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CATEGORY INTELLIGENCE / WORLDWIDE

MCP servers

The tools connecting AI agents to the real world.

Red ocean · Measured classification

MCP servers: Established alternatives · mixed search signals

Search attention for “mcp servers” is mixed. 27 reviewed open-source projects serve this task. Established open-source alternatives shape this category. Compare their strengths and find a concrete reason for users to choose your product.

Report dated 2026-10-15 · Method 2.0.0 · low evidence confidence

Measured search term: mcp servers · Last 8 complete weeks vs previous 8

17974 active projects match the published GitHub search scope.
The keyword “mcp servers” has 97 complete weeks; 0% are reported as zero.

Open-source competition: ≥93 / 100 · Established alternatives
Open-source alternatives: 27
Direction basis: Recent search windows
Matching active GitHub projects: 17,974
Search-interest growth: -35% · Last 8 complete weeks vs previous 8
Search term and region: mcp servers · Worldwide
Complete weekly observations: 97

Why this classification

Median weekly search interest fell 35% across two consecutive eight-week windows.
17,974 active repositories match this search scope. Review their users and workflows to identify direct alternatives.
Four-week search change: 13%; thirteen-week change: -59%. These windows check the direction of the eight-week comparison.
Project roles: 27 direct alternatives, 0 adjacent projects, 1 resources, 72 awaiting review.
Competition pressure: 94–100/100; breadth 44, established alternatives 30, leading project strength 20.

Source evidence

GitHub repository search · topic:mcp-server fork:false archived:false stars:>=1 pushed:>=2025-10-15

Collected 2026-10-15T03:45:55.392Z

Google Trends search interest · Collected 2026-10-15T03:45:55.392Z

Leading repositories

Repository	Stars	Description
n8n-io/n8n	207,411	Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
google-gemini/gemini-cli	107,372	An open-source AI agent that brings the power of Gemini directly into your terminal.
koala73/worldmonitor	88,468	Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface
D4Vinci/Scrapling	87,657	🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev
ruvnet/ruflo	74,702	🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated
upstash/context7	63,052	Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
sansan0/TrendRadar	62,912	⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 + RSS 订阅，支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机，也支持接入 MCP 架构，赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ，数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。
ChromeDevTools/chrome-devtools-mcp	53,558	Chrome DevTools for coding agents
DeusData/codebase-memory-mcp	46,608	High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
reactive-resume/reactive-resume	44,311	A one-of-a-kind resume builder that keeps your privacy in mind. Completely secure, customizable, portable, open-source and free forever. Try it out today!

Limits of this result

Google Trends measures relative search attention. Assess customers, revenue and willingness to pay through direct research.
Supply covers active repositories matching the displayed GitHub queries. Broader competition research can include other repositories and commercial products.
Search windows or related terms show mixed directions. The competition assessment remains tied to the observed alternatives; compare the source curves for search momentum.
Repository density and search attention provide complementary research signals. Assess competition and demand through user and product evidence.
Competition pressure is an operational index of observed open-source alternatives. Stars and forks indicate developer attention and reuse; user adoption and commercial products deserve separate research.
The displayed projects form a stars-ranked sample. Competition pressure is a lower bound; wider coverage can strengthen the assessment.
Some project roles await closer review. The pressure range includes their possible contribution.

Search interest measures attention. Customer demand needs user research; classification thresholds are published heuristics subject to empirical calibration.

Community requests

Allow uploading files as attachments

Discussion open

Describe the feature or problem you’d like to solve I would like to be able to create a PR that includes images in its description. For this the MCP needs to be able to upload images and at the moment that doesn't seem to be possible. Proposed solution By

github/github-mcp-server · Posted: 2025-07-23 · Updated: 2026-09-07 · Collected: 2026-10-15

Incorrect user attribution in a task suggestion involving the GitHub MCP integration

Discussion open

Description While using ChatGPT with the GitHub MCP integration, I received an automatic suggestion to review [[growthbook/growthbook7309](https://github.com/growthbook/growthbook/pull/7309)](https://github.com/growthbook/growthbook/pull/7309), a repository

github/github-mcp-server · Posted: 2026-10-14 · Updated: 2026-10-14 · Collected: 2026-10-15

Support Self Hosted Ollama as AI Provider

Discussion open

It would be amazing if there was a way to incorporate self hosted llama. Giving users the ability to use ollama gives us the ability to really sculpt activepieces AI responses to our liking.

activepieces/activepieces · Posted: 2023-11-30 · Updated: 2026-01-08 · Collected: 2026-10-15

MCP Governance - Allow/Deny List for MCP for Organizations and Teams

Discussion open

Feature Request: Allow and deny list for MCP Enterprises. Describe the feature or problem you’d like to solve GitHub Copilot's agentic features can leverage a powerful set of tools, including specific MCP Servers (e.g., "Azure MCP", "microsoft-docs", "play

github/github-mcp-server · Posted: 2025-09-04 · Updated: 2026-10-07 · Collected: 2026-10-15

Add the `license` field to published `@activepieces/piece-*` package metadata

Discussion open

Description The published @activepieces/piece- packages (and @activepieces/pieces-framework) omit the license field from their npm package metadata: sh $ npm view @activepieces/piece-github@0.9.3 license undefined $ npm view @activepieces/piece-linear@0.9.1

activepieces/activepieces · Posted: 2026-10-14 · Updated: 2026-10-14 · Collected: 2026-10-15

Add MCP tools for GitHub Stacked PRs (gh stack link / sync / view)

Discussion open

Describe the feature or problem you’d like to solve Agents that manage stacked / dependent PRs (each PR’s base is the branch below it) can already create and re-base-point individual PRs via createpullrequest / updatepullrequest, but they have no first-class

github/github-mcp-server · Posted: 2026-07-18 · Updated: 2026-09-03 · Collected: 2026-10-15

Add multi-account support for client-side account switching

Discussion open

Is your feature request related to a problem? Please describe. Users with multiple GitHub accounts (e.g., work + personal, or multiple organizations) cannot easily use the GitHub MCP server across all their accounts. Currently, the server only supports a si

github/github-mcp-server · Posted: 2026-02-03 · Updated: 2026-02-23 · Collected: 2026-10-15

[BUG] Piece Sets "Set Name" filter only searches the loaded page, sets past page 1 cannot be found

Discussion open

Problem Platform Admin → Pieces → Piece Sets. The "Set Name" filter never matches a set that is not on the currently loaded page. With the default page size (10) every set after the 10th is unreachable through search: "No piece sets found" while Next stays e

activepieces/activepieces · Posted: 2026-10-14 · Updated: 2026-10-14 · Collected: 2026-10-15

docs(skill): add an evidence-bounded workflow for structural questions

Discussion open

What problem does this solve? The installer-owned skill in [src/cli/cli.c](https://github.com/DeusData/codebase-memory-mcp/blob/main/src/cli/cli.cL1343-L1459) can encourage extra exploration on bounded repository questions. A graph-first search is inefficien

DeusData/codebase-memory-mcp · Posted: 2026-09-22 · Updated: 2026-09-22 · Collected: 2026-10-15

When using the 'Get Copilot Space' tool, files are found but content cannot be read

Discussion open

Describe the bug When the 'Get Copilot Space' mcp tool is called by the agent in vscode it gets the space, and puts the files in the context, but cannot read the content of the files Affected version 0.13.0 (version in marketplace) Steps to reproduce th

github/github-mcp-server · Posted: 2025-11-05 · Updated: 2026-10-06 · Collected: 2026-10-15

[Feature] AI call traces: a side-channel record of every AI call and tool call (follow-up to #14976)

Discussion open

[Feature] AI call traces: a side-channel record of every AI call and tool call (follow-up to 14976) Summary - Record every AI call and every tool call as a span in an AI trace. Store the trace next to the step output, not in it. {{step.output}} does not cha

activepieces/activepieces · Posted: 2026-10-14 · Updated: 2026-10-14 · Collected: 2026-10-15

Use MCP Tasks for non-blocking GitHub Actions workflow monitoring

Discussion open

Describe the feature or problem you’d like to solve GitHub MCP already exposes workflow runs, jobs, and logs. The remaining gap is waiting for CI without making the agent supervise it. Today, an agent must repeatedly poll actionsget or block on gh run watch

github/github-mcp-server · Posted: 2026-09-02 · Updated: 2026-09-07 · Collected: 2026-10-15

Use and share the evidence

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Use the open-source CLI and MCP server on GitHub