agent-observability SKILL.md skillA
agent-observability from vodailocz/kilo-kit-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vodailocz/kilo-kit-mcp/agent-observability@git:20260907.70ddb5cPins git:20260907.70ddb5c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vodailocz/kilo-kit-mcp
- Path
skills/operations/agent-observability/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260907.70ddb5c, committed Sep 7, 2026
- First version recorded
- Aug 21, 2026
- Size
- 5,033 bytes
- Repository stars
- 27
- License
- Apache-2.0
Use when monitoring, tracing, or debugging agentic workflows in production. Keywords: observability, tracing, OpenTelemetry, Langfuse, latency, token cost, loop detection, telemetry.
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
# Agent Observability & Telemetry ## Overview This skill defines the operational standards and instrumentation requirements for monitoring agentic workflows. It ensures that complex, multi-agent systems built within KILO-KIT remain transparent, debuggable, and cost-effective. Observability in this context spans from real-time tracing of individual subagent reasoning to macro-level analysis of cost-per-task and loop-detection across distributed systems. ## When To Use Activate this skill when: - Designing new complex agent workflows requiring distributed tracing. - Debugging performance regressions or unexplained agent failures. - Implementing production monitoring for cost optimization. - Setting up feedback loops for regression testing based on real production traces. - Configuring OpenTelemetry or integrating with observability platforms like Langfuse/Helicone. ## Core Pillars 1. **Traceability**: Capturing parent-child relationships across subagent calls and tool invocations. 2. **Quantification**: Measuring latency, token consumption, and cache effectiveness. 3. **Detection**: Identifying anomalies in agent behavior (e.g., infinite recursion, repetitive tool errors). …
Read the whole file at its exact version.
How to install
mdr add vodailocz/kilo-kit-mcp/agent-observability@sha256:577eed21195e595cThe line at the top of this page pins the label git:20260907.70ddb5c, 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_lzckyzsi6lx3epp4)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 21, 2026 and Sep 7, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260907.70ddb5c latest | 2026-09-07 | 70ddb5c | 5,033 B | A | view · diff |
| git:20260821.05c0d52 | 2026-08-21 | 05c0d52 | 5,064 B | A | view |
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 (5033 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
vodailocz/kilo-kit-mcp · 27 stars · license Apache-2.0 · pushed 2026-10-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lzckyzsi6lx3epp4 GET https://markdownregistry.com/api/v1/resolve?ref=vodailocz/kilo-kit-mcp/agent-observability GET https://markdownregistry.com/api/v1/blob/577eed21195e595c1f21571efa6c1e7f7b60d7719dc650d2b9cdef1b6772414c
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.
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