ZBS Index What actually exists in applied AI, with the source next to it

MCP servers

Each entry shows what its maintainer published and when the project was last touched. Where a repository has been deleted or archived, that is stated on the entry instead of being quietly left out.

Worked on in the last 90 days (60)

Someone pushed a commit recently. This is the shortlist worth trying first.

  • io.github.addiplus/vercel-deployment-mcp — last commit 2026-08-03, v0.2.0
    Reference MCP stdio server for observing Vercel projects and deployments.
  • io.github.GhostlyGawd/codeweb — last commit 2026-08-03, v0.12.0
    Your agents break less code and burn fewer tokens — a deterministic call graph over 27 MCP tools.
  • io.github.gregario/brewers-almanack — last commit 2026-08-03, v0.1.0
    Brewing knowledge MCP — beer styles, ingredients, off-flavours, water chemistry, recipes
  • ai.adeu/adeu — last commit 2026-08-03, v1.7.1
    Automated DOCX Redlining Engine
  • Samotpravil MCP — last commit 2026-08-03, v1.8.0
    MCP server for Samotpravil API — docs, typed tools, Python SDK parity, safety flags.
  • io.github.AnnasMazhar/pyspark-mcp — last commit 2026-08-03, v0.0.4
    SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
  • com.pentest-tools/mcp-server — last commit 2026-08-03, v0.1.13
    MCP server for Pentest-Tools.com: run scans, manage findings and reports via your preffered LLM.
  • dev.promplate/hmr — last commit 2026-08-03, v1.0.2
    Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
  • Hashlock Markets — last commit 2026-08-03, v1.5.1
    Non-custodial cross-chain OTC for AI agents: sealed RFQ, negotiation, HTLC atomic swaps. Testnet.
  • CiteVahti — last commit 2026-08-03, v0.46.0
    Checks whether each cited source supports the claim it backs. Blinded human-first, local-first.
  • Affiliate Networks MCP — last commit 2026-08-03, v0.19.0
    Affiliate network reporting in your AI client. Bring your own keys. Most adapters experimental.
  • Lunch Money — last commit 2026-08-03, v3.0.0
    MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more.
  • mailindex-mcp — last commit 2026-08-03, v0.1.3
    Search, move, mark, delete and draft your real mail over a self-hosted index.
  • io.github.ar-agents/mcp — last commit 2026-08-03, v0.4.11
    Argentine business automation: Mercado Pago, AFIP/ARCA, WhatsApp, banking, shipping (7 packages).
  • showagent — last commit 2026-08-03, v0.11.0
    Search, resume and convert AI coding sessions (Claude Code, Codex, Gemini, OpenCode, Pi) over MCP.
  • io.github.cliwant/mcp-sam-gov — last commit 2026-08-03, v1.12.0
    Keyless MCP: 150 tools for US federal + state/local (SLED) contracting, spending & regulation
  • io.github.corbat-tech/coding-standards — last commit 2026-08-03, v1.0.3
    AI coding standards that enforce production-grade code with DDD, SOLID, TDD guardrails.
  • NIM Key Manager — last commit 2026-08-03, v1.0.0
    Self-hosted NVIDIA NIM API-key manager with a Claude MCP connector; deploy your own instance.
  • io.github.abe238/hotin — last commit 2026-08-03, v0.8.2
    What's hot in AI right now, ranked with receipts from GitHub, HN, npm and Hugging Face.
  • Podcast Index MCP Server — last commit 2026-08-03, v0.3.0
    Search the Podcast Index: podcasts, episodes, person appearances, trending, feed health.
  • io.github.DrBaher/compare-cli-mcp — last commit 2026-08-03, v0.1.4
    MCP server for compare-cli: contract version diff/redline and a drift gate as agent tools.
  • Python Docs MCP Server — last commit 2026-08-03, v0.3.1
    The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.
  • io.github.freema/mcp-gsheets — last commit 2026-08-03, v1.10.0
    MCP server for Google Sheets API — read, write, format, batch operations.
  • AI Guardian — last commit 2026-08-03, v0.8.0
    Governed local-LLM (Ollama) observability: model policy, prompt scanner, 20 tools.
  • XCP-ng AIops — last commit 2026-08-03, v0.6.0
    Governed XCP-ng ops via Xen Orchestra — 29 MCP tools with audit, budget, undo guards.
  • Veeam AIops — last commit 2026-08-03, v0.10.0
    Governed Veeam Backup & Replication ops — 25 MCP tools with audit, budget, undo guards.
  • TrueNAS AIops — last commit 2026-08-03, v0.9.0
    Governed TrueNAS SCALE storage ops — 25 MCP tools with audit, budget, undo guards.
  • Queue AIops — last commit 2026-08-03, v0.6.0
    Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.
  • Proxy AIops — last commit 2026-08-03, v0.7.0
    Governed Traefik + Caddy + HAProxy ops: routes, upstreams, certs, 5xx RCA. 28 tools.
  • Proxmox AIops — last commit 2026-08-03, v0.11.0
    Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards.
  • Postgres AIops — last commit 2026-08-03, v0.8.0
    Governed PostgreSQL DBA ops: slow-query RCA, bloat/vacuum & blocking-lock analysis; 35 MCP tools.
  • Observability AIops — last commit 2026-08-03, v0.8.0
    Governed Prometheus + Grafana ops: PromQL, alerts, dashboards, RCA; 39 tools.
  • dev.cz-agents/adis — last commit 2026-08-03, v0.1.3
    Czech VAT-payer reliability (ADIS / nespolehlivý plátce DPH) + registered bank accounts by DIČ.
  • dev.cz-agents/ares — last commit 2026-08-03, v0.1.9
    Czech & Slovak business registry — company lookup by IČO, name, legal form, VAT. Official ARES.
  • dev.cz-agents/cnb — last commit 2026-08-03, v0.1.7
    Official ČNB exchange rates — daily & historical CZK vs EUR, USD, 30+ currencies. For accounting.
  • dev.cz-agents/dd — last commit 2026-08-03, v0.3.7
    Czech & EU due diligence in one call — facts, insolvency, sanctions, VAT, risk score, UBO chain.
  • dev.cz-agents/eu-registry — last commit 2026-08-03, v0.7.0
    EU company registry lookup across 16 countries incl. Sweden Bolagsverket.
  • dev.cz-agents/isir — last commit 2026-08-03, v0.2.4
    Czech insolvency register (ISIR) — active/historical insolvency & bankruptcy by IČO or person.
  • dev.cz-agents/payqr — last commit 2026-08-03, v0.1.11
    European payment QR — SPAYD (CZ/SK) & EPC/GiroCode (SEPA), plus text/WiFi/vCard. Local, free.
  • dev.cz-agents/realestate — last commit 2026-08-03, v0.3.2
    Czech distressed real estate — anonymized district aggregates (k≥5). Free tier.
  • dev.cz-agents/sanctions — last commit 2026-08-03, v0.1.5
    Sanctions screening for KYC/AML — EU FSF + OFAC SDN checks for Czech companies & individuals.
  • Nutanix AIops — last commit 2026-08-03, v0.9.0
    Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-safe, 51 tools.
  • Network AIops — last commit 2026-08-03, v0.10.0
    Governed network device ops (NAPALM) — 33 MCP tools with audit/undo.
  • MySQL AIops — last commit 2026-08-03, v0.6.0
    Governed MySQL/MariaDB DBA ops: slow-query, lock-wait, replication & fragmentation RCA; 35 tools.
  • Monitoring AIops — last commit 2026-08-03, v0.8.0
    Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 tools.
  • MinIO AIops — last commit 2026-08-03, v0.7.0
    Governed MinIO ops: capacity RCA, bucket exposure audit, ILM gaps, healing, 31 tools.
  • k8s AIops — last commit 2026-08-03, v0.10.0
    Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.
  • Inference AIops — last commit 2026-08-03, v0.8.0
    Governed GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.
  • Identity AIops — last commit 2026-08-03, v0.6.0
    Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 29 tools.
  • Firewall AIops — last commit 2026-08-03, v0.8.0
    Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
  • Fabric AIops — last commit 2026-08-03, v0.9.0
    Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools with audit/undo.
  • Endpoint AIops — last commit 2026-08-03, v0.8.0
    Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with audit/budget/undo.
  • Container Host AIops — last commit 2026-08-03, v0.8.0
    Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools.
  • Compliance AIops — last commit 2026-08-03, v0.8.0
    Compliance evidence from AIops audit trails: HIPAA/PCI/SOC2/GDPR, hash-chain-sealed, 18 tools.
  • CICD AIops — last commit 2026-08-03, v0.7.0
    Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.
  • Ceph AIops — last commit 2026-08-03, v0.9.0
    Governed Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools.
  • Agent Comms — last commit 2026-08-03, v1.24.2
    Cross-harness communication mesh for LLM agents — rooms, DMs, presence, and visibility over TCP
  • io.github.chaoz23/dmcheck — last commit 2026-08-03, v0.5.1
    Deterministic conduct verdicts for live tabletop sessions - CI for running a game.
  • com.verifiedsupplementdata/supplement-advisor-mcp — last commit 2026-08-03, v1.1.0
    Evidence-based supplement guidance: clinical doses, form comparisons, interactions, cost-per-dose.
  • io.github.alphavantage/alpha_vantage_mcp — last commit 2026-08-03, v1.0.0
    Real-time financial market data: stocks, forex, crypto, commodities, and economic indicators

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How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.