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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Read the open paper and write study annotations into its PDF with zotero-cli - a context box on the title, a four-part summary on the abstract, role-coded abstract highlights, one box per figure… | 54yyyu/ | 5.3k | — | ~1.5k | Automated safety check: Pass | MIT | 3 days ago |
| 2 | A skill your agent uses when finding, comparing, reading, or monitoring arXiv papers, including requests for abstracts, citation graphs, original LaTeX, section-level technical details, or… | blazickjp/ | 3.2k | — | ~353 | Automated safety check: Pass | Apache-2.0 | 3 days ago |
| 3 | Get a deep critical review of research idea from GPT via Codex MCP. | GRIND-Lab-Core/ | 106 | 5 repos | ~1.1k | Automated safety check: Notes | No licence | 5 mo ago |
| 4 | Retrieve real Taiwan court judgments with verifiable citations before answering any question about Taiwan law or case law. | aa0101181514/ | 328 | — | ~580 | Automated safety check: Pass | Unknown | yesterday |
| 5 | Read and search GitHub repository documentation via gitmcp.io MCP service. | AgentTeam-TaichuAI/ | 671 | 2 repos | ~638 | Automated safety check: Pass | No licence | 5 mo ago |
| 6 | Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking. | nkapila6/ | 134 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 7 | A skill your agent uses when a user has cloned PaperGraph MCP and asks to install, initialize, configure, set up, or start using it with an agent or MCP client. | lotchuazzz-crypto/ | 282 | — | ~3.3k | Automated safety check: Pass | MIT | 4 days ago |
| 8 | Find official portals, APIs, and download paths for authoritative primary data sources (governments, international organizations, research institutions, etc.). | MLT-OSS/ | 184 | — | ~3.1k | Automated safety check: Pass | MIT | 8 days ago |
| 9 | 9.Sciverse A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original… | opendatalab/ | 120 | — | ~3k | Automated safety check: Pass | Unknown | 21 days ago |
| 10 | Explains how to run, integrate and debug the deep-research-mcp project through its CLI, Python API or MCP server, with OpenAI, Gemini and DR-Tulu backends. | pminervini/ | 114 | — | ~5.8k | Automated safety check: Pass | MIT | 13 days ago |
| 11 | Bright Data MCP handles ALL web data operations. An agent skill from brightdata/skills. | brightdata/ | 264 | 1 repo | ~3.7k | Automated safety check: Pass | MIT | 4 days ago |
| 12 | A skill your agent uses when a developer wants to build a new healthcare or life sciences agent, structure tools and system prompts for an HCLS workflow, or create a Strands agent with… | aws-samples/ | 274 | — | ~885 | Automated safety check: Pass | MIT-0 | 9 days ago |
| 13 | Run a local smoke test for the Stata-MCP server. An agent skill from SepineTam/mcp-for-stata. | SepineTam/ | 264 | — | ~1.4k | Automated safety check: Pass | AGPL-3.0 | 5 days ago |
| 14 | 14.Add App Tool Scaffold an MCP App tool + UI resource pair. An agent skill from cyanheads/pubmed-mcp-server. | cyanheads/ | 158 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 15 | 15.Chemgraph Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers | argonne-lcf/ | 162 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 16 | 16.Add Prompt Scaffold a new MCP prompt template. An agent skill from cyanheads/pubmed-mcp-server. | cyanheads/ | 158 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 17 | 17.Chemgraph Use ChemGraph Python and CLI workflows, agent-written batch scripts, and attached chemistry MCP tools. | argonne-lcf/ | 162 | — | ~743 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 18 | 18.Add Resource Scaffold a new MCP resource definition. An agent skill from cyanheads/pubmed-mcp-server. | cyanheads/ | 158 | — | ~3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | Searches the web, code, companies and people through the Exa MCP server, with notes on setup, the web_search_exa tool and treating results as untrusted data. | affaan-m/ | 277k | 4 repos | ~1.1k | Automated safety check: Pass | MIT | today |
| 20 | 20.Repo Genome 7-section readiness scorecard for a LOCAL repo. An agent skill from ruvnet/metaharness. | ruvnet/ | 696 | — | ~772 | Automated safety check: Pass | MIT | yesterday |
| 21 | Student weekly assignment planner for Canvas LMS. An agent skill from vishalsachdev/canvas-mcp. | vishalsachdev/ | 287 | — | ~1.2k | Automated safety check: Pass | MIT | today |
| 22 | A skill your agent uses when a research workflow needs verified academic source retrieval through literature-search MCP interfaces available in the current session before evidence extraction. | openJiuwen-ai/ | 162 | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | today |
| 23 | Patterns for running multi-agent swarms on research, development and testing work, with four topologies and a four-phase research swarm built on claude-flow MCP tools. | ruvnet/ | 817 | 5 repos | ~5.9k | Automated safety check: Pass | No licence | yesterday |
| 24 | 使用firecrawl和exa MCPs进行多源深度研究。搜索网络、综合发现并交付带有来源引用的报告。适用于用户希望对任何主题进行有证据和引用的彻底研究时。 | affaan-m/ | 277k | 2 repos | ~590 | Automated safety check: Pass | MIT | today |
| 25 | 25.API Mirror Stand up a persistent, self-refreshing local mirror of a bulk upstream dataset with the MirrorService (@cyanheads/mcp-ts-core/mirror). | cyanheads/ | 158 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 26 | Predicts regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language models — no local GPU or model weights. | K-Dense-AI/ | 48k | 1 repo | ~6.2k | Automated safety check: Notes | MIT | 6 days ago |
| 27 | File a bug or feature request against @cyanheads/mcp-ts-core when you hit a framework issue. | cyanheads/ | 158 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 28 | A skill your agent uses when querying biomedical databases (UniProt, ClinVar, gnomAD, PDB, Reactome, Open Targets, etc.) via the Biomni AgentCore Gateway MCP server. | aws-samples/ | 274 | — | ~3.1k | Automated safety check: Pass | MIT-0 | 9 days ago |
| 29 | File a bug or feature request against this MCP server's own repo. | cyanheads/ | 158 | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 30 | Search Google, Bing, Google News and Google Scholar, and read public pages, with the Serply MCP server. | sickn33/ | 47k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 2 days ago |
| 31 | Multi-source literature search, citation verification, strict independent other-citation audits, article-level citation metric tables, influential citer profiling with citation-context extraction… | Tai609/ | 100 | — | ~1.2k | Automated safety check: Pass | Unknown | 1 mo ago |
| 32 | 32.Bgpt MCP Search scientific papers via the BGPT MCP server and retrieve structured experimental data — methods, results, conclusions, quality scores, and 25+ metadata fields per paper. | ClawBio/ | 1.2k | 1 repo | ~3.2k | Automated safety check: Pass | MIT | 2 days ago |
| 33 | Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. | agent-skills-hub/ | 112 | 3 repos | ~715 | Automated safety check: Notes | MIT | 9 days ago |
| 34 | Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp. | patsnap/ | 113 | — | ~779 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 35 | Multi-source deep research using firecrawl and exa MCPs. An agent skill from aAAaqwq/AGI-Super-Team. | aAAaqwq/ | 105 | 5 repos | ~1.1k | Automated safety check: Pass | MIT | 3 days ago |
| 36 | 36.Setup Medsci A skill your agent uses when a skill fails for a missing tool or the environment needs checking. | Aperivue/ | 333 | — | ~960 | Automated safety check: Pass | MIT | 6 days ago |
| 37 | Research agent for external documentation, best practices, and library APIs via MCP tools | parcadei/ | 3.9k | 1 repo | ~899 | Automated safety check: Pass | MIT | 8 mo ago |
| 38 | 38.Bioqc MCP Automated sequencing quality control and advanced visualization wrapping FastQC, MultiQC, and custom chart generation. | ClawBio/ | 1.2k | — | ~2.2k | Automated safety check: Pass | MIT | 2 days ago |
| 39 | 39.Just PRs MCP Compute evidence-aware polygenic risk scores from a local VCF or WGS file through the validated just-prs engine and a pinned local just-prs MCP server. | ClawBio/ | 1.2k | — | ~3.5k | Automated safety check: Pass | MIT | 2 days ago |
| 40 | Recommend AND run open-source AI tools, agents, Claude Code / Codex skills, and MCP servers for any stage of a literature review — searching, reading, extracting, synthesizing, screening… | brycewang-stanford/ | 4.6k | — | ~2.5k | Automated safety check: Notes | Unknown | 6 days ago |
| 41 | Produce cited research reports from multiple web sources using firecrawl and exa MCP tools — plan sub-questions, search and deep-read sources, then synthesize findings with inline citations and… | affaan-m/ | 276k | — | ~1.5k | Automated safety check: Warn | MIT | yesterday |
| 42 | 42.Research Run deep research on any topic using the Deep Research MCP server. | iusztinpaul/ | 512 | — | ~336 | Automated safety check: Pass | MIT | 4 mo ago |
| 43 | 43.Add Tool Scaffold a new MCP tool definition. An agent skill from cyanheads/pubmed-mcp-server. | cyanheads/ | 158 | — | ~19k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 44 | 44.G1 VS-Enhanced Journal Matcher with Journal Intelligence MCP — Real-time journal data pipeline with checkpoint-based human decisions. | brycewang-stanford/ | 4.6k | — | ~3.7k | Automated safety check: Pass | Unknown | 6 days ago |
| 45 | Search Google, Bing, Google News and Google Scholar, and read public pages, through the Serply MCP server. | davepoon/ | 3.6k | — | ~865 | Automated safety check: Pass | MIT | 2 days ago |
| 46 | Model Context Protocol (MCP) server for bioinformatics web services like GEO, STRING, and UCSC Cell Browser. | FreedomIntelligence/ | 3.1k | 1 repo | ~353 | Automated safety check: Pass | MIT | 2 mo ago |
| 47 | Use Jacobian's MCP operations for nontrivial mathematical computation, finite search, structural analysis, formal checking, probability, or optimization. | morluto/ | 220 | — | ~286 | Automated safety check: Pass | MIT | 6 days ago |
| 48 | Runs multi-source web research through the firecrawl and exa MCP tools and writes a cited report with source attribution. | affaan-m/ | 276k | — | ~150 | Automated safety check: Pass | MIT | yesterday |
