Borrowing it
Nothing to install: this file belongs to QuickerHub/quicker-rpc. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/QuickerHub/quicker-rpc/main/.cursor/skills/quicker-agent-session-review/SKILL.mdgit clone --depth 1 https://github.com/QuickerHub/quicker-rpcWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/quickerhub/quicker-rpc/quicker-agent-session-review)<a href="https://agentmods.dev/skills/quickerhub/quicker-rpc/quicker-agent-session-review"><img src="https://agentmods.dev/badge/skills/quickerhub/quicker-rpc/quicker-agent-session-review/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/quickerhub/quicker-rpc/quicker-agent-session-review"><img src="https://agentmods.dev/badge/skills/quickerhub/quicker-rpc/quicker-agent-session-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00061 | $0.00977 |
| Opus 5 | $0.00030 | $0.00489 |
| Sonnet 5 | $0.00012 | $0.00195 |
| Haiku 4.5 | $0.00006 | $0.00098 |
Grade A, and why
quicker-agent-session-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QuickerAgent Session Review
Offline analysis of exported chat threads to improve prompts, skills, tools, and agent flow.
When to use
- User attaches or paths to
quicker-agent-*.jsonunder QuickerAgent exports - User asks to optimize agent-gui after a failed or inefficient authoring session
- After manual benchmark runs — explain why the trace was slow or wrong
Input format
Exports use format: "quicker-agent-chat-export" (see agent-gui/lib/chat-thread-export.ts).
Required fields: thread, stats, messages[] with assistant tool-* parts and optional metadata.contextReport / agentTurnState.
Workflow
- Validate export format/version.
- Extract user prompt, tool timeline (with errors), token metrics, runtime metadata.
- Run rules
- Session rules:
agent-gui/lib/agent-session-analysis/session-rules.ts - E-axis trace rubric:
agent-gui/lib/agent-eval/trace-rubric.ts
- Session rules:
- Match user prompt to
authoring-tasks.jsonwhen possible. - Report markdown + optimization hints mapped to repo paths.
- Optional F-axis: if an action id is known, run it through the real Quicker host with
qkrpc action run --id <guid> --debug --wait --jsonand inspect the trace/output.
CLI (deterministic)
From repo root:
pwsh -NoProfile -File ./scripts/Invoke-AgentSessionAnalysis.ps1 -Latest
pwsh -NoProfile -File ./scripts/Invoke-AgentSessionAnalysis.ps1 -ExportPath "C:\...\quicker-agent-*.json"
From agent-gui/:
pnpm agent-session -- --latest
pnpm agent-session -- "C:\Users\...\exports\quicker-agent-*.json"
pnpm agent-session -- export.json --json
Cursor slash command: /session-analysis
Exit code 1 when trace rubric fails or severity=error findings exist.
Report sections
| Section | Content |
|---|---|
| Summary | tokens, tool count, intent, matched benchmark task |
| Tool timeline | ordered calls, ERROR markers |
| Findings | session rules + E-axis violations |
| Optimization hints | ranked targets (instructions, skills, tools, Plugin) |
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 97 lines · 61 tokens per session scan A 4b5b7c973661
quicker-agent-session-review is a skill published in the GitHub repository QuickerHub/quicker-rpc (13 stars, last pushed 27d ago), licensed MIT. It adds 61 tokens to every session and 977 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
vs-crawler
Crawl websites (news, blogs, papers, GitHub, product docs, RSS feeds) into a fixed-schema JSONL file, then create a dataset and a searchable application in Viking AI Search. Supports one-time crawl and scheduled recurring crawl with automatic incremental sync.
swarm-pr-review
Run a graph-guided, tool-augmented PR review using context packing, parallel exploration, mandatory repository-agnostic risk-family coverage with dispatch scaled to diff size and risk, independent reviewer validation, critic challenge, and metrics writeback. Use for deep pull request review with low false-positive…
vs-search-tuning
Use when a user asks an agent to evaluate or tune text search similarity for an existing Viking AI Search application and dataset.
include-test-files-that-assert-on-behavior-being-changed-in-decl
When delegating a task affected by this skill, include.
critic-gate
Full execution protocol for MODE: CRITIC-GATE -- plan critic review, revision loops, and hard stop before execution.
tech-debt-ci-review
Codex adapter for deep technical-debt and CI-stability audits. Use when asked to find test theater, flaky tests, missing or mis-scoped tests, brittle CI/toolchain behavior, structural debt blocking green PRs, or a remediation order for opencode-swarm.