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sentisift-mcp

sentisift.com·Infrastructure

SentiSift is a moderation service for online comment sections. It is described as protecting discussion by removing noise such as bots, spam, and toxic venting, while revealing what the crowd is saying and adding informed perspectives when conversations become one-sided. The service is presented as operating in real time and in any language.

Its moderation model evaluates each comment across five independent scoring axes. The named axes are sentiment, eloquence, length, behavioral patterns, and commercial intent. Sentiment is classified by an ensemble of specialized AI models on a five-tier scale from toxic to saccharine, and the system is described as emoji-aware. Eloquence scores vocabulary diversity, sentence structure, capitalization patterns, and emoji density. Length flags unusually short or unusually long comments. Behavioral analysis looks for repetitive posting, coordinated timing, copy-paste clusters, and username anomalies. Commercial detection identifies promotional content through keyword density, calls to action, URL patterns, price mentions, and superlative stacking.

SentiSift produces three outputs for each comment: a visible five-tier sentiment label, a bot/spam flag that blocks automated noise at the source, and a commercial flag that catches disguised ads. The page also says the labels are visible to readers and serve as a trust signal, and that moderation teams can focus on editorial decisions rather than discovery. It also states that bot/spam detection is independent of sentiment, so strongly expressed genuine comments are not silenced simply for being forceful.

The service is described as agent-friendly and as something that can integrate in minutes. A live moderation figure of 1,320 per minute is shown on the page.

Open SourceMITWebCLIAPISelf-hosted
Ssentisift-mcp preview
Visit sentisift.com↗

Overview

5 features

sentisift-mcp is an Infrastructure & Backend project. It focuses on allowing AI hosts to natively access SentiSift's comment moderation and intelligence API via MCP. sentisift-mcp is an open-source project aimed at developers integrating comment moderation into AI workflows. The project is open source (MIT). It ships for the web, the command line, and API, and it can be self-hosted.

Behind sentisift-mcp is pickel-fintech, and it first shipped in 2026. Among its 5 catalogued features are MCP server, comment moderation API, and sentiment analysis. It exposes integrations via an MCP server.

Summary written by a language model from the project’s public pages.

  • ✓MCP server
  • ✓Comment moderation API
  • ✓Sentiment analysis
  • ✓AI host integration
  • ✓MIT licensed
Tags
mcp-servercomment-moderationai-integration

Built with & integrations

Hosting
Cloudflare
Connectors
MCP
Runs on
BrowserCLIAPI-onlySelf-hosted

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed15 Jun · 19:46 UTC
    Listing verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about sentisift-mcp

What does sentisift-mcp do?
Sentisift-mcp focuses on allowing AI hosts to natively access SentiSift's comment moderation and intelligence API via MCP. It is catalogued under Infrastructure & Backend on PulseGate.
Who is sentisift-mcp for?
sentisift-mcp is an open-source project built for developers integrating comment moderation into AI workflows.
Is sentisift-mcp free?
Yes — sentisift-mcp is open source under the MIT license and free to use.
What platforms does sentisift-mcp run on?
sentisift-mcp runs on the web, the command line, and API. It can also be self-hosted.
Is sentisift-mcp still maintained?
Unverified. sentisift-mcp has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
Who develops sentisift-mcp?
sentisift-mcp is developed by pickel-fintech.
How long has sentisift-mcp been around?
sentisift-mcp first shipped in 2026.
Is sentisift-mcp open source?
Yes — sentisift-mcp is open source under the MIT license.

At a glance

Platforms
Cli · Web
Languages
English
License
MIT
Built for
Developers integrating comment moderation into AI workflows
Model
Open source
Solves
Allowing AI hosts to natively access SentiSift's comment moderation and intelligence API via MCP.

Registered as

PyPI
sentisift
PyPI
sentisift-mcp

Developer

pickel-fintech

Index record

Identity confidence
Low · 64
Indexed
15 Jun 2026
Lifecycle
Alive
Last seen
15 Jun 2026
Identity audit (12)
Slug
sentisift-mcp-sentisift-com
Lifecycle last checked
8 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
15 Jun 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Canonical URL
https://sentisift.com/

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