude Desktop.-
- AlicenseAqualityDmaintenanceGive Claude the ability to read, search, and synthesize across your entire PDF library. Built on PaperQA2.22MIT
- AlicenseNot gradedqualityFmaintenanceProvides Claude with long-term memory by indexing conversation history, enabling semantic search, decision tracking, and cross-project search.18 npm29MIT
- AlicenseAqualityDmaintenanceCross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search.614 npm6MIT
- AlicenseBqualityAmaintenanceEnables AI assistants such as Claude to search academic literature, retrieve abstracts and full text, trace citations and multi-generation citation networks, and analyze author profiles, journal quality and bibliometrics from a conversation. It works with Scopus by default and can run the same analyses against OpenAlex without a subscription.35834 PyPI1MIT
TDQS
Scored across 213 tools
Many tools have overlapping purposes with only subtle distinctions: at least three PDF indexing tools (index_pdf_library, index_library_pdfs, build_pdf_knowledge_db), four+ memory write paths (remember, store_episodic_memory, add_memory_entry, save_session_summary), and two parallel skill-proposal workflows (propose/approve/reject vs draft/apply) that an agent could easily confuse. Some tools do cross-reference each other helpfully, but at 213 tools the boundaries are genuinely hard to keep straight.
The dominant snake_case verb_noun pattern (create_task, get_tasks, update_task, delete_task, backup_db) is readable and mostly consistent, but there are notable exceptions: bare verbs (remember, recall), a noun-only tool (daily_note), an underscore-prefixed private helper exposed as a tool (_obsidian_vault), and stylistic drift like metis_doctor and full_scan. The scan_ vs search_ prefix is used inconsistently for the same 'fetch papers' purpose (scan_pubmed_alerts, scan_openalex, search_semantic_scholar).
213 tools is an extreme mismatch for an MCP server surface, an order of magnitude beyond even a generous cap. The find_tools/load_tool_group/list_tool_groups meta-tools are an admission that most of the catalogue is parked to save context, which suggests the server is really several servers — memory, literature, data-cleaning, course-building, admin, DHIS2 — fused into one.
For the sprawling domain it covers — projects, tasks, ideas, journal, memory layers, literature, PDF RAG, news scanning, backups, data profiling/cleaning, courses, code repository, DHIS2, audit trail — the lifecycle coverage is impressively thorough, with full CRUD on most entities and even backup/restore plus retention. Minor gaps exist (no delete for contacts or glossary terms, some redundant pathways), but nothing that would cause agent failure within the server's intended scope.