mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
AI data agent — schema analysis, query optimization, PII detection, pipelines. no licence · released 2026-04-09 | n/a |
DevOps AI. Deploy checks, incident analysis, infra audit. Learns from past failures. no licence · released 2026-04-09 | n/a |
Financial analysis AI. Forecasting, audit prep, SOX/GAAP compliance. Accuracy compounds with use. no licence · released 2026-04-09 | n/a |
Universal governance layer for AI agents. MCP-native, fail-closed, audit proofs and rollback. no licence · released 2026-05-26 | n/a |
HIPAA-aware healthcare AI. Clinical documentation, compliance checks, audit prep. Free local tier. no licence · released 2026-04-09 | n/a |
AI contract review, clause drafting, compliance checklists & legal research. no licence · released 2026-04-09 | n/a |
Safe scheduled AI agents with governance gates. Verified, receipted, fail-closed. no licence · released 2026-05-26 | n/a |
AI content generation, SEO audits, campaign planning & social scheduling. no licence · released 2026-04-09 | n/a |
Planning AI. Sprint estimation, task breakdown, risk analysis. Learns your velocity. no licence · released 2026-04-09 | n/a |
AI prospect research, outreach drafting, lead scoring & pipeline tracking. no licence · released 2026-04-09 | n/a |
AI security scanning and trust scoring. Stack-specific threat models. Free local scan. no licence · released 2026-04-09 | n/a |
AI support agent — ticket classification, response drafting, escalation routing. no licence · released 2026-04-09 | n/a |
Read and write Mission Control state via MCP — projects, tasks, subtasks, templates, status updates. no licence · released 2026-05-12 | n/a |
AI workflow error analysis for n8n, Make, Zapier, and 10+ platforms. no licence · released 2026-03-31 | n/a |
One searchable memory of your Claude.ai chats and Claude Code sessions, served over MCP. no licence · released 2026-06-16 | n/a |
The repo guardian AI agents handshake with before they touch your code. no licence · released 2026-07-18 | n/a |
Cited, OSV-gated, injection-hardened web briefs for coding agents. Verified, never raw web. no licence · released 2026-07-20 | n/a |
One universal Voyager: name a goal; it activates senses (repo, net) and runs a live mission. no licence · released 2026-07-20 | n/a |
Voyager's web-page sense: safe read-only observation of one live URL (structure, security, a11y). no licence · released 2026-07-20 | n/a |
A safe, read-only, authorized audit of one host you own: DNS, ports, TLS, HTTP hygiene. no licence · released 2026-07-20 | n/a |
An AI agent's safe read-only scout to orient in an unknown repository before touching it. no licence · released 2026-07-20 | n/a |
Search 100K+ EDC products. Track drops, compare prices, and analyze market trends. no licence · released 2026-04-14 | n/a |
Configure a Specter game backend from chat: economy, progression, leaderboards, multiplayer. no licence · released 2026-06-26 | n/a |
Find the right security-disclosure contact for any internet asset (domain, IP, package, repo, app). no licence · released 2026-06-21 | n/a |
Discourse MCP CLI server (stdio) exposing Discourse tools via MCP no licence · released 2026-08-25 | n/a |
Remote MCP server bridging Motion to Claude no licence · released 2026-05-06 | n/a |
Drawdown-first risk for your stock/ETF book — every number from a validated core, not the model. no licence · released 2026-07-30 | n/a |
Auto-loads skills into agent sessions. MiniMax vision and search proxy. no licence · released 2026-04-10 | n/a |
Local-first YNAB MCP for reconciliation, receipt splitting, safe cleanup, and spending analysis no licence · released 2026-07-29 | n/a |
Free, 2hr expiry agent storage to cache contexts, bridge workflows, or dump data. no licence · released 2026-03-13 | n/a |
Insurance coverage requirements, gap detection, and risk profiles for US businesses. no licence · released 2026-04-04 | n/a |
Immigration case intelligence for attorneys. Case tracking, judge analytics, AI predictions. no licence · released 2026-05-21 | n/a |
Convert PDF, DOCX, HTML, and URLs to clean, LLM-ready markdown with tables preserved no licence · released 2026-08-31 | n/a |
International legal analysis (ISO 31000) — 27 tools, 63 selectable jurisdictions; coverage varies. no licence · released 2026-08-19 | n/a |
Detect prompt injection, jailbreak, and social-engineering attacks in LLM agents. no licence · released 2026-04-20 | n/a |
MCP server for Yandex Wiki with full-text search. no licence · released 2026-08-25 | n/a |
UAE Design System (AEGOV DLS) for AI assistants: components, tokens, validation. Not TDRA-official. no licence · released 2026-07-30 | n/a |
44 local US tax estimation and planning tools for supported TY2024 through TY2026 scenarios. no licence · released 2026-09-08 | n/a |
Read your own DMARC aggregate and forensic reports: sources, alignment, alerts, CSV export. no licence · released 2026-08-04 | n/a |
Empirical maritime distances from real AIS tracks: 4 route variants, port lookup, bulk matrix no licence · released 2026-07-09 | n/a |
Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP. no licence · released 2026-06-06 | n/a |
Discover and publish AI agents via DNS using SVCB records (RFC 9460) no licence · released 2026-08-09 | n/a |
Find the nearest restroom, pharmacy, WiFi, or AED in Busan, Korea. 8,680 places, Korean+English. no licence · released 2026-08-03 | n/a |
22,000+ Seoul public facility data for tourists: restrooms, pharmacies, WiFi, AEDs, and subway. no licence · released 2026-02-28 | n/a |
Static analyzer flagging lookahead bias & data leakage in ML/trading code before backtest. no licence · released 2026-06-13 | n/a |
DocDiagram MCP server - embedded diagrams in MDX docs no licence · released 2026-06-24 | n/a |
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays on your Mac. no licence · released 2026-04-25 | n/a |
Up-to-date Docs for AI Agents. no licence · released 2026-01-14 | n/a |
Render branded PDFs and PNG images from templates or raw HTML via the DocJet API. Free tier. no licence · released 2026-06-12 | n/a |
MCP server providing Docker Desktop release notes and security information. no licence · released 2025-09-10 | n/a |
Azure Resource Manager inventory & ops for AI agents — governed, confirmation-gated. no licence · released 2026-08-30 | n/a |
Azure DevOps boards, repos, pipelines & projects for AI agents — governed. no licence · released 2026-08-30 | n/a |
ClickHouse query & management for AI agents — SQL-classified read/write/destructive gating. no licence · released 2026-08-30 | n/a |
Debezium / Kafka Connect CDC connector management for AI agents — governed, secret-safe. no licence · released 2026-08-30 | n/a |
Search & edit Grafana dashboards, query datasources (PromQL/LogQL/SQL), inspect alerts. no licence · released 2026-09-03 | n/a |
Apache Kafka monitoring & management for AI agents (with consumer lag) — governed. no licence · released 2026-08-30 | n/a |
Keycloak admin for AI agents — realms, users, clients, roles; safe-by-default governance. no licence · released 2026-08-30 | n/a |
Kubernetes monitoring & ops for AI agents — safe-by-default access modes and guards. no licence · released 2026-08-30 | n/a |
Oracle Cloud discovery + Terraform generation for AI agents — read-only, secret-safe. no licence · released 2026-08-30 | n/a |
Manage Percona PostgreSQL + PgBouncer on Kubernetes — safe-by-default access modes and guards. no licence · released 2026-08-30 | n/a |
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