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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.

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450 results (<1ms) · data updated 2026-08-14

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imatza-rh/mcp-zuul C MCP Server Active

imatza-rh/mcp-zuul

Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.

★ 14 Python Updated 8d ago Score 62 Developer Tools

ashlesh-t/cognirepo C MCP Server Active

ashlesh-t/cognirepo

Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol

★ 14 Python Updated yesterday Score 62 Knowledge & Memory

dshakes/distil C MCP Server Active

dshakes/distil

Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it on demand, and report a local token/dollar savings ledger.

★ 14 Python Updated today Score 62 Knowledge & Memory

creatorrmode-lead/avp-sdk C MCP Server Active

creatorrmode-lead/avp-sdk

Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring.

★ 14 Python Updated 3d ago Score 62 Security

selvage-lab/selvage C MCP Server Active

selvage-lab/selvage

LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.

★ 36 Python Updated 25d ago Score 61 Developer Tools

vornicx/Midas C MCP Server Active

vornicx/Midas

Local-first memory for long-horizon AI agents with no LLM at ingest — $0 per message, zero data egress, verbatim source-traceable recall. Typed belief revision, selective forgetting, and a provenance guard that blocks memory-justified destructive actions unless user-confirmed. One `midas init` wires Claude Code, Cursor, Codex, and 6 more clients to one shared SQLite memory; local web inspector and

★ 13 Python Updated 16d ago Score 61 Knowledge & Memory

smaniches/semantic-scholar-mcp C MCP Server Active

smaniches/semantic-scholar-mcp

Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`

★ 13 Python Updated 2d ago Score 61 Research

yusong652/yade-mcp C MCP Server Active

yusong652/yade-mcp

MCP server for [YADE](https://yade-dem.org/) — open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.

★ 13 Python Updated 25d ago Score 61 Research

windborne/zulipmcp C MCP Server Active

windborne/zulipmcp

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.

★ 12 Python Updated 10d ago Score 61 Communication

amineelkouhen/mcp-cockroachdb C MCP Server Active

amineelkouhen/mcp-cockroachdb

A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).

★ 12 Python Updated 28d ago Score 61 Databases

jagoff/memo C MCP Server Active

jagoff/memo

Local-first semantic memory server with hybrid search, plain Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history, synthesis, and cross-machine git sync.

★ 12 Python Updated today Score 61 Knowledge & Memory

Wynelson94/longhand C MCP Server Active

Wynelson94/longhand

Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.

★ 12 Python Updated yesterday Score 61 Knowledge & Memory

STiFLeR7/memex C MCP Server Active

STiFLeR7/memex

Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed.

★ 12 Python Updated 2d ago Score 61 Knowledge & Memory

muend/arcgis-mcp-bridge C MCP Server Active

muend/arcgis-mcp-bridge

Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC, with worker-process isolation, PathGuard filesystem boundaries, and 100 geoprocessing tools.

★ 12 Python Updated 6d ago Score 61 Location Services

devemberx/mcp-server-polarion C 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 today Score 61 Product Management

street1983nk/infranode C MCP Server Active

street1983nk/infranode

Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools.

★ 12 Python Updated 28d ago Score 61 Travel & Transportation

zw008/VMware-Monitor C MCP Server Active

zw008/VMware-Monitor

Read-only VMware vSphere/vCenter monitoring — inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures).

★ 11 Python Updated 7d ago Score 61 Cloud Platforms

hydrolix/mcp-hydrolix C MCP Server Official Active

hydrolix/mcp-hydrolix

Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

★ 11 Python Updated 9d ago Score 61 Databases

Cohexa-ai/agent-coherence C MCP Server Active

Cohexa-ai/agent-coherence

Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified. Install: `uvx --from "agent-coherence[mcp]" stale-write-guard-fs`.

★ 11 Python Updated 3d ago Score 61 File Systems

dot-RealityTest/obsidian-codex-mcp C MCP Server Active

dot-RealityTest/obsidian-codex-mcp

Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API key, cloud service, or running Obsidian app required. Includes read-only mode, backup-on-write, path isolation, and setup examples.

★ 11 Python Updated 9d ago Score 61 Knowledge & Memory

PsYcGoD/sage C MCP Server Active

PsYcGoD/sage

Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise.

★ 10 Python Updated 9d ago Score 60 Command Line

datacharter/datacharter C MCP Server Active

datacharter/datacharter

Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access.

★ 10 Python Updated today Score 60 Databases

NickoScope/nickol-knx-mcp C MCP Server Active

NickoScope/nickol-knx-mcp

Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports.

★ 10 Python Updated 20d ago Score 60 Home Automation

n24q02m/mnemo-mcp C MCP Server Active

n24q02m/mnemo-mcp

Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.

★ 10 Python Updated today Score 60 Knowledge & Memory

smilemin07/korean-rnd-regs-mcp C MCP Server Active

smilemin07/korean-rnd-regs-mcp

Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.

★ 10 Python Updated 2d ago Score 60 Legal

segentic-lab/periscope-mcp C MCP Server Active

segentic-lab/periscope-mcp

Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.

★ 9 Python Updated 26d ago Score 60 Browser Automation

Arun-kc/schemabrain C MCP Server Active

Arun-kc/schemabrain

Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.

★ 9 Python Updated 11d ago Score 60 Databases

Archerkattri/mathlas C MCP Server Active

Archerkattri/mathlas

Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.

★ 9 Python Updated 20d ago Score 60 Data Science Tools

mlorentedev/hive C MCP Server Active

mlorentedev/hive

On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.

★ 9 Python Updated 3d ago Score 60 Knowledge & Memory

rbmuller/scherlok C MCP Server Active

rbmuller/scherlok

Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only — connection resolved server-side, never passed via the model.

★ 9 Python Updated today Score 60 Monitoring

cameronrye/gopher-mcp C MCP Server Active

cameronrye/gopher-mcp

Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.

★ 9 Python Updated 4d ago Score 60 Search & Data Extraction

dugubuyan/agent-nexus C MCP Server Active

dugubuyan/agent-nexus

Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.

★ 8 Python Updated 14d ago Score 60 Coding Agents

QuantToGo/quanttogo-mcp C MCP Server Active

QuantToGo/quanttogo-mcp

Macro-factor quantitative trading signals for AI agents. 8 tools for strategy discovery, live signal retrieval, and self-service trial registration. Covers US and A-Share markets with forward-tracked performance.

★ 8 Python Updated 3d ago Score 60 Finance & Fintech

NicolasPrimeau/artel C MCP Server Active

NicolasPrimeau/artel

Self-hosted coordination layer for AI agent fleets. Shared semantic memory, tasks, agent-to-agent messages, session handoffs, and a background archivist that synthesizes cross-agent knowledge. Any HTTP client participates — Claude Code, AutoGen, raw scripts.

★ 8 Python Updated today Score 60 Knowledge & Memory

leonardsellem/hypermnesic C MCP Server Active

leonardsellem/hypermnesic

Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.

★ 8 Python Updated 6d ago Score 60 Knowledge & Memory

datanika-io/datanika-core C MCP Server Official Active

datanika-io/datanika-core/datanika-mcp

Read-only-by-default MCP server for [Datanika](https://datanika.io), the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in `--allow-write` enables create/trigger.

★ 0 Python Updated 21d ago Score 60 Data Platforms

Luminc/peil-mcp C MCP Server Official Active

Luminc/peil-mcp

Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`

★ 0 Python Updated 20d ago Score 60 Finance & Fintech

twelvedata/mcp C MCP Server Active

twelvedata/mcp

Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.

★ 74 Python Updated 21d ago Score 59 Finance & Fintech

HatmanStack/ragstack-mcp C MCP Server Active

HatmanStack/RAGStack-Lambda/src/ragstack-mcp

MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).

★ 25 Python Updated yesterday Score 59 Knowledge & Memory

joelio/stocky C MCP Server Active

joelio/stocky

An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.

★ 24 Python Updated yesterday Score 59 Search & Data Extraction

toadlyBroodle/satring C MCP Server Active

toadlyBroodle/satring/mcp

Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.

★ 7 Python Updated 22d ago Score 59 Aggregators

AceDataCloud/MCPNanoBanana C MCP Server Active

AceDataCloud/MCPNanoBanana

NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.

★ 7 Python Updated 3d ago Score 59 Art & Culture

ayhammouda/python-docs-mcp-server C MCP Server Active

ayhammouda/python-docs-mcp-server

Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.

★ 7 Python Updated 10d ago Score 59 Developer Tools

3aKHP/prts-mcp C MCP Server Active

3aKHP/prts-mcp

MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.

★ 7 Python Updated today Score 59 Gaming

grooverLab/fable C MCP Server Active

grooverLab/fable

MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only.

★ 7 Python Updated 3d ago Score 59 Knowledge & Memory

ViperJuice/mcp-gateway C MCP Server Active

ViperJuice/mcp-gateway

A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.

★ 19 Python Updated yesterday Score 58 Aggregators