updated 2026-09-26 06:32 UTC

Apache Pinot MCP Server

startreedata/mcp-pinot

MCP Server for Apache Pinot

MCP Servers Python Listed Apache-2.0

Is Apache Pinot MCP Server safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 7.1 / 10
Provenance None
Signed commits 100%
Last push 5d ago
Compare Apache Pinot MCP Server

How does it stack up against its MCP Servers neighbours?

Pick any agent to compare →
Suggest a correction

In detail: Apache Pinot MCP Server scores 65.3/100 (Grade B), ranked #462 of 1325 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 7.1/10; 100% of recent commits are signed; last pushed 2026-09-21. Every point is earned from checkable signals — never paid placement. How scoring works →

How Apache Pinot MCP Server compares in MCP Servers

  1. #266 Anilist MCP 65.7 +0.4
  2. #267 Obsidian MCP Server 65.6 +0.3
  3. #268 Apache Pinot MCP Server 65.3 this agent
  4. #269 Google Workspace MCP 65.3 ±0
  5. #270 Hackmd MCP 65.3 ±0

Bars show each HVTrust score; the tick marks Apache Pinot MCP Server’s 65.3.

Where the 65.3 comes from

HVTrust dimensions vs the MCP Servers average

65.3 / 100 · 100.0% confidence

Apache Pinot MCP Server MCP Servers average (775 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
13.9 / 25
3.6 above avg 10.3
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
2.6 below avg 13.4
Transparency50% declared license · 50% OSSF Scorecard
14.5 / 17
2.3 above avg 12.2
Maintenance60% last-push freshness · 40% commit activity
16.1 / 20
4.0 above avg 12.1
AdoptionLog-scaled stars · package downloads
5.0 / 20
2.2 below avg 7.2

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-09-24
Rank Moved
Rank dropped 58 spots (#405 → #463)
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-23
Grade Changed
Trust grade D → B
Maintainer Checklist
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Compare with another agent Get email alerts for Apache Pinot MCP Server View MCP Servers Report missing data
51.0
Activity sub-score · out of 100
#268
In MCP Servers

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade B reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-09-26 06:32 UTC · Repo last pushed 5 days ago

Rank Trend

2026-08-11 2026-09-26

Activity & Reach

Stars
17
Forks
12
Last Push
2026-09-21
5 days ago
Commits (4 wk)
12
Downloads (7d)
29
pypi
HN mentions (30d)
—
Open Issues
3
Rank Change
=
was #462

Analysis

Activity Inputs

51.0 / 100
StarsRepository reach
7.5 / 30
FreshnessLast push recency
24.3 / 25
ActivityRecent commits
13.9 / 25
CommunityFork signal
5.2 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
7.1 / 10
OpenSSF Scorecard · scanned Sep 25, 2026
Signed Commits
100%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 5
CI-Tests 10
CII-Best-Practices 0
Code-Review 8
Contributors 3
Dangerous-Workflow 10
Dependency-Update-Tool 10
Fuzzing 0
License 10
Maintained 10
Packaging 10
Pinned-Dependencies 6
SAST 3
Security-Policy 4
Signed-Releases 0
Token-Permissions 10
Vulnerabilities 10

Common questions about Apache Pinot MCP Server

Apache Pinot MCP Server has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does Apache Pinot MCP Server publish package provenance?
No published build provenance is currently detected for Apache Pinot MCP Server. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Apache Pinot MCP Server have an OpenSSF Scorecard?
Apache Pinot MCP Server has an OpenSSF Scorecard score of 7.1/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is Apache Pinot MCP Server actively maintained?
Actively maintained. The repository was pushed to within the last 5 day(s).
What license does Apache Pinot MCP Server use?
Apache Pinot MCP Server ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Apache Pinot MCP Server's commits signed?
100% of the last 100 commits to Apache Pinot MCP Server are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface
Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
high confidence
Implemented
Apache Pinot MCP Server appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
low confidence
None detected
No clear third-party provider dependency detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
None detected
No clear plugin system or broad tool surface detected.
Detailed evidence is not shown in the public view.
Package Provenance Drift
high confidence
Match
Published package metadata matches the tracked repo
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to Apache Pinot MCP Server's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented

Maintain Apache Pinot MCP Server?

For maintainers

HVTrust scores Apache Pinot MCP Server from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history
Rank 21Grade 3Listed 2HVTrust 2Score 1Scorecard 1Delisted 1MCP 1
2026-09-24
Rank Moved
Rank dropped 58 spots (#405 → #463)
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-23
Grade Changed
Trust grade D → B
2026-09-23
Rank Moved
Rank rose 333 spots (#738 → #405)
2026-09-23
HVTrust Changed
HVTrust up 36.7pts (30.1 → 66.8)
2026-09-22
Newly Listed
First tracked at rank #738
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-14
Rank Moved
Rank rose 17 spots (#457 → #440)
2026-09-12
Rank Moved
Rank dropped 15 spots (#440 → #455)
2026-09-11
Rank Moved
Rank dropped 14 spots (#426 → #440)
2026-09-10
Rank Moved
Rank dropped 17 spots (#409 → #426)
2026-09-08
Rank Moved
Rank dropped 11 spots (#393 → #404)
2026-09-07
Grade Changed
Trust grade C → B
2026-09-07
Rank Moved
Rank rose 54 spots (#447 → #393)
2026-09-06
Rank Moved
Rank dropped 22 spots (#425 → #447)
2026-09-05
Rank Moved
Rank dropped 68 spots (#357 → #425)
2026-09-04
Rank Moved
Rank rose 18 spots (#375 → #357)
2026-09-03
Rank Moved
Rank dropped 72 spots (#303 → #375)
2026-09-01
Scorecard Added
OSSF Scorecard: 7.1/10
2026-09-01
Grade Changed
Trust grade D → C
2026-09-01
Rank Moved
Rank rose 695 spots (#997 → #302)
2026-09-01
HVTrust Changed
HVTrust up 29.5pts (35.2 → 64.7)
2026-08-31
Rank Moved
Rank dropped 30 spots (#967 → #997)
2026-08-30
Rank Moved
Rank dropped 49 spots (#918 → #967)
2026-08-29
Rank Moved
Rank dropped 24 spots (#894 → #918)
2026-08-29
Activity Score Changed
Activity score up 6pts (44 → 50)
2026-08-28
Rank Moved
Rank dropped 33 spots (#861 → #894)
2026-08-27
Rank Moved
Rank dropped 22 spots (#839 → #861)
2026-08-26
Rank Moved
Rank dropped 112 spots (#727 → #839)
2026-08-16
Rank Moved
Rank dropped 13 spots (#711 → #724)
2026-08-10
Rank Moved
Rank dropped 38 spots (#670 → #708)
2026-08-08
Newly Listed
First tracked at rank #665
GitHub → PyPI: mcp-pinot-server

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 65.3 Grade B
Markdown:
[![HVTrust](https://hvtracker.net/badge/apache-pinot-mcp-server.svg)](https://hvtracker.net/agents/apache-pinot-mcp-server)
HTML:
<a href="https://hvtracker.net/agents/apache-pinot-mcp-server"><img src="https://hvtracker.net/badge/apache-pinot-mcp-server.svg" alt="HVTrust"></a>

Other agents in MCP Servers

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON