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  • A
    license
    A
    quality
    A
    maintenance
    Lets any MCP client call SWARM's live services — GitHub code-health scans, researched summaries and reports, and everyday utilities — paying per call in USDC on Base with no account or API key. Payments are metered by a spend cap and only settled after the work succeeds.
    4
    93 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables local agent interactions with a mock Study of Us API through tools for health checks, catalogs, current user info, reports, and voting.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to run reproducible, high-recall literature search across seven source families with RRF fusion, fetch open-access full texts (falling back to abstracts), expand citations, export BibTeX/RIS, and audit reference coverage — all without any LLM API key, leaving query planning and writing to the agent. Multiple agent clients share one accumulating literature pool and background search jobs that keep running after sessions close.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A daily census of the AI agent tooling ecosystem on GitHub (MCP servers, agent frameworks, skills): look up whether a repository is still maintained and under what licence, search by words with status and licence filters, get the day's totals and two acted-on lists. Standard library only, public metadata only.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying verified AI agent news with citations and confidence scores. Provides tools for search, Q&A, article retrieval, and recommendations about AI agent tools, MCPs, and frameworks.
    38
    MIT No Attribution
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for Agent Reputation, enabling agent buyers to examine candidate agents' claims, outcomes, and independent sources, and to order evidence briefs before purchase.
    5 npm
    1
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    Compound MCP agent that integrates EDINET, TDNET, e-Stat, and stock price sources for comprehensive Japanese company analysis, macro economic snapshots, and earnings monitoring through a single interface.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    An autonomous MCP agent that helps you apply to fully funded MS and PhD programs by discovering professors, verifying faculty status, matching projects, and drafting cold emails.
    46 PyPI
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server for Perplexity's Agent API, enabling multi-step web research with citations through tools to start, collect, and cancel research runs.
    3
    88 PyPI
    BSD 3-Clause
  • F
    license
    A
    quality
    C
    maintenance
    An MCP server that enables interaction with property-driven machine learning experiment pipelines, including listing experiments, retrieving configs, comparing runs, and executing experiments with approval gates and full tracing.
    6
    -
  • F
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to research sponsorship contacts by searching and verifying professional emails through Monid, while saving missions, sources, and evidence locally.
    12
    -
  • A
    license
    B
    quality
    C
    maintenance
    Provides a suite of MCP tools for evidence-grounded investment research, including time-bounded search of reports and news, thesis verification against subsequent events, market response calculations, and generation of validated research briefs.
    9
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A paid callable research agent that provides source-backed reports, onchain intelligence, and claim verification via MCP tools for coding tools like Codex, Claude Code, Cursor, and Windsurf.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides 11 composable MCP tools for A-share market research, covering quotes, news, technical signals, sector performance, portfolio risk, backtesting, and paper trading, with traceable data sources and calculation basis.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to fetch live football odds and team form, and flag matches where the market price diverges from a simple form-based estimate.
    Eclipse Public 2.0
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server exposing 1,000+ pay-per-call API endpoints across agent infrastructure (memory, coordination, secrets, verification), data, compute, finance, weather, geography, and reference categories — payments via x402 protocol in USDC on Base.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-speaking AI research agents to coordinate plans, tasks, experiment runs, and claims on a shared evidence board, tracing each claim to the code that produced it and flagging results that need rechecking when dependencies change.
    182
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A local-first MCP server for tracking indoor horticulture metrics, enabling cold-stratification timelines, ericaceous soil pH validation, and transplant-shock recovery through a LangGraph agent with a local LLM.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that scans daily AI innovation sources (arXiv, Hacker News, GitHub) and normalizes discoveries into actionable Skill Sheets for domains like code, design, HR, agents.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language battery-cell requirements to be parsed and routed to simulation backends, returning design forms and performance metrics while supporting calibration, thermal-runaway, COMSOL, and UI draft workflows.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides live astronomical telemetry and space data, including ISS tracking, NASA APOD, and solar weather, via a Model Context Protocol server with SSE and JSON-RPC support.
    MIT