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Search MCP servers and agent skills by name, description, category or topic — 200 results.

Agent Skill Active

NVIDIA/Megatron-Bridge/perf-sequence-packing

Validate and use packed sequences and long-context training in Megatron-Bridge, distinguishing offline packed SFT for LLMs from in-batch packing for VLMs, and applying the right CP...

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/Megatron-Bridge/verl-e2e-testing

External verl end-to-end validation workflow for Megatron-Bridge model/provider changes.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/NeMo-Gym/nemo-gym-pivot-datasets

Use when creating, validating, or documenting Nemo Gym pivot datasets from rollout, trajectory, chat-completion, Responses API, or tool-call artifacts.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/NeMo-RL/brev-etiquette

Brev instance operating guidance for NeMo-RL agents working in /home/ubuntu/RL with limited workspace disk, a larger /ephemeral volume, and optional /home/ubuntu/RL/.env secrets.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/TensorRT-LLM/ad-model-onboard

Translates a HuggingFace model into a prefill-only AutoDeploy custom model using reference custom ops, validates with hierarchical equivalence tests.

2.8k Python Updated today Score 84
MCP Server Active

nteract/semiotic

React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.

2.7k TypeScript Updated today Score 84
Agent Skill Active

trailofbits/semgrep-rule-variant-creator

Port existing Semgrep rules to new target languages with test-driven validation

6.4k Python Updated today Score 83
MCP Server Official Active

timescale/rsigma

Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine.

119 Rust Updated today Score 81
Agent Skill Active

huifer/Claude-Ally-Health

A health assistant skill for medical information analysis, symptom tracking, and wellness guidance.

907 Shell Updated 16d ago Score 80
Agent Skill Active

flutter/flutter-building-forms

Build Flutter forms with validation and user input

2.8k Dart Updated today Score 79
MCP Server Active

mnemox-ai/idea-reality-mcp

Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.

772 Python Updated 3d ago Score 79
MCP Server Active

CodeAbra/iai-personal-memory-engine

Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell ho

476 Python Updated today Score 77
MCP Server Active

carterlasalle/mac_messages_mcp

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

312 Python Updated 12d ago Score 75
MCP Server Active

taisly/agent

Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts.

268 JavaScript Updated 26d ago Score 74
MCP Server Active

l33tdawg/sage

Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.

242 Go Updated today Score 74
MCP Server Active

fabio-rovai/open-ontologies

AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.

222 Rust Updated 5d ago Score 73
MCP Server Active

flox-foundation/flox-mcp

MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.

220 C++ Updated today Score 73
MCP Server Active

healthchainai/HealthChain

Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`

219 Python Updated 9d ago Score 73
Agent Skill Active

openai/openai-docs

Provide authoritative guidance from OpenAI developer documentation

24.4k Python Updated 18d ago Score 70
MCP Server Active

ajitpratap0/GoSQLX

7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.

109 Go Updated yesterday Score 70
Agent Skill Stale

MiniMax-AI/minimax-xlsx

Create, read, analyze, and validate Excel/spreadsheet files with zero format loss

13.2k C# Updated 3mo ago Score 68
MCP Server Active

cdeust/Cortex

Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`

68 Python Updated today Score 68
MCP Server Active

Battam1111/Myco

Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesystem graph — AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK impo

64 Rust Updated 7d ago Score 68
MCP Server Active

MobileReality/mdma

MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`.

58 TypeScript Updated 4d ago Score 68
MCP Server Active

bintocher/mcp-superset

Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.

49 Python Updated 7d ago Score 67
MCP Server Active

SecurityRonin/docx-mcp

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.

39 Python Updated 5d ago Score 66
Agent Skill Active

honeydew-ai/honeydew-ai-coding-agents-plugins

11 skills for the Honeydew semantic layer over Snowflake, Databricks, and BigQuery: model exploration, entity/relation/attribute/metric/context/domain creation, validation, query, filtering, and workspace branching

39 Shell Updated 2d ago Score 66
MCP Server Active

DollhouseMCP/mcp-server

One-line installable MCP server that adds reusable customization elements — personas, skills, templates, agents, memory, and ensembles (collected customization tools) — to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`.

37 TypeScript Updated yesterday Score 66
MCP Server Official Active

ilia-sokolov/OfficeAgent.NET

Let agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document properties - with edits validated and previewed before saving. Built on the Open XML SDK; reads and writes documents in place through filesystem or SharePoint storage without automating Word. Runs over stdio or streamable HTTP.

12 C# Updated today Score 66
MCP Server Official Active

cammac-creator/ibanforge-mcp

Pre-payout counterparty screening for AI agents: IBAN validation + OFAC/EU/UN sanctions screening + Swiss BC-Nummer clearing + SEPA/VoP reachability + risk score. MCP-native (stdio via `npx -y ibanforge-mcp` or Streamable HTTP at `api.ibanforge.com/mcp`). Free tier 200 req/month, pay-per-call USDC (x402) beyond.

3 TypeScript Updated today Score 66
MCP Server Active

xmpuspus/cloudwright

Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.

32 Python Updated today Score 65
MCP Server Active

tosin2013/mcp-adr-analysis-server

AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.

32 TypeScript Updated 5d ago Score 65
MCP Server Active

arvindand/maven-tools-mcp

Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.

29 Java Updated 19d ago Score 65
MCP Server Official Active

aidc2026ai-melon/aidc-ai-mcp

Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.

2 JavaScript Updated 12d ago Score 65
MCP Server Active

raccioly/docguard

Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. `npx -y docguard-cli mcp`

22 JavaScript Updated today Score 64
Agent Skill Active

angular/angular-developer

Generate Angular code and architectural guidance for components, services, reactivity

592 Updated yesterday Score 63
MCP Server Active

knaisoma/data-olympus

Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance, validity windows, supersession chains, and status-aware retrieval of current in-force decisions and standards. `pip install data-olympus`

18 Python Updated today Score 63
MCP Server Maintained

DomDemetz/claude-soul

Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections, and evolves behavioral frameworks through evidence tiers (hypothesis → observed → validated). Frameworks that keep working get promoted, bad ones get retired. 9 MCP tools, automatic hooks, phase-adaptive learning. Single dependency, local-only. `npx cl

86 TypeScript Updated 2mo ago Score 62
MCP Server Active

profullstack/mcp-server

A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.

44 JavaScript Updated 16d ago Score 62
MCP Server Active

20alexl/claude-engram

Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.

16 Python Updated 6d ago Score 62
MCP Server Active

syndicalt/zaxy

Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](

16 Python Updated 11d ago Score 62
MCP Server Active

mnemoverse/mcp-memory-server

Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.

16 JavaScript Updated 11d ago Score 62
MCP Server Active

MohamedAbdallah-14/prompt-to-asset

Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.

16 TypeScript Updated yesterday Score 62
MCP Server Active

agenticempire/axint

Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.

14 TypeScript Updated 5d ago Score 62
Agent Skill Maintained

materials-simulation-skills

Agent skills for computational materials science: numerical stability, time-stepping, linear solvers, mesh generation, simulation validation, parameter optimization, and post-processing

60 Python Updated 1mo ago Score 61
MCP Server Active

SecurityRonin/alaya

Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.

13 Rust Updated 16d ago Score 61
MCP Server Active

devemberx/mcp-server-polarion

Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`.

12 Python Updated yesterday Score 61
MCP Server Active

DiegoLopez0208/RpgMakerMVUltimate-MCP

AI copilot for RPG Maker MV: generate maps, edit the database and events, and reason about a project — validate broken references, explain why an event never fires, critique maps, and search by meaning. 13 tools, knowledge-driven map generation, fully offline.

11 TypeScript Updated 8d ago Score 61
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