beam_flink1.16_job_server

beam_flink1.16_job_server is a Beam (Apache Beam) Flink 1.16 job server component that supports executing Beam pipelines on Flink by providing a job submission/control layer targeted to that Flink version.

Evaluated Apr 04, 2026 (22d ago)
Homepage ↗ Repo ↗ Infrastructure ai-ml data-processing apache-beam flink job-server runner-integration
⚙ Agent Friendliness
37
/ 100
Can an agent use this?
🔒 Security
40
/ 100
Is it safe for agents?
⚡ Reliability
36
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
0
Documentation
30
Error Messages
0
Auth Simplicity
90
Rate Limits
0

🔒 Security

TLS Enforcement
60
Auth Strength
40
Scope Granularity
0
Dep. Hygiene
50
Secret Handling
50

As the evaluation inputs do not include implementation details, security properties (TLS/auth/secret handling) cannot be confirmed. Likely deployed within trusted infrastructure (Flink/Beam runner), but verify transport security and credentials handling in the actual code/config.

⚡ Reliability

Uptime/SLA
0
Version Stability
55
Breaking Changes
50
Error Recovery
40
AF Security Reliability

Best When

You are building or running Apache Beam pipelines with a Flink 1.16 backend and need a job server implementation compatible with that environment.

Avoid When

You need a public network API (REST/GraphQL/SDK) for external clients, or you are not targeting Flink 1.16 specifically.

Use Cases

  • • Running Apache Beam pipelines on Apache Flink 1.16
  • • Submitting and managing Flink jobs from Beam runners
  • • CI/CD integration where Beam pipelines are executed on a Flink cluster

Not For

  • • Using as a standalone SaaS API for job management
  • • Running on Flink versions other than 1.16 without compatibility layers
  • • Teams seeking a turnkey REST/GraphQL API or SDK for end users (it is a runner-side component)

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
No
SDK
No
Webhooks
No

Authentication

OAuth: No Scopes: No

No authentication scheme can be inferred from the provided package name alone; this appears to be an internal runner/job-server component rather than a public API.

Pricing

Free tier: No
Requires CC: No

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • ⚠ May require alignment of Beam runner and Flink versions (targeting 1.16 specifically).
  • ⚠ As a runner-side component, typical agent-friendly REST semantics (structured HTTP errors, headers, pagination) may not apply.

Alternatives

Apache Beam Flink runner components for other Flink versions Using a different Beam runner/job server implementation that targets your Flink version

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API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-04-04.

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