Architect
kannajune/mcp-architect
Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries.
Backlog
corbym/backlog-mcp
Read/write access to a story-based project backlog stored as markdown files in your repository: list stories, read content, update status and append notes.
Beeper
intentos-labs/beeper-mcp
BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims.
Codebase Agent
FI-Mihej/codebase-agent-mcp
Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens.
Cyber Chef
noor202401938-netizen/cyber-chef-mcp
CyberChef MCP server providing 28 core data transformations, ciphers, hashing, JWT decoding, representation-calibrated Shannon entropy, and multi-layer payload deobfuscation for AI coding and security agents. npx -y @noorfatima123456/cyber-chef-mcp
Cyberrescue
Vivekpatil200320/cyberrescue
Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
Docorbit
HakashiKatake/docorbit
Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code.
Doctor
realwigu/mcp-doctor
Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
Geond Agent Protocol
geondongkim/geond-agent-protocol
Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context.
Git Context
TamiShaks-2/git-context-mcp
Structured Git repository analysis: project status, recent activity, code map and risk hotspots.
Gitopia
gitopia/gitopia-mcp-server
Gitopia decentralized Git: repos, issues, PRs, labels, releases, bounties and DAO proposals, with an approval mode for human-in-the-loop.
Immigration
tushariitr-19/immigration-mcp
US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms.
Inkcheck
chaoz23/inkcheck
CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.
Jev
wangkuangkuang/jev-mcp-server
Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification.
Leadace
aitit-inc/leadace
Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.
Learn Shell
sf-shenfeng/learn-shell
Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
Loopsense
jarvisassistantux/loopsense
Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.
Manim Slides
antoniomachuca/MCP-Manim-Slides
Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs.
Mibly Apple Health
littlenew117/mibly-apple-health-mcp
Apple Health data (sleep, steps, heart rate, HRV, workouts, body measurements) pushed from the Mibly iPhone app, stored encrypted on your own machine. Local-first, no cloud or telemetry.
OntoPrune
vigmarcarlo/OntoPrune
Deterministic context pruning middleware for AI coding agents. Cuts input tokens by 60%, drops local CPU TTFT by 62%, and enforces formal IP isolation via AST-RDF contracts.
Oyemi
Osseni94/oyemi-mcp
Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup.
Page Capture
chasesaurabh/mcp-page-capture
Capture webpage screenshots, viewport or full-page, as base64 PNG.
Permisapi
Evan-Crx/permisapi-mcp
Search French building permits (Sitadel open data), cross-referenced with DVF transactions, PLU zoning and BRGM natural and technological risks.
Personal Understanding
caix84476-netizen/personal-understanding
Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard.
Pine
dmang-dev/mcp-pine
Memory read/write, save state slots and game metadata for PCSX2 and other emulators that support the PINE protocol.
Pktctl
TantiE100/pktctl
Drive Cisco Packet Tracer for CCNA labs: build and cable topologies, configure IOS, test with ping and simulation mode, and reach its whole IPC API over native PTMP.
pr Genius
zsxh1990/pr-genius
Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
Precis
AirSaiga/Precis
Local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level error reports. Also ships a visual desktop app, CLI and REST API.
Querywise
kosminus/querywise-mcp
Query SQLite, PostgreSQL, BigQuery and Databricks in natural language through a business semantic layer: glossary, metrics and a data dictionary.
Redis Monitor
antonio-mello-ai/mcp-redis-monitor
Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
Repocontext
ILoveMyJay/repocontext
AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
Salaah
yusufk/salaah-mcp
FastAPI and MCP service providing Islamic prayer times and other useful calculations.
Scvd General Store Repo
seancrecord/scvd-general-store-repo/tab
Track agent tool spending with local, consent-gated JSONL storage.
Secure Fetch
appsec-innovation-labs/secure-mcp-fetch
Secure fetch to prevent access to local resources
Shadowgraph
LiLara-AI/shadowgraph
Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
Shahnameh
aliafsahnoudeh/shahnameh-mcp-server
Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.
Solvitor
Adeptus-Innovatio/solvitor-mcp
Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them.
Sysmon
dragogargo/mcp-sysmon
Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.
Taiga
negoro26/mcp-taiga
Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools.
Usemymac
yunfeng-enrich/usemymac
Turn a Mac into a remote computer-use server via CUA: screenshots, mouse, keyboard, windows and apps, token-protected and exposed through a Cloudflare tunnel.
Xadeus QQ
mouse114514/Xadeus-QQ-MCP
Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
Agent Gate
Jott2121/agent-gate
Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger.
Air Blackbox
airblackbox/air-blackbox-mcp
EU AI Act compliance scanner for Python AI agents (LangChain, CrewAI, AutoGen, OpenAI) with prompt injection detection, risk classification and fix generation.
App Store Operator
meyusufdemirci/app-store-operator
App Store research for iOS developers: ranked keyword search, competitor download, revenue and rating estimates, and localized In-App Event copy.
Aria
pkotecha-eng/aria-mcp-server
Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
Astronomy Oracle
gregario/astronomy-oracle
Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations.
Axiom — Advanced Math
tufantunc/axiom-advanced-math-mcp
Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification.
Brewers Almanack
gregario/brewers-almanack
Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings.