updated 2026-08-12 05:02 UTC

Apache Pinot MCP Server

startreedata/mcp-pinot

MCP Server for Apache Pinot

MCP Servers Python Grade D Listed Apache-2.0
34.5/100
Rank #707 of 1283
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Thin or incomplete trust evidence. Review carefully before production use.

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Listing state
Listed
Evidence coverage
Grade C · 2/5 signals
Last push
2026-08-05 · 7d ago
Recent change
Rank +1

Is Apache Pinot MCP Server safe? Apache Pinot MCP Server scores 34.5/100 (Grade D), ranked #707 of 1283 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 98% of recent commits are signed; last pushed 2026-08-05. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in MCP Servers

#311 Wet MCP — 34.7 (D) → #312 Cisco Modeling Labs CML — 34.7 (D) → #314 Waggle MCP — 34.5 (D) → #315 Joplin MCP Server — 34.5 (D) →

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-08-10
Rank Moved
Rank dropped 38 spots (#670 → #708)
2026-08-08
Newly Listed
First tracked at rank #665
Maintainer Checklist
Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.
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
47.3
Activity sub-score · out of 100
#313
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 D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-08-12 05:02 UTC · Repo last pushed 7 days ago

Rank Trend

2026-08-11 2026-08-12

Activity & Reach

Stars
16
Forks
12
Last Push
2026-08-05
7 days ago
Commits (4 wk)
6
Downloads (7d)
44
pypi
HN mentions (30d)
—
Open Issues
2
Rank Change
▲1
was #708

Analysis

HVTrust Dimensions vs MCP Servers

34.5 / 100 · 67.0% confidence

Apache Pinot MCP Server MCP Servers average (761 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
4.9 / 25
in line with avg 5.0
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
2.5 below avg 13.3
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
in line with avg 8.8
Maintenance60% last-push freshness · 40% commit activity
14.9 / 20
2.5 above avg 12.4
AdoptionLog-scaled stars · package downloads
5.2 / 20
0.6 below avg 5.8

Activity Inputs

47.3 / 100
StarsRepository reach
7.4 / 30
FreshnessLast push recency
24.0 / 25
ActivityRecent commits
10.5 / 25
CommunityFork signal
5.2 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
—
Not available
Signed Commits
98%
of last 100 commits verified

Is Apache Pinot MCP Server safe?

Public trust evidence for Apache Pinot MCP Server is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.
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?
No OpenSSF Scorecard data is currently published for Apache Pinot MCP Server. Maintainers can enable the Scorecard GitHub Action to get a public score; without it, automated supply-chain hygiene is harder for outsiders to verify.
Is Apache Pinot MCP Server actively maintained?
Actively maintained. The repository was pushed to within the last 7 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?
98% 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

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
Listed 1Rank 1
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 34.5 Grade D
Markdown:
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HTML:
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Other agents in MCP Servers

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