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 |
|---|---|
Physics assistant: checked equations, live simulations, claims verified against arXiv papers no licence · released 2026-09-06 | n/a |
Bridge Claude Code with Perplexity Comet for autonomous browsing and tab management no licence · released 2026-01-10 | n/a |
Add papers and books to Zotero by DOI, arXiv ID, or ISBN and manage your library no licence · released 2026-03-06 | n/a |
MCP server for GitLab and GitHub no licence · released 2025-12-08 | n/a |
MCP server for video transcripts, screenshots, and OCR on YouTube and web videos. no licence · released 2026-07-11 | n/a |
LLM cost optimization. Audit your calls, prove savings, route to the cheapest quality model. BYOK. no licence · released 2026-04-12 | n/a |
LLM cost optimization. Audit your calls, prove savings, route to the cheapest quality model. BYOK. no licence · released 2026-04-25 | n/a |
AI-controlled hardware: GPIO, robotics, sensors, cameras, mesh networking for IoT no licence · released 2026-01-11 | n/a |
Coding agents build full-stack apps in persistent workspaces and share them by link. no licence · released 2026-09-02 | n/a |
Open-source MCP memory server. Persistent, searchable, tiered memory across sessions. no licence · released 2026-05-08 | n/a |
MCP server for the Keeping time-tracking API no licence · released 2026-06-12 | n/a |
MCP server for RPG Maker MZ: maps, tile painting, events, database editing, and validation. no licence · released 2026-07-29 | n/a |
Persistent task board synced across Claude Code and Claude.ai, backed by Supabase. no licence · released 2026-07-10 | n/a |
Japanese-web-native MCP server for low-impact, token-efficient web collection no licence · released 2026-09-02 | n/a |
Real-time B2A and M2M deprecation feeds for AI agents and dev pipelines. no licence · released 2026-07-31 | n/a |
MCP server for Postgres/MySQL/Redshift/SQL Server over SSH/SSM tunnels with secret providers. no licence · released 2026-09-07 | n/a |
13 specialized AI agents collaborating via SQLite. 44 MCP tools. One-command install. no licence · released 2026-03-29 | n/a |
MCP server that turns HTML MUP panels into interactive UI tools for LLMs. no licence · released 2026-03-21 | n/a |
Turn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup. no licence · released 2026-01-30 | n/a |
An MCP server that knows how long it's been since you touched grass no licence · released 2026-08-15 | n/a |
Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, no egress. no licence · released 2026-08-13 | n/a |
SIP trunking, numbers, porting, messaging, billing, and CDR analytics on the Ringer WARP platform no licence · released 2026-08-27 | n/a |
Real-time data feeds for AI agents with USDC micropayments on Base for premium tools. no licence · released 2026-04-29 | n/a |
Search across 9 platforms to find existing products similar to your idea. no licence · released 2026-04-21 | n/a |
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup no licence · released 2026-02-14 | n/a |
Connect AI coding tools to LogClaw incidents, logs, and anomaly detections. no licence · released 2026-03-11 | n/a |
Decision tracking with prediction validation and outcome gates for AI agents no licence · released 2026-07-22 | n/a |
Crypto wallets, payments, and referral earnings for AI agents on Base L2 no licence · released 2026-04-20 | n/a |
Multi-agent MCP platform for data centers and critical power. no licence · released 2026-03-18 | n/a |
FormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back. no licence · released 2026-05-06 | n/a |
Hosted browser for AI agents: screenshots, post-JS DOM, console, WCAG. No install, no API key. no licence · released 2026-09-03 | n/a |
Run long shell commands as background tasks: start them, keep working, collect the results later no licence · released 2026-08-02 | n/a |
MCP Server for Optics Design System documentation and token usage. no licence · released 2025-12-05 | n/a |
Personal finance MCP server with budgeting, analytics, and PostgreSQL. no licence · released 2026-07-04 | n/a |
Deterministic cross-branch conflict detection for AI coding agents no licence · released 2026-05-20 | n/a |
Security scanner and runtime proxy for MCP servers. no licence · released 2026-08-21 | n/a |
Free financial data: company analysis, DCF, comps, benchmarks, screening. No API key. no licence · released 2026-02-25 | n/a |
Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-flow analytics no licence · released 2026-07-25 | n/a |
Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change. no licence · released 2026-08-10 | n/a |
AI agent observability with deterministic record/replay for debugging agent failures. no licence · released 2026-08-10 | n/a |
Wraps the AgenticWorkspace CLI as a single generic MCP tool for repo workspace scans. no licence · released 2026-08-11 | n/a |
BYOK Reddit/YouTube research CLI with a tamper-evident audit log and an MCP server. no licence · released 2026-08-11 | n/a |
Signs, hash-chains, and verifies compute usage receipts via an MCP server, no issuer trust required. no licence · released 2026-08-11 | n/a |
Wraps the ContinuityGuard CLI as a single generic MCP tool for video-clip continuity scans. no licence · released 2026-08-11 | n/a |
Evaluates whether an AI agent is safe to operate internal web apps via an MCP run_suite tool. no licence · released 2026-08-11 | n/a |
AI quoting agent for electronics distributors. RFQ in, quote out via MCP tools. no licence · released 2026-08-22 | n/a |
Wraps the evolveguard CLI as a single generic MCP tool for agent-skill file safety checks. no licence · released 2026-08-11 | n/a |
Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks. no licence · released 2026-08-11 | n/a |
Mines git history for file co-change patterns into a queryable knowledge graph via MCP. no licence · released 2026-08-11 | n/a |
Fail-closed deterministic checks and hash-chained receipts for AI agent outputs via MCP. no licence · released 2026-08-11 | n/a |
Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools. no licence · released 2026-08-11 | n/a |
Zero-config SEO and GEO checker: 21 technical-SEO and generative-engine checks for a live site. no licence · released 2026-08-10 | n/a |
Wraps the MasteryTrace CLI as a single generic MCP tool for skill-mastery tracking. no licence · released 2026-08-11 | n/a |
Independent, reproducible benchmark harness for agent-memory backends. no licence · released 2026-08-10 | n/a |
Traces which neurons and attention heads drive a language model's output via MCP tools. no licence · released 2026-08-11 | n/a |
Wraps the ownvoice CLI as a single generic MCP tool for voice/identity checks. no licence · released 2026-08-11 | n/a |
Verifies Ed25519-signed attestation records and builds audit reports via MCP tools. no licence · released 2026-08-11 | n/a |
Manage podcast guest pipeline, outreach drafts, and analytics via 5 MCP tools. no licence · released 2026-08-11 | n/a |
Scans datasets/models for PII/secrets, redacts, and packages a public-release bundle via MCP. no licence · released 2026-08-11 | n/a |
Wraps the ShimGuard CLI as a single generic MCP tool for agent-shim provenance checks. no licence · released 2026-08-11 | n/a |
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