Skip to main content

PerfSage JMeter MCP — your LLM becomes a performance engineer: heal, script, discover, verdict

Self-healing JMeter for LLM agents.
Heal the runtime · auto-correlate scripts · discover capacity · ship a p95/p99 verdict.

🚀 Setup · ✨ Why · 🔁 Flow · 🧰 Tools · 💬 Demo · 🌐 PerfSage


🎯 What you get

Stop wrestling with Java paths, broken plugins, and hand-written extractors.

Point Cursor / Claude at this MCP server and ask for a performance test. It will:

  1. Heal Java + Apache JMeter 5.6.3 + plugins under ~/.perfsage (Docker fallback if needed)
  2. Import HAR / OpenAPI / Postman traffic
  3. Auto-correlate tokens, cookies, and IDs into JMeter variables
  4. Discover the throughput knee when you don’t know the workload
  5. Report a PASS / WARN / FAIL led by p95 + p99 (never averages alone)

Analysis, not dashboards. Every run ends in a decision.


⚡ 60-second setup

# try it
uvx perfsage-jmeter-mcp
# or install
pip install perfsage-jmeter-mcp

🔌 Connect Cursor / Claude Desktop

Drop this into your MCP config (examples/cursor-mcp.json):

{
  "mcpServers": {
    "perfsage-jmeter": {
      "command": "uvx",
      "args": ["perfsage-jmeter-mcp"]
    }
  }
}

Then say:

“Set up the performance environment, then import login_flow.har and give me a capacity recommendation.”

That’s the whole onboarding.

Fixture note: tests/recorder/fixtures/login_flow.har targets shop.perfsage.test, which is offline. Use it to demo correlation / JMX generation only — not live run_test smoke. For runnable demos, import a HAR against a real host (for example JSONPlaceholder or your own staging URL).


✨ Why teams reach for this

Pain today With PerfSage JMeter MCP
❌ “Wrong Java / missing JMeter / plugin chaos” ensure_environment self-heals under ~/.perfsageno sudo, no shell-profile edits
❌ Manual regex correlation for every token correlate_flow detects CSRF / JWT / session IDs and wires extractors
❌ Guessing thread counts discover_workload finds the knee, recommends 80% sustained load
❌ Average latency gates that lie ✅ Reports always include p95 + p99 + SLO verdict
❌ Client metrics disconnected from K8s ✅ Optional SignalPilot RCA + Reveal charts

🔁 How it works

Workflow: Heal → Import → Correlate → Discover → Verdict

Step Tool Outcome
1️⃣ ensure_environment Ready runtime (native or Docker)
2️⃣ import_traffic Clean application Flow (static noise filtered)
3️⃣ correlate_flow + generate_jmx Replayable JMeter 5.6.3 plan
4️⃣ edit_jmx (optional) Workload / structure tweaks (burst, loops, JSR223, …)
5️⃣ run_test / discover_workload Guarded execution + capacity profile
6️⃣ compile_report Markdown + HTML + JSON, verdict first

💬 Example session

You:  Set up the performance environment.
Agent: ensure_environment → ready=true, Java 21 + JMeter 5.6.3 under ~/.perfsage

You:  Import tests/recorder/fixtures/login_flow.har (correlation demo; host is offline) and correlate it.
Agent: import_traffic → 4 app requests
       correlate_flow → csrf_token, token, cart_id, SESSION (cookie-managed)

You:  Generate a fixed plan at 20 threads / 120s, then run a 5-minute burst inside 20 minutes.
Agent: generate_jmx → ${__P(perfsage.threads,20)} / ${__P(perfsage.duration,120)}
       edit_jmx → set_workload burst (Ultimate Thread Group)
       run_test / discover_workload → guarded execution + capacity

You:  Compile the report with examples/slo.properties.
Agent: compile_report → PASS/WARN/FAIL leading with p95 + p99
       artifacts → ~/.perfsage/runs/<id>/report/

🧰 Tools

Tool What it does
🩺 ensure_environment Diagnose + heal Java / JMeter / plugins / Docker
🔍 diagnose_environment Read-only readiness report
📥 import_traffic HAR / OpenAPI / Postman → Flow
🔗 correlate_flow Dynamic values → variables + extractors
📝 generate_jmx Correlated Flow → JMeter 5.6.3 plan
✏️ edit_jmx Structured ops on an existing plan (new file by default)
🚀 run_test Execute with always-on guardrails
📈 discover_workload Adaptive knee-point discovery
📊 analyze_results JTL → metrics, bottlenecks, p95/p99
evaluate_slo Gate against slo.properties
☸️ correlate_with_signalpilot Merge Kubernetes RCA for the test window
📦 compile_report Unified Markdown + HTML + JSON

Full schemas & sample payloads: docs/TOOLS.md


🛡️ Environment gate (runs first)

Every JMeter-touching tool calls ensure_environment first:

Condition Action
Java missing / outside 17–21 Download Temurin JDK 21 into ~/.perfsage/jdk/
JMeter missing / < 5.6.3 Download Apache JMeter 5.6.3 + verify ASF SHA-512
Plugins missing Install jpgc-casutg, jpgc-tst, jpgc-json, jpgc-dummy, perfsage-slo-reporter
Host can’t be provisioned Fall back to Docker (justb4/jmeter) and say so
Neither works Structured failure: attempted · failed · values

🔒 Nothing writes outside ~/.perfsage (or your working directory). No JAVA_HOME mutations. No package-manager side effects.


🧩 Ecosystem

Project Role
Reveal JTL analysis + chart pack
SLO Reporter SLO gate format + Backend Listener
SignalPilot Kubernetes RCA for the test window
perfsage.com Brand home · Field Notes · tools

🛠️ Development

uv run --python 3.12 --extra dev pytest
uv run --python 3.12 --extra dev ruff check .
uv run --python 3.12 --extra dev mypy perfsage_jmeter_mcp

Real JMeter e2e: tests/test_end_to_end.py (e2e marker).
Architecture notes: docs/ARCHITECTURE.md


📄 License

MIT

Apache JMeter is a trademark of the Apache Software Foundation. This project is an independent tool and is not affiliated with or endorsed by the ASF.


Ready when your agent is.
uvx perfsage-jmeter-mcp · then ask it to ensure_environment

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

perfsage_jmeter_mcp-0.2.0.tar.gz (989.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

perfsage_jmeter_mcp-0.2.0-py3-none-any.whl (85.8 kB view details)

Uploaded Python 3

File details

Details for the file perfsage_jmeter_mcp-0.2.0.tar.gz.

File metadata

  • Download URL: perfsage_jmeter_mcp-0.2.0.tar.gz
  • Upload date:
  • Size: 989.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for perfsage_jmeter_mcp-0.2.0.tar.gz
Algorithm Hash digest
SHA256 12c761ebfb3a7dc8438a7409f87b265ec8ca131f40d8e04beb09fc8ed905d980
MD5 511809d6d9594653c70ce634a8f7253d
BLAKE2b-256 00d0785832b5a725f3e216ecf576833c3de9f603790a7eaf9e060f868ffd12aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for perfsage_jmeter_mcp-0.2.0.tar.gz:

Publisher: publish.yml on perfsage/perfsage-jmeter-mcp

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file perfsage_jmeter_mcp-0.2.0-py3-none-any.whl.

File metadata

File hashes

Hashes for perfsage_jmeter_mcp-0.2.0-py3-none-any.whl
Algorithm Hash digest
SHA256 edc2e0ecc2bf7f361606a96e244fc8b52341b3d49c8045afaa5d5b71eb83c443
MD5 85fcda835a5399146983e4b7f65f4033
BLAKE2b-256 0c512c196d06b89febd61ac15f60e89088b0dc64a9c95e341b0af1c2c1299b5c

See more details on using hashes here.

Provenance

The following attestation bundles were made for perfsage_jmeter_mcp-0.2.0-py3-none-any.whl:

Publisher: publish.yml on perfsage/perfsage-jmeter-mcp

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page