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MCP servers for Agent setup: memory, context, orchestration

MCP servers for Agent setup: memory, context, orchestration: what each one does, an install command and example prompts.

Code Pathfinder shivasurya MCP server Gives an AI assistant access to call graphs, data flows and security rules for Python and Go. Useful during code review and when reading unfamiliar code. CX Codex +1 ★ 143repo stars Ontology Atlas wlsdks MCP server Maintains an architecture map in repository Markdown files. Coding agents read relationships and submit verified documentation updates over MCP. CX Codex +1 ★ 142repo stars ClipmivoAI BarneyD66 MCP server A local MCP server for ClipmivoAI that lets your agent find video models, price a job in credits, run it and pull down the result. CX Codex +1 ★ 142repo stars MediaWiki MCP Server ProfessionalWiki MCP server An MCP server that lets an AI client read and edit pages on any MediaWiki wiki: search, revision history, files, categories. CX Codex +1 ★ 140repo stars mcp webflow MCP server This MCP server connects an AI agent to Webflow APIs and Designer. Use it to inspect content, update pages, and work with Webflow sites through prompts. CX Codex +1 ★ 140repo stars pare-python Dave-London MCP server Wraps ruff, mypy, pip, uv, black and pytest so an agent gets schema-checked JSON instead of raw terminal text and never relies on brittle regexes. CX Codex +1 ★ 139repo stars Pump SDK MCP Server nirholas MCP server Gives your agent access to the Pump SDK: reads bonding curve state and prices buy and sell quotes for Solana tokens. Useful when you work with Pump.fun from the editor. CX Codex +1 ★ 138repo stars pinkpixel-dev-web-scout-mcp pinkpixel-dev MCP server An MCP server that searches the web through DuckDuckGo and pulls clean text out of pages. Useful when your agent needs fresh content instead of model memory. CX Codex +1 ★ 138repo stars e2a — email for AI agents tokencanopy MCP server Provides dedicated email inboxes for AI agents to inspect, dispatch, and track mail threads. Useful when an agent requires its own address with human review safeguards. CX Codex +1 ★ 194repo stars Vessel Browser unmodeled-tyler MCP server Connects coding agents to an interactive Chromium browser window. It lets you monitor web actions in real time and approve clicks or form inputs manually. CX Codex +1 ★ 137repo stars SuperCompress Supercompress MCP server SuperCompress trims context against the agent’s question before it reaches the model. Use it when a coding task brings in bulky files, logs, or tool output. CX Codex +1 ★ 137repo stars email-mcp codefuturist MCP server Gives your agent a mailbox: read, search, send and watch incoming mail. Handy when you want to clear an inbox without leaving the chat. CX Codex +1 ★ 136repo stars cli-microsoft365-mcp-server pnp MCP server An MCP server that turns plain-language requests into chains of CLI for Microsoft 365 commands. Useful when tenant admin work is easier to describe than to script. CX Codex +1 ★ 135repo stars mcpsurfr nkapila6 MCP server Local web search MCP server without API keys. Queries multiple search backends and ranks relevant passages directly on your device. CX Codex +1 ★ 135repo stars CCRider neilberkman MCP server CCRider indexes coding-agent sessions and lets an MCP client search their history. Use it to retrieve an earlier discussion or bring past context into a new task. CX Codex +1 ★ 135repo stars mindbase frankchu91 MCP server Turns papers, articles and notes into a markdown wiki on your disk: the model reads a source, links it to the rest, flags contradictions and writes pages once you approve. CX Codex +1 ★ 135repo stars x64dbg bromoket MCP server Connects an AI assistant to the x64dbg debugger. Use it to trace execution and inspect memory without manual scripting. CX Codex +1 ★ 135repo stars Crawlberg xberg-io MCP server Converts web pages and entire sites into clean Markdown or structured JSON using a local Docker container. CX Codex +1 ★ 190repo stars freellmpool 0xzr MCP server Aggregates free and keyless LLM routes into an OpenAI-compatible gateway with automatic fallback. Keeps agent tasks running when rate limits hit. CX Codex +1 ★ 134repo stars openInvest longsizhuo MCP server openInvest gives AI agents an investment committee, portfolio ledger, and traceable decision records. Use it for research, backtests, and review. CX Codex +1 ★ 133repo stars Fitter PxyUp MCP server An MCP server that has the agent write declarative scraping configs for sites and APIs, then run them right away. CX Codex +1 ★ 133repo stars GoldenMatch benseverndev-oss MCP server GoldenMatch finds rows for the same person, company, or product and combines duplicates into a merged record. Use it to clean up CSV files or tables with inconsistent entries. CX Codex +1 ★ 133repo stars mcp-aftereffects kumoproductions MCP server Connects an AI agent to an open Adobe After Effects project so it can inspect comps, edit layers, save work, and render frames. CX Codex +1 ★ 132repo stars codegraph codegraph-ai MCP server Builds a semantic graph of your project and hands it to the agent through 42 tools. Useful when the agent should see how functions connect instead of grepping files. CX Codex +1 ★ 132repo stars jevmem Avinash-jetwani MCP server Writes decisions, rules and dead ends from your chats into JEVMEM.md and feeds the relevant lines back next session. CX Codex +1 ★ 131repo stars Moira moira-mcp MCP server Moira runs multi-step agent workflows over MCP and saves run state, so another agent session can pick up where the previous one stopped. CX Codex +1 ★ 128repo stars SigNoz MCP Server SigNoz MCP server Gives your AI assistant access to SigNoz observability data: metrics, traces, logs, alerts and dashboards. Handy when you're chasing an incident without leaving the chat. CX Codex +1 ★ 128repo stars Prometheus MCP Server prometheus MCP server Lets your AI agent talk to a running Prometheus over its API: run PromQL queries, inspect metrics, alerts and targets. Handy when a query is slow or you need a health check. CX Codex +1 ★ 127repo stars mcp augmnt MCP server Feeds type signatures, prose docs and code examples for any npm package into the agent conversation. Useful when you would rather not open a browser tab. CX Codex +1 ★ 127repo stars Tiger MCP timescale MCP server Gives your coding agent access to Tiger Cloud services, databases and metrics. Useful when code changes need to be checked against a live database. CX Codex +1 ★ 126repo stars shodan w0h1v MCP server Gives your agent Shodan: open ports and banners, TLS certificates, DNS records, and vulnerability severity with EPSS and KEV in one call. CX Codex +1 ★ 178repo stars plur plur-ai MCP server Local storage engine for AI agents that keeps project rules, preferences, and architecture decisions in plain YAML files across tools. CX Codex +1 ★ 308repo stars monkeymcp jamesmontemagno MCP server Provides monkey species data, generated movement journeys, and behavioral logs to your AI client. Useful as a working sample server for testing tool calling. CX Codex +1 ★ 125repo stars agent-security-scanner-mcp sinewaveai MCP server Inspects AI-generated code for security flaws, flags hallucinated dependencies, and audits external MCP servers before your coding assistant runs them. CX Codex +1 ★ 124repo stars posecode-mcp posecode-dev MCP server Give an agent tools to create and validate .posecode movement descriptions, inspect issues, and share results. Useful for projects that work with programmable 3D motion. CX Codex +1 ★ 124repo stars LeanToken morluto MCP server Narrows a repository down to the files and code an agent actually needs, and keeps every response inside a token budget. CX Codex +1 ★ 124repo stars Codex Control Plane MCP aresyn MCP server Runs long tasks in Codex Desktop via an asynchronous polling queue backed by SQLite. Ideal when jobs take hours and cannot block the MCP connection. CX Codex +1 ★ 124repo stars Trading Signals roman-rr MCP server Feeds your agent live crypto signals with the reasoning behind each one, checked against real prices. Useful if you trade perps and want to see where a call came from. CX Codex +1 ★ 124repo stars AgentPhone AgentPhone-AI MCP server Gives AI assistants real phone lines for voice calls and text messaging. Handy when your agent needs to dial clients or process SMS. CX Codex +1 ★ 124repo stars docs-mcp frumu-ai MCP server A remote MCP server that serves Tandem documentation, install guides, SDK details, and agent configuration help directly to your coding assistant. CX Codex +1 ★ 124repo stars

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