Inferrail
domondi1/inferrail
Local, payload-free AI cost visibility for agents. Track spend by model, route, customer, or tagged work without storing prompt or response bodies.
JDBC
igorolv/jdbc-mcp-server
Read-only access to PostgreSQL, Oracle and SQL Server via JDBC: schema discovery, query validation, execution plans, benchmarking and index analysis.
JidoSeal
Jidoseal/jidoseal-mcp
Checks a folder of Markdown docs for missing Open Knowledge Format (OKF) frontmatter fields, locally; writes only .jidoseal/ in that folder. MCP server Apache-2.0, scan engine proprietary; no network use during a scan is a vendor claim.
Kafka
denizgursoy/kafka-mcp
Debug Apache Kafka: find messages by key or field, measure consumer lag and when it clears, unblock stuck consumers and compare clusters. Read-only endpoints and a preview before every write.
Kafka
dockndevai/mcp-kafka
Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating.
Kansei
kansei-link/kansei-mcp-server
Local-first navigator with verified data on SaaS services and workflow recipes.
Knos
drexthealpha/Knos
Local memory shared by all coding agents on a machine, built from sessions, commits, CLAUDE.md/AGENTS.md and ADRs, with claims that lock in-progress work.
Lagaam
lagaam-ai/lagaam
Read-only Trino and Apache Pinot access for agents: every query is priced from the engine's own plan before it runs and refused if it's over budget.
LinkLore
linklore/linklore-mcp
Structured memory for coding agents: typed lore and doc entries with status and links that agents read and write.
LocalKeep
zuneracodes/localkeep
Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on demand via SQLite FTS5.
loudcheck
chaoz23/loudcheck
Check media file loudness against EBU R128 and ATSC A/85: pass/fail verdicts with per-metric deltas, spec citations and ffmpeg remediation commands.
MCPDBWizard
srmadscience/mcpdbwizard-open
Generate a Java MCP server exposing only selected Oracle PL/SQL packages, tables, sequences and SQL statements as typed tools, with no generic SQL tool.
Mcpolyglot
ishay60/mcpolyglot
One server for Postgres, MySQL, SQLite, MongoDB and OpenAPI REST APIs. Every query is checked against a per-table policy, connections are read-only at the database level, results are redacted, and every call is audited per agent.
Mcpskills
BeBraveBeKind/mcpskills-server
Scores MCP servers, AI skills and npm packages before install, scanning for prompt injection, credential theft and supply-chain risk, with a go/no-go gate.
md-vision
japlete/md-vision-mcp
Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
memex
ayushagrawal288/memex
Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarization and Prometheus/Grafana observability.
Mlflow
us-all/mlflow-mcp-server
MLflow experiments, runs, registered models, model versions, traces and assessments, with MLflow 3 GenAI trace support and workflow prompts.
Mylinedchart Chart Context
none298-dotcom/mylinedchart-mcp-chart-context
Local, read-only access to live MyLinedChart desktop chart context: symbol, candles, drawings, indicators and IBKR status.
NinFenz Content Gate
Monyeah777/NinFenz
Content contract layer as a read-only MCP server: protocol specs, modules, pipelines, assets, and the knowledge library for long-form content; 12 read-only tools plus an assembly prompt, Python stdlib only, no write paths.
Npm
mikusnuz/npm-mcp
npm package management: publish, version, search, audit, install and more.
Oci
dockndevai/mcp-oci
Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
opsgate
polymatx/opsgate
Safety gate between AI agents and your servers: 25 typed tools (services, logs, Docker, disk, ports, files, nginx) that build their own argv, so the agent never passes a command string. Deny-by-default observe / operate / full modes per host, human approval for every change via MCP elicitation, and a hash-chained audit log that also records refusals. Local or over SSH with known_hosts verification.
Osnova
getdomovoi/osnova
Deterministic code map for AI coding agents: a tree-sitter symbol and call graph with exact file:line callers and callees, the evidence behind each edge, diff impact and test discovery across 20 languages.
ox
Rheopyrin/ox-mcp
Email (IMAP/SMTP), Sieve mail filters, CalDAV calendars, CardDAV contacts and free/busy scheduling for Open-Xchange and standards-based mail platforms.
Pacs008
sebastienrousseau/pacs008-mcp
Generate, validate and parse ISO 20022 pacs.008, pacs.004 and pacs.002 messages, repair structured addresses and convert SWIFT MT103 to pacs.008.
Percona pg
dockndevai/mcp-percona-pg
Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
Project Memory
kaaustubh/project-memory-mcp
Persistent memory for coding agents in plain repo files (AGENTS.md, issues.jsonl): captures bugs, fixes, decisions and corrections and recalls them later.
PromptSpeak Governance
chrbailey/promptspeak-mcp-server
Pre-execution governance for agent tool calls: risk classification, behavioral drift detection, a hold queue for dangerous operations and an audit trail.
RAG
jaimenbell/rag-mcp
Minimal local RAG that vector-searches a document corpus and returns cited passages.
Regulated AI Compliance
uchit/mcp-regulated-ai-compliance
Regulated-industry AI compliance knowledge: control lookup, use-case classification and crosswalks for EU AI Act, NIST AI RMF, ISO 42001, APRA, GDPR and more.
Repo Memory
yubinkim444/repo-memory
Shared, git-tracked memory for AI agents on the same codebase: facts, decisions and gotchas stored in a committed repo directory and synced via git.
Resharper CLI
andypgray/resharper-cli-mcp
ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.
Rigor
mrnh/rigor
Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited, assumption-checked answers.
Ritoko
Swih/ritoko
Save browser, HTTP API and MCP workflows as JSON, then replay CSV/XLSX batches with explicit result checks and a local journal for crash recovery.
robo-cortex
robotel-limited/robo-cortex
Git-aware memory store for coding agents: memories anchored to git blob hashes are flagged for review when the linked code changes.
Rootpilot
Easton-OU/rootpilot-mcp
Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
Selenix
markmircea/Selenix-MCP-Server
Create, run, debug and manage Selenix browser automation tests through natural language.
Shikamaru
JayOfemi/shikamaru
Deterministic day-count and accrued-interest calculations using ISDA and ICMA conventions.
shotbox
mishan/shotbox
Runs real GUI programs in a sealed X11 or Wayland session where an agent can read the accessible tree, take screenshots and clips with sound, click, type and drive gamepads, then check what it finds: unnamed controls, contrast, Tab order, screen reader announcements and audio dropouts.
Snapstack
bgaze/snapstack-server
One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
SpanHound
abhishekash/spanhound
Inspect local JSONL and OTLP JSON agent traces through MCP: failures, approvals, token usage, and run comparisons. uvx spanhound
Spotify
XavierFabregat/spotify-mcp
Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.
substack-ops
06ketan/substack-ops
Manage Substack posts, notes, comments, replies, reactions and restacks, with a propose-then-confirm reply flow, audit log and dry-run by default.
super-log Cloud
saxonnicholls/super-log
Read-only access to a local dev bench that interleaves every log stream on one timeline: tail and search live streams, search the on-disk journal, wait for an event, and read per-topic guides for unfamiliar topics. No API key, no daemon of its own, npx -y @super-log/mcp.
Tactual
tactual-dev/tactual
Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.
Telugu Calendar Utilities
socraticsurge/telugu-calendar-utilities
Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.
Terraform
RajeevSirohi/mcp-server-terraform
Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging.
Tft Oracle
gregario/tft-oracle
Teamfight Tactics reference for champions, traits, items and augments using CommunityDragon data: synergy lookups, item recipes and rolling odds.