What is session-reflect?

A session-analysis skill for reviewing a user's pi coding-agent history. It looks for recurring behavior, prompting habits, workflow loops, sources of friction, and preferences in local session logs.

Use it to review pi sessions, understand interaction habits, identify workflow problems, and assess personal coding-agent use.

It helps reveal patterns in how someone works with a coding agent instead of relying on isolated conversations. It separates directly observed evidence from cautious interpretation.

session-reflect — Skill for Claude Code and Codex by dannote/dot-pi

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add dannote/dot-pi --skill session-reflect

Clone the repo

git clone --depth 1 https://github.com/dannote/dot-pi

Made for: Claude Code, Codex.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/dannote/dot-pi/session-reflect/github.svg)](https://agentmods.dev/skills/dannote/dot-pi/session-reflect)

Your own site

<a href="https://agentmods.dev/skills/dannote/dot-pi/session-reflect"><img src="https://agentmods.dev/badge/skills/dannote/dot-pi/session-reflect/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/dannote/dot-pi/session-reflect"><img src="https://agentmods.dev/badge/skills/dannote/dot-pi/session-reflect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,492 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector warn 7 Sept 2026

SkillSpector: 27 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

medium MCP Rug Pull · line 47
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 53
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 59
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 60
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 61
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 62
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 63
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 64
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 65
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 66
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 67
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 68
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 69
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 70
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 71
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 72
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 73
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 74
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 75
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]
medium MCP Rug Pull · line 76
npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Fix: Pin the version: npx @scope/[email protected]

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

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	$0.00058	$0.01492
Opus 5.5	$0.00023	$0.00597
Sonnet 5.5	$0.00012	$0.00298
Haiku 4.5	$0.00006	$0.00149

Measured 2mo ago against content hash 0c1ea2750108, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

session-reflect 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 2mo ago.

The scan reads SKILL.md. This mod also ships 7 executable files (scripts/output.ts, scripts/session-db.ts, scripts/sql.ts, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/session-reflect/SKILL.md · 136 lines

How it starts

The opening of the file, as written. The whole thing — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Session Reflect

Use this skill to help the user understand their own pi usage patterns from local session logs.

Data location

By default this skill writes only to:

~/.pi/agent/cache/session-reflect/

It never writes analysis databases into the current project by default. Use --db only when the user explicitly asks for another location. Use clean to remove the default cache.

The skill's job is evidence retrieval + agent judgment. Do not turn the helper script into the analyst. Use the script to load/search/query session evidence; use your own reasoning to infer patterns cautiously.

Core rules

Discuss the analysis approach before implementing new tooling or making broad claims.
Do not hardcode English behavior categories or phrase lists as conclusions.
Treat repeated text, n-grams, FTS hits, and SQL aggregates as evidence leads, not interpretations.
Inspect surrounding context before interpreting short user turns like “go ahead” or “what next”.
Preserve multilingual text, typos, shorthand, pasted logs, and frustration markers as meaningful evidence.
Cite session paths or message keys for important claims.
Separate: observed facts, interpretations, confidence, alternative explanations, recommendations.
When the current user message is itself a high-signal intervention, follow the recovery protocol in references/intervention-events.md before continuing.

Helper script

Use scripts/session-db.ts as a local evidence workbench. It loads pi JSONL sessions into DuckDB and exposes SQL/search/context helpers.

Install helper dependencies from the skill directory if they are missing:

cd <dot-pi>/skills/session-reflect
npm install

Typical first step:

npx tsx scripts/session-db.ts build

If the user points to another session root:

npx tsx scripts/session-db.ts build --root <session-root>

Useful evidence commands:

npx tsx scripts/session-db.ts doctor
npx tsx scripts/session-db.ts preset --list
npx tsx scripts/session-db.ts preset overview
npx tsx scripts/session-db.ts preset exact-short-repeats
npx tsx scripts/session-db.ts preset long-sessions
npx tsx scripts/session-db.ts turns --role user --limit 80
npx tsx scripts/session-db.ts turns --role user --short --limit 100
npx tsx scripts/session-db.ts ngrams --n 2 --min-count 3 --limit 50
npx tsx scripts/session-db.ts ngrams --n 3 --min-count 3 --limit 50
npx tsx scripts/session-db.ts search "literal or fuzzy lead" --role user --limit 25
npx tsx scripts/session-db.ts context <message_key> --before 4 --after 8
npx tsx scripts/session-db.ts context <message_key> --before 4 --after 8 --compact --hide-tools
npx tsx scripts/session-db.ts examples --text "Go ahead." --limit 5 --before 3 --after 5
npx tsx scripts/session-db.ts sample --turns 5 --examples 2 --before 3 --after 5
npx tsx scripts/session-db.ts interventions --limit 30 --min-score 2 --sort score
npx tsx scripts/session-db.ts interventions --limit 30 --min-score 2 --sort recent
npx tsx scripts/session-db.ts interventions --signal autonomy_boundary,evidence_challenge --limit 20
npx tsx scripts/session-db.ts interventions --project quackdb --since 2026-06-01 --limit 20
npx tsx scripts/session-db.ts interventions --sample --limit 10 --min-score 2
npx tsx scripts/session-db.ts interventions --pasted include --limit 20 --min-score 2
npx tsx scripts/session-db.ts interventions --pasted only --limit 20 --min-score 2
npx tsx scripts/session-db.ts interventions --context --limit 10 --min-score 2 --sort recent --before 4 --after 6
npx tsx scripts/session-db.ts sql "select ..."

Read the full file on GitHub · 136 lines

Files

What ships with it

12 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.

Changes

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.

2mo ago Changed · +1 lines 0c1ea2750108
2mo ago First seen · 135 lines · 58 tokens per session scan A 80b639c6b9f6

Subscribe to this mod's changes

session-reflect is a skill published in the GitHub repository dannote/dot-pi (57 stars, last pushed 2d ago), licensed MIT. It adds 58 tokens to every session and 1,492 once invoked, about $0.0002 per session on Opus 5.5. 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.

Analytics and metrics agent-skills ast-grep coding-agent extensions skills web-search

session-reflect next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
session-reflectdannote/dot-pi	Skill	57	2d ago	MIT	A	58	Claude Code, Codex
a0-developmentagent0ai/agent-zero	Skill	20k	yesterday	none	A	24	Claude Code, Codex
temporal-developertemporalio/skill-temporal-developer	Skill	236	yesterday	MIT	A	173	Claude Code, Codex
cafleethimkt/cafleet	Skill	56	yesterday	MIT	A	62	Claude Code, Codex
anycap-human-interactionanycap-ai/anycap	Skill	50	16d ago	MIT	A	190	Claude Code
anycap-media-productionanycap-ai/anycap	Skill	50	16d ago	MIT	A	167	Claude Code
anycap-blog-productionanycap-ai/anycap	Skill	50	16d ago	MIT	A	143	Claude Code, Codex