runid-latency-analysis SKILL.md skillA
runid-latency-analysis from hua-bang/pulse-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hua-bang/pulse-agent/runid-latency-analysis@git:20260317.90aa040Pins git:20260317.90aa040 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hua-bang/pulse-agent
- Path
apps/remote-server/.pulse-coder/skills/runid-latency-analysis/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260317.90aa040, committed Mar 17, 2026
- Size
- 3,809 bytes
- Repository stars
- 30
- License
- MIT
Analyze runId latency and performance from devtools data. Use when asked to investigate a specific runId's timing, identify bottlenecks across LLM/Tool/Engine Plugin, or produce a fixed bilingual (ZH+EN) diagnosis report with metrics and hypotheses.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# RunId Latency Analysis ## Overview Provide a fixed, structured diagnosis for a specific runId using devtools data and timing spans, with clear bottleneck classification and next actions. Output both Chinese and English reports (Chinese first). ## Workflow 1. Confirm inputs and scope - Required: runId - Optional: base URL/environment, sessionId, time window, focus area (LLM vs Tool vs Plugin) 2. Load run data - Prefer devtools API endpoints. If unknown, open `apps/remote-server/src/routes/devtools.ts` to confirm. - Fallback: search `~/.pulse-coder/remote-sessions` session JSON or devtools UI export. 3. Extract metrics - LLM spans: TTFB, TTFT, TTFT(text), Stream, Tool Wait, Tool Exec, usage, cached tokens - Tool spans: wait/exec durations, tool name, input/output size if present - Engine plugin spans: hook name and duration - Timeline: per-turn boundaries and idle gaps - Use `references/metrics.md` for definitions and fallback rules. 4. Diagnose bottleneck category - Classify as: LLM/network/model, Tool queue, Tool execution, Engine/plugin overhead, or Idle gap - Support with 2–3 strongest metrics and mention missing data if any. …
Read the whole file at its exact version.
How to install
mdr add hua-bang/pulse-agent/runid-latency-analysis@sha256:956dd9f4e0e6161aThe line at the top of this page pins the label git:20260317.90aa040, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_lmy24xxh2cli2mxa)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Mar 17, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3809 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hua-bang/pulse-agent · 30 stars · license MIT · pushed 2026-11-06 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_lmy24xxh2cli2mxa GET https://markdownregistry.com/api/v1/resolve?ref=hua-bang/pulse-agent/runid-latency-analysis GET https://markdownregistry.com/api/v1/blob/956dd9f4e0e6161aeafb69f65d44c5d3e7e496ff004a4a6bc8bc84c93c645f00
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.