Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog
Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

AllMCPs on GitHub (opens in a new tab)
Launched onTiny Startupstinystartups.com
Explore
  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Random discovery New
  • Submit a server
  • Pricing & Boost Boost
Learn
  • Guides hub
  • What is MCP?
  • Install guide
  • Build an MCP server
  • Deploy an MCP server
  • Security guide
  • Troubleshooting
  • MCP for SEO & AEO
  • Protocol versioning
  • Blog & updates
Tools
  • All developer tools
  • Config generator
  • Config validator
  • Config auditor
  • MCP playground
  • Token calculator
  • OpenAPI โ†’ MCP
  • Badge generator
For agents
  • REST API docs
  • Trust & traffic Live
  • Remote MCP server SSE โ†— (opens in a new tab)
  • llms.txt โ†— (opens in a new tab)
  • Catalog JSON โ†— (opens in a new tab)
Company
  • About
  • Advertise Sponsor
  • Contact
  • GitHub โ†— (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZoneAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZone
ยฉ 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. ๐Ÿ“Š Monitoring
  3. Percept
Percept logo
Health: ActiveRecent health check succeeded.Last checked 9/11/2026, 5:01:24 PM

Percept

User RatingsBe the first to rate and review this MCP server!
View Repository1 GitHub StarsTotal stargazers on GitHub for the source repository (1 stars).Visit Website
mcpdiscoverydeveloper-toolsobservability

Discovers MCP servers for a project and provides optional GA4, Vercel, GitHub, and Sentry connectors with ROI reporting.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent โ€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag โ€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON โ–พ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "perceptdot-percept": {
      "command": "npx",
      "args": [
        "-y",
        "@perceptdot/core"
      ]
    }
  }
}

๐Ÿ’ก Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives๐Ÿ“Š More in Monitoring

Overview

Percept provides an MCP discovery layer that scans project signals and recommends relevant servers. Its available connectors provide read access to GA4, Vercel, GitHub, and Sentry data. Use it when an agent needs to identify useful MCP servers or inspect these services from its context.

Use cases

โ€ขDiscover MCP servers based on project dependencies, environment variables, and configuration files
โ€ขSearch a curated MCP server database by keyword or category
โ€ขList MCP servers currently configured for a project
โ€ขInspect analytics, deployments, repositories, or error-monitoring data through optional connectors
โ€ขReview session ROI and reported token savings

Key features

โ€ขProject scanning and MCP server recommendations
โ€ขCurated MCP server search
โ€ขConfigured-server listing
โ€ขGA4 analytics tools
โ€ขVercel, GitHub, and Sentry connectors
โ€ขSession ROI reporting

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by Percept.

Extracted Tool Capabilities
Project scanning and MCP server recommendations
Curated MCP server search
Configured-server listing
GA4 analytics tools
Vercel, GitHub, and Sentry connectors
Session ROI reporting

Documentation Overview

perceptdot

One install. Your agent discovers the rest.

npm npm npm npm npm License: MIT perceptdot.com


Your Agent's App Store. The first B2A2H (Business โ†’ Agent โ†’ Human) platform โ€” starting with @perceptdot/core, a discovery layer that scans your project and recommends exactly which MCP servers to install. Then the servers themselves (GA4, Vercel, GitHub, Sentry) give your agent direct read access to external services, automatically measuring ROI and reporting savings to humans.

The agent discovers. The agent evaluates. The agent reports. The human just pays.


Quick Start

One command. Your agent finds the rest.

Terminal
npx -y @perceptdot/core

Add to your MCP config and restart:

config.json
{
  "mcpServers": {
    "perceptdot-core": {
      "command": "npx",
      "args": ["-y", "@perceptdot/core"]
    }
  }
}

Then ask your agent: "Discover MCP servers for this project."


What @perceptdot/core Does

@perceptdot/core is the discovery and recommendation layer. It scans your project and tells your agent which MCP servers are worth installing โ€” no manual browsing of registries.

ToolWhat it doesQuota
percept_discoverScan project, auto-recommend MCP servers based on signalsFREE
percept_recommendSearch curated MCP server database by keyword or categoryFREE
percept_installedList all MCP servers currently configuredFREE
percept_roi_summarySession ROI report for this serverโ€”

percept_discover โ€” example output

Code
Project: /my-app
Signals: 3 deps, 5 env vars, 2 configs
Recommendations:
  - @perceptdot/ga4         (NEXT_PUBLIC_GA found)       ~450 tokens/call
  - @perceptdot/vercel      (.vercel/ dir detected)      ~200 tokens/call
  - PostgreSQL Database     (DATABASE_URL found)         ~300 tokens/call
  - Stripe Payments         (STRIPE_SECRET_KEY found)    ~400 tokens/call
Savings: ~1,350 tokens/call across 4 servers

Your agent reads this output, copies the ready-made JSON configs, and tells you what to install. Zero manual research.


Available MCP Servers

@perceptdot/core โ€” Discovery Layer (NEW)

Your agent's app store. Scans projects and recommends the right MCP servers automatically.

Terminal
npm install -g @perceptdot/core
# or just: npx -y @perceptdot/core

@perceptdot/ga4 โ€” Google Analytics 4

Real-time and historical analytics, delivered in a single tool call.

ToolWhat it doesTokens saved vs. manual
ga4_overviewSessions, users, pageviews, bounce rate, avg session duration~450
ga4_realtimeActive users right now + top live pages~300
ga4_top_pagesTop N pages by views~350
ga4_eventsEvent counts (clicks, conversions, signups)~400
percept_roi_summarySession ROI reportโ€”
Terminal
npm install -g @perceptdot/ga4

@perceptdot/vercel โ€” Deployment Monitoring

Check deployment status without leaving the agent context.

ToolWhat it doesTokens saved vs. manual
vercel_deploymentsRecent deployments with status and commit messages~200
vercel_latest_statusInstant pass/fail on the most recent deploy~150
vercel_projectsAll projects with latest deploy state~180
percept_roi_summarySession ROI reportโ€”
Terminal
npm install -g @perceptdot/vercel

@perceptdot/github โ€” Repository Intelligence

PRs, issues, and CI status without context switching.

ToolWhat it doesTokens saved vs. manual
github_prsOpen PRs with review status (up to 20)~400
github_pr_detailFull PR diff stats, approvals, file changes~350
github_workflowsRecent CI/CD run status (up to 10)~300
github_issuesOpen issues, filterable by label~350
percept_roi_summarySession ROI reportโ€”
Terminal
npm install -g @perceptdot/github

@perceptdot/sentry โ€” Error Monitoring

Surface errors and regressions directly in agent context.

ToolWhat it doesTokens saved vs. manual
sentry_issuesRecent unresolved issues by priority~380
sentry_issue_detailFull stack trace and event count~420
sentry_releasesRelease list with crash-free rate~250
percept_roi_summarySession ROI reportโ€”
Terminal
npm install -g @perceptdot/sentry

60-Second Setup (All Servers)

Claude Code (~/.claude/settings.json or .mcp.json):

config.json
{
  "mcpServers": {
    "perceptdot-core": {
      "command": "npx",
      "args": ["-y", "@perceptdot/core"]
    },
    "perceptdot-ga4": {
      "command": "npx",
      "args": ["-y", "@perceptdot/ga4"],
      "env": {
        "GA4_PROPERTY_ID": "YOUR_PROPERTY_ID",
        "GOOGLE_APPLICATION_CREDENTIALS": "/path/to/service-account.json"
      }
    },
    "perceptdot-vercel": {
      "command": "npx",
      "args": ["-y", "@perceptdot/vercel"],
      "env": {
        "VERCEL_TOKEN": "YOUR_VERCEL_TOKEN"
      }
    },
    "perceptdot-github": {
      "command": "npx",
      "args": ["-y", "@perceptdot/github"],
      "env": {
        "GITHUB_TOKEN": "YOUR_GITHUB_TOKEN",
        "GITHUB_OWNER": "your-org",
        "GITHUB_REPO": "your-repo"
      }
    },
    "perceptdot-sentry": {
      "command": "npx",
      "args": ["-y", "@perceptdot/sentry"],
      "env": {
        "SENTRY_AUTH_TOKEN": "YOUR_SENTRY_TOKEN",
        "SENTRY_ORG": "your-org",
        "SENTRY_PROJECT": "your-project"
      }
    }
  }
}

Restart your MCP client. No account required for the Free plan.


How It Works

Code
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                        Your codebase                         โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                          โ”‚ MCP protocol
                          โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                  AI Agent (Claude Code,                      โ”‚
โ”‚                  Cursor, Windsurf, Cline)                    โ”‚
โ”‚                                                              โ”‚
โ”‚  New project?     โ”€โ”€โ–บ  percept_discover                      โ”‚
โ”‚    โ†’ scans package.json, .env, config files                  โ”‚
โ”‚    โ†’ returns: "Install @perceptdot/ga4 + Postgres MCP"       โ”‚
โ”‚                                                              โ”‚
โ”‚  Needs GA4 data?  โ”€โ”€โ–บ  calls ga4_overview                    โ”‚
โ”‚  Needs deploy status?  calls vercel_latest_status            โ”‚
โ”‚  Needs PR list?   โ”€โ”€โ–บ  calls github_prs                      โ”‚
โ”‚  End of session?  โ”€โ”€โ–บ  calls percept_roi_summary             โ”‚
โ”‚                            โ”‚                                 โ”‚
โ”‚                            โ”‚ "Saved 1,240 tokens today.      โ”‚
โ”‚                            โ”‚  You're on Free (200/mo).       โ”‚
โ”‚                            โ”‚  Pro coming soon: perceptdot.com"โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                             โ”‚
                             โ–ผ
                        Human reads report
                        Human clicks upgrade link
                        Human pays
                        (Human never had to configure anything)

Every @perceptdot/* package tracks its own calls and token savings locally. No data leaves your machine unless you opt into Pro analytics.


ROI Tracking

Every percept_roi_summary call returns a report like this โ€” automatically, at the end of each session:

Code
percept_roi_summary result
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Session summary (2026-03-22)

Tools used:   ga4_overview ร— 3, vercel_latest_status ร— 1, github_prs ร— 2
Tokens saved: ~1,240  (vs. fetching manually)
Time saved:   ~4.2 min
API calls:    6

Cost saved this session: ~$0.037
Cost saved this month:   ~$1.12

โ†’ You are on the Free plan (200 calls/mo).
  Pro and Team plans coming soon: https://perceptdot.com/#pricing
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

The agent computes this. The human receives it. No dashboard needed.


B2A2H โ€” A New Commerce Model (Coined by perceptdot)

B2A2H (Business โ†’ Agent โ†’ Human) is a commerce model where AI agents evaluate, adopt, and recommend tools โ€” and humans only approve the payment. The term was first defined by perceptdot in March 2026.

Most developer tools are built B2H (Business โ†’ Human): a human discovers, evaluates, installs, configures, and monitors a product.

B2A2H flips this:

Code
Business (perceptdot)
    โ†“  publishes MCP servers on npm
Agent (Claude Code, Cursor, Windsurf)
    โ†“  @perceptdot/core discovers project needs
    โ†“  recommends and installs the right servers
    โ†“  measures ROI automatically
    โ†“  reports to human: "Saved $23 this month. $19/mo subscription. Keep it."
Human
    โ†“  reads report, clicks link, pays
Done. Human never had to understand how it works.

Read the full README โ†’View source on GitHub โ†’

Related MCP Servers

View all in Monitoring View all alternatives
  • Opik MCP logoOpik MCP

    Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

    ๐Ÿ“Š Monitoring1 views
    Compare vs Opik MCP โ†’
  • Kdb logoKdb

    AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.

    ๐Ÿ“Š Monitoring3 views
    Compare vs Kdb โ†’
  • Spanlens logoSpanlens

    Query your Spanlens LLM observability from any MCP client. 7 read tools for request logs, agent traces, cost stats, anomalies, model-savings, and per-user analytics across OpenAI, Anthropic, and Gemini. Open source, self-hostable. npx -y @spanlens/mcp-server

    ๐Ÿ“Š Monitoring3 views
    Compare vs Spanlens โ†’
  • Langfuse MCP logoLangfuse MCP

    Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

    ๐Ÿ“Š Monitoring3 views
    Compare vs Langfuse MCP โ†’

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks โ€” not a rating.

GitHub stars
1
Stargazers on the source repository.
npm downloads
144
Package downloads in the last 30 days.
Last commit
2mo ago
Most recent push to the default branch.
Directory activity
1 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet โ€” be the first to share how this listing worked for you.

Frequently Asked Questions about Percept

It scans a project, recommends MCP servers based on detected signals, searches a curated server database, lists configured servers, and provides a session ROI report.

AllMCPs Directory Badge

Full Badge Customizer

Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.

Badge Style:
Live Dynamic SVG PreviewPercept AllMCPs Directory Badge
Markdown (GitHub README)
[![AllMCPs](https://allmcps.com/api/badge/perceptdot-percept?style=directory)](https://allmcps.com/mcp/perceptdot-percept)
HTML Embed
<a href="https://allmcps.com/mcp/perceptdot-percept"><img src="https://allmcps.com/api/badge/perceptdot-percept?style=directory" alt="Percept on AllMCPs" /></a>

Technical Specs & Signals

Category๐Ÿ“ŠMonitoring
PricingFree
More technical detailsExpand โ–พ
TransportSTDIO
RuntimeNode.js
AuthNo auth required
LicenseMIT
Last updatedAug 11, 2026
10/11 checks healthy over the last 32d
Views1
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars1
GitHub Star CountTotal stargazers on GitHub representing community popularity (1 stars).
Last commit2mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Jul 3, 2026
npm downloads144/mo
Monthly npm DownloadsAverage monthly package installs recorded from npm registry statistics.
52Quality signal: Good ยท 52/100How this signal is calculated โ–พ
Server availabilityNot measured

Not scored for repo-hosted servers โ€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools24/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data โ€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 26d ago via OSV.dev ยท @perceptdot/core (npm)

โ˜… FeaturedAllMCPs Server logo

AllMCPs Server

The official MCP server for AllMCPs.com - submit and manage tools directly from your AI. The open directory for MCP servers. Connect Claude, Cursor, Windsurf, and AI agents to databases, tools, files, and APIs. Explore 10,000+ servers. AllMCPs is the premier, open directory for discovering, evaluating, and installing Model Context Protocol (MCP) servers to equip AI agents and LLMs with real-world superpowers.

Explore Server โ†’

Own this project?

This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to unlock edit access and the Official badge โ€” proof is checked automatically, then reviewed by our team.

Free dofollow backlink: add your website and place the AllMCPs badge on it โ€” no claim needed. We detect it automatically and keep it verified as long as the badge stays live.

Claim & get free dofollow

Share & Embed

Add our SVG badge (dark/light directory styles) or embeddable widget to your site.

Explore more

More in ๐Ÿ“Š Monitoring โ†’Best MCP servers for Monitoring & Observability โ†’Alternatives to Percept โ†’Install in Claude DesktopInstall in CursorInstall in VS Code