"Fluent Bit" matching MCP servers:

Market-timing bottom/top signals for ten markets — crypto, US/Korea/China/Hong Kong stocks, commodities, FX, inflation and Seoul/Dubai property — returning a verdict and a -100..+100 score per symbol plus market-wide bottom/top scans. Ships a stdio proxy to the ten remote Streamable HTTP endpoints; the free pitch tool introduces each market's catalog.

Enables natural language interaction with Yandex Direct API v5 via MCP, providing 113 generated methods with accurate handling of monetary amounts and 64-bit IDs, plus a command-line mode.

Enables users to compute credential bit entropy and GPU brute-force cracking timelines, audit cross-account password reuse exposure, and perform k-anonymity hash-prefix privacy checks without leaking credentials.

A read-only MCP server that reports BI pipeline readiness, blockers, and the next allowed action for governed Power BI workflows. It never writes files, executes warehouse work, or grants human approvals.

An MCP server that reads a file's embedded C2PA Content Credential to report whether it declares AI generation or a real-world capture, and checks whether that declaration's signature still verifies against the file's current bytes.

Enables MCP clients to run Python static analysis and receive evidence-backed findings with causation traces, reproducible witnesses, and suggested verified patches.

Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

Pay-per-call data and tools for AI agents over x402, by UnyKorn. 360 endpoints: DeFi and market data, multi-chain wallet reads, wallet and token risk signals, SEC filings, web and domain intel, and AI text tools. Settled per call in USDC on Base ($0.001-$0.25). No API keys or subscriptions; unpaid calls return the exact quote first.

AgentPay — x402 crypto data gateway on Stellar. 10 live pay-per-call tools: token prices, whale activity, gas tracker, DeFi TVL, Fear & Greed, Dune queries, token security. Agents pay USDC on Stellar. No API keys. Budget-aware sessions.

Live Amazon marketplace data for AI agents: product details, prices, reviews, keyword search, best-sellers, deals, offers and stock, and seller profiles across 20 marketplaces.

Provides access to Kenya's civic datasets including parliament records, county budgets, SACCO registry, and drought data through MCP tools. Enables AI agents to analyze and query Kenyan public data for civic applications.

This MCP server analyzes Git reflog and object data to provide recovery signals after accidental resets or deletions, helping assess whether lost commits or branches may still be recoverable without exposing sensitive details.

Enables AI agents to access low-latency global market data, including quotes, fundamentals, technical indicators, earnings context, sector movers, and options implied-volatility screening across equities, ETFs, FX pairs, and cryptocurrencies.

Scores companies against a configurable Ideal Customer Profile using firmographic and signal data. Returns a weighted fit score with per-criterion breakdowns.

VTOP MCP Server for VIT Bhopal — connect Claude, Cursor, OpenCode and AI assistants to your VTOP student portal. Check attendance, marks, timetable, exam schedule, grades, CGPA, curriculum, faculty info, syllabus PDFs and hostel leave in plain English. 35 tools, local-first, open source.

Enables following a creator's bio link to detect their newsletter, products sold, and contact emails across supported platforms and link-in-bio pages.

Enables generating conventional-commit–grouped release notes and CHANGELOG.md drafts from a local repository's git log between tags or commits, plus grouping commits by type. Reads only local git history via an MCP client such as Cursor or Claude Desktop.

Odds are, most of what you want to build is already open source. Tell your AI agent what you're making, and it finds it: which repos to use as they are, which to adapt, and what's left for you to write. Every repo it names is real, licensed for your use or flagged, and checked live.

MCP coordination primitive for multi-agent workflows. Lets multiple AI coding agents (Claude Code, Cursor, n8n, custom clients) discover each other and exchange messages and tasks via a shared SQLite-backed message bus.

A local, read-only MCP server that connects Claude to Monash University Moodle and Ed, providing access to deadlines, announcements, grades, lecture slides, course content, and Ed discussions.

Encode, decode, and convert numbers across FP64, FP32, FP16, BF16, TF32, OCP FP8/FP6/FP4, MX, and integer formats, with bit-level breakdowns, rounding modes, and precision-loss analysis. Runs locally; no API key needed.

Model Context Protocol (MCP) server for Italian Electronic Invoicing (FatturaPA / SDI). Provide tools to validate, generate, and explore API specifications for Sistema di Interscambio (SDI) interoperability.

MCP server for Homebridge that enables AI assistants to control smart home accessories, manage plugins, edit configuration, and monitor the Homebridge server.

Music For Robots catalog — browse and search AI-generated real-time music reviews. Two critics (Vincent Van Goghbot, JS Robach) listen to original compositions and respond with timed observations synchronized to the audio. Query tracks, spectral/harmonic analysis, and full prose reviews.

Gives your coding agent the review comments left on a running frontend with Maple. It lists open comments with the element, source location and screenshot they point to, waits for new ones, and resolves them when the fix is in.

An MCP server for Japanese literature research that provides unified search across NDL, CiNii, J-STAGE, and other Japanese academic databases, with Skills to assist in search planning and result evaluation.

MCP server for the Pokerai API providing solver-grade GTO strategy for 6-max No-Limit Hold'em, exposed as tools for LLM agents like Claude and Cursor.

Enables AI assistants to perform Git workflows with semantic commit messages, pre-PR secret audits, conflict resolution, and release changelog generation.

Exposes SwarmLabs physics-informed scientific experiment predictions as MCP tools, enabling agents to run predictions, list engines, and perform parameter sweeps with honesty-first uncertainty reporting.

MCP server to operate your own LINE bot: webhook queue health, failed jobs and retries, push, Rich Menu, follower insight.