MCP servers on PyPI
Python servers you run with uvx, pipx, or pip.
iso20022-readiness-suite-mcp
Orchestration MCP server: ISO 20022 readiness scoring, remediation, bank-response simulation.
Kafka Sentinel
Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness.
Knowledge Graph RDBMS
A label property graph on SQLite/Postgres with multi-ontology routing and a gated MCP server.
legacy2mcp
Turn a legacy SOAP/WSDL service into a safe, typed, schema-validated, audit-logged MCP server
MANNA
MCP server for IVOA astronomical archives: NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia
MCP AEMPS — CIMA
MCP server for the Spanish AEMPS CIMA pharmaceutical registry (20,000+ authorised medicines).
mcp-atlassian-extended
MCP server for Jira and Confluence — sprints, agile boards, attachments, versions, calendars.
mcp-server-malcolm
MCP server for Malcolm (Zeek/Suricata/Arkime/OpenSearch): threat-hunting access for AI agents
methods-mcp
MCP server for structured methods extraction + reproducibility heuristics on academic papers.
noisefloor — is this number real?
Is this number real, or is it noise? Peek-safe A/B tests, change detection, honest forecasts.
NWS Surface Wind Observations MCP Server
NWS surface wind observations (ASOS/AWOS) via Weather.gov and Iowa Environmental Mesonet APIs
OmniScholar
Literature, Zotero, PDF, citation, materials, and scientific image tools for research agents.
pattern-vista
End-of-day US equity data: MA200 deviation rankings, market breadth, chart-pattern win rates.
pdf-mcp
Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.
pixlint
Lint, curate & prepare computer-vision datasets from your AI assistant — MCP server, 67 tools
psquare
MCP server for ParentSquare — feeds, calendars, messages, directories, and admin roster tools
pythia-oracle-mcp
Every smart contract deserves intelligence, not just data. On-chain indicators via Chainlink.
qualys-mcp
Full Qualys portal management over MCP: VMDR, PC, WAS, Cloud Agent, Container Security & more
RAWThink
Persistent memory for AI thinking partnerships: hybrid search and a temporal knowledge graph.
releaseguard
Scans datasets/models for PII/secrets, redacts, and packages a public-release bundle via MCP.
Safe Kaggle MCP
Safety-first Kaggle MCP — confirm-gated destructive ops, submission budget, injection-fenced.
simengine
Monte Carlo decision-intelligence over MCP: simulate, optimize, and decide under uncertainty.
slop-eval
Wraps the slop-eval CLI as a single generic MCP tool for genericness scoring of AI UI output.
Snowflake MCP Server
A Snowflake MCP server — SQL queries, schema exploration, and data insights for AI assistants
Supertone TTS
Composable Supertone TTS toolkit: synthesis, voice search/preview/clone, usage — 31 languages
techtenstein-seo
On-page SEO audit for any URL. Titles, meta, headings, links, score, and fix recommendations.
tokenmizer
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.
Trentina
Secure MCP gateway and quarantine for AI agent traffic — three-layer prompt injection defense
Ukrainian Language Reference (vitalinguist)
Ukrainian grammar/surzhyk check + authentic-rendering lookup. Wraps ukr.vitalinguist.com API.
universal-research-mcp
Provenance-first research memory with hash-bound evidence and a fail-closed eligibility gate.
Veragent
Check the trust/security score of MCP servers, agents, skills & CLIs before you install them.
visiongemma
Local AI vision MCP server for Windows: OCR, chart analysis, scene description. 100% offline.
Vivory Verification Gateway
98 MCP tools for verifiable AI: citations, law, KYB, peer review, forecast, media provenance.
webfetch
Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching
WhatsApp Chat Reader (Unofficial)
Unofficial read-only MCP server for your local WhatsApp chat history (stays on your machine).
wireshark-mcp
Professional network analysis with tshark. Security audits, deep-dives, and threat detection.
agentic-ledger
Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck-loop flags.
altr-mcp-server
MCP server for ALTR data security: databases, tags, policies, classification, access, audits
andon
Deterministic verification for AI-generated analysis: run a spec, inspect or diff a workbook
arachne-mcp
Arachne MCP — scraping, browser, vision, OCR, RAG, Social Research, GitHub + VRT (56 tools).
asymptotic-ethics
MCP server for an Asymptotic Ethics governance simulation with a verified compliance oracle.
Attestari
Auditable memory for AI agents: provable deletion, tamper-evident audit, time-travel recall.
aurora
Glass-box statistical analysis for agents: 19 methods, cited findings, measured error rates.
build123d MCP
AI-driven 3D CAD via build123d: execute, render, measure, and export geometry interactively.
Census (ACS by ZIP)
U.S. Census (ACS) data by ZIP: income, demographics, housing, education, from a local store.
citeguard
Falsification-first citation auditor: existence, metadata, and claim-support checks via MCP.
cloudcostsmcp
Anchor AI FinOps to real, live cloud pricing — AWS, GCP & Azure public and enterprise rates.
Clover POS
Clover POS for a single merchant: sales, inventory, orders, customers (reads + safe writes).