Queue AIops
AIops-tools/Queue-AIops
Governed Redis + RabbitMQ operations — memory-pressure, latency, backlog, and churn RCA, plus guardrailed queue and key operations (28 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
Qwen DAP
SLP-DEV1/qwen-dap-mcp
DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
Rails
jaimenbell/rails-mcp
Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail for gating irreversible agent actions.
Ratatosk
garlicKim21/ratatosk-mcp
CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
Repo Test Architect
RepoAssay/repo-test-architect
Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans.
Ros 2
wise-vision/mcp_server_ros_2
ROS 2 integration for AI-driven robotics applications and services.
Rqwstr
Kjopstad-IT/rqwstr-mcp
HTTP security testing toolkit (send, intruder, race, chain, out-of-band) with low-level HTTP/1.1 and HTTP/2 control: raw framing and connection pinning.
Scout for Premiere Pro
tro2789/scout-premiere-mcp
Control Adobe Premiere Pro via the Scout panel: frame-accurate transcript search, markers, cuts, effects, transitions, exports and project management.
Seal
aurumflux20/seal
Exactly-once payments for agents: prevents double settlement across processes and retries, confirms charges with the provider and reconciles out-of-band spend.
SHAR Production Metadata
SHARProduction/production-metadata-mcp
Read-only SHAR Production metadata gate that validates rights-aware video-production manifests and returns a releasability result.
Shingou
Hourly news sentiment and market events for 30 crypto pairs, with source links and hashed history; free key.
SigRank SignalAF
SunrisesIllNeverSee/sigrank-mcp
Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.
skimread
avikchakraborty060-create/The-top-innovation
Lossless context guard for coding agents: outlines large files with line ranges and digests noisy command output (tests, builds, installs), with full output always retrievable. pipx install skimread
Snapsurf
zumerlab/snapsurf
Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
Specter Skills
dirtcubeinteractive/specter-skills
Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
Spoor
asinha07/spoor
Tells AI agents what changed across VictoriaMetrics, VictoriaLogs and VictoriaTraces, and where it started: a ranked, token-budgeted digest that separates root causes from echoes using trace structure.
spreadsheet-kit
PSU3D0/spreadsheet-mcp
Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.
sudo-proxy
tarides/sudo-proxy
Run privileged commands locally or over SSH, each gated by a single-keypress human approval before sudo, with audit logging and no stored password.
superPDF AI
arjunprabhulal/superpdf
Read, convert, edit and compare PDFs on your computer: Markdown with tables, charts and OCR, export to Word, PowerPoint and EPUB, tables to CSV or Excel, merge, split, fill forms and remove metadata. Nothing is uploaded.
Symfony Agent
shakaran/symfony-agent-mcp
Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.
TAS Guard
intoApex/tas-guard
Order limits for AI trading agents: wraps any broker or exchange MCP server with per-order and daily caps, symbol allowlists, human approval (including from a phone via Telegram), a kill switch and a hash-chained audit log.
TinySearch
MarcellM01/TinySearch
Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.
tradefloor
simoncoombes/tradefloor
Simulated stock markets with an order book and an economy for testing trading agents: evaluate, rank and stress-test strategies across many reproducible markets.
Traecnclaw Skill
Luckycat133/traecnclaw-mcp-skill
Local server and Agent Skill for TraeCN desktop automation on macOS.
tube-bridge
TheWhiteWater/tube-bridge
Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
TW-Market Live Data Intelligence
SmartyJohnway/tw-market-live-data-intelligence
Local-first Taiwan market evidence with persistent watchlists and auditable, execute-once retrieval.
Uap Pulse
davidmosiah/uap-pulse
Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links.
URL Manager
Piccolo123/url-manager-mcp
Bookmark and knowledge manager where agents save web pages and auto-categorize them into collections with search, tags and shared folders.
Usable Browser Agent Free
Savvy-Tech-Sphere/usable-browser-agent-free
MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
VERAX
verax-ai/verax
Sits between an agent and its tools: every call passes a policy gate and leaves a signed decision record before it runs, a refusal is recorded like an approval, payments wait for an operator on the same machine, and the ledger stays there and verifies offline. Apache-2.0.
verify-proof
Fulcrum-Enterprises/verify-proof
Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path and check the anchor on Polygon or Bitcoin.
VibeRevert
madeinplutofabio/vibe-revert
Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
Vllm Ops
jaimenbell/vllm-ops-mcp
Read-only health checks for a local vLLM instance: liveness and real-completion tiers, GPU and VRAM status, service status and serve-flag introspection.
VulnFeed
infai-tech/vulnfeed-mcp
Scans dependency lockfiles for vulnerabilities, prioritizes them by EPSS exploit probability and recommends fix versions, with monitoring and alerting.
whatismynetip
labaccessnow/netip-mcp
Network toolbox: IPv4/IPv6 subnet math, IP conversion, MAC vendor lookup, port directory, DNS, blocklist and TLS certificate checks, and public IP lookup.
whichlib
josifb/whichlib
Dependency picker for coding agents: recommends and compares GitHub repos for a need, scored 0-100 on momentum, maintenance, npm/PyPI downloads and license, with a one-line verdict.
Zamery Browser
maemreyo/zamery-browser
Use the Firefox you already use, including logged-in tabs, while agents can access only tabs or tab groups you explicitly share. npm · MCP Registry
0523 Public
China-to-Taiwan parcel freight and import-tax quotes, plus Taiwan CCC tariff and import-rule lookup.
3Descu
Quote FDM and SLA 3D printing from an ISO 9001:2015 certified EU factory; measures public STL or OBJ links.
53ON
Find local businesses and professionals by what they do, in Spanish or English, with prices and a quote-and-pay link.
8B AI Website Builder
Your AI picks an 8B generated design and writes the copy; get an animated one-page site, preview link and HTML file.
AaaSagent Templates
Browse and fetch 632 open-source agent templates; bring your own LLM key.
AcqPath
Check observed machine-readable source-rights declarations before AI, RAG, indexing, training or search.
ADITUS Developer Portal
ADITUS Developer Portal MCP
Search and read the ADITUS event-technology API docs (ticketing, access, BI) and Shop Micro Frontend guides.
AdsTurbo
Clone a winning ad around your product, make AI-actor and product videos, and translate them with lip sync.
Advisors AI Service Navigator
Read-only catalog of five services, a public-page check, and a request-link; nothing is charged.
Agent Account Index
Says whether a service's terms let an AI agent hold an account, and who answers for it.
Agent Company Index
Sourced B2B provider profiles: who each offering fits, who it doesn't, limits and unknowns, with checked dates.