Iptvnator Sqlite DB Worker
4gray/iptvnator
A skill your agent uses when changing Electron SQLite IPC, database-worker operations, request-scoped progress or cancellation, worker packaging, or runtime verification of non-EPG database work.
Every Catapult GPS metric — ACWR, velocity benchmarks, load reports — from one command, with a local SQLite mirror for offline analysis.
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connect --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .claude/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .claude/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connectType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .agents/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .agents/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .cursor/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .cursor/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/mvanhorn/printing-press-library.git --path cli-skills/pp-catapult-openfield-connect--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .gemini/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .gemini/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connectInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .github/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .github/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .github/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mvanhorn/printing-press-library pp-catapult-openfield-connect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cli-skills/pp-catapult-openfield-connect .opencode/skills/pp-catapult-openfield-connect && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pp-catapult-openfield-connect" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-catapult-openfield-connect into .opencode/skills/pp-catapult-openfield-connect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-catapult-openfield-connect", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pp-catapult-openfield-connectEvery Catapult GPS metric — ACWR, velocity benchmarks, load reports — from one command, with a local SQLite mirror for offline analysis.
Pp Catapult Openfield Connect is an agent skill from mvanhorn/printing-press-library. Every Catapult GPS metric — ACWR, velocity benchmarks, load reports — from one command, with a local SQLite mirror for offline analysis. Trigger phrases: check ACWR for the squad, what is the player load from today's session, compare the last two matches, who is at injury risk, generate a weekly load report, sync Catapult data, use catapult-openfield-connect, run catapult CLI.
Its SKILL.md is about 8.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Databases. It works with SQLite. The repository describes itself as: Official library of CLIs generated by the CLI Printing Press. Endorsed, tested, and community-contributed. The licence is Apache-2.0.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit d9a1696. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadBashFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
goclaudenpxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
CATAPULT_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pp Catapult Openfield Connect loads about 8.2k tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 3,170 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, BashAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from mvanhorn/printing-press-library at commit d9a1696, republished under its Apache-2.0 licence (© mvanhorn). 3,170 words, ~8,227 tokens.
.claude/skills/pp-catapult-openfield-connect/SKILL.md (or your agent's skills folder).<!-- GENERATED FILE — DO NOT EDIT.
This file is a verbatim mirror of library/health/catapult-openfield-connect/SKILL.md,
regenerated post-merge by tools/generate-skills/. Hand-edits here are
silently overwritten on the next regen. Edit the library/ source instead.
See the repository agent guide, section "Generated artifacts: registry.json, cli-skills/". -->
This skill drives the catapult-openfield-connect-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:
$HOME/.local/bin on macOS/Linux and %LOCALAPPDATA%\Programs\PrintingPress\bin on Windows:npx -y @mvanhorn/printing-press-library install catapult-openfield-connect --cli-onlycatapult-openfield-connect-pp-cli --version$PATH for the agent/runtime that will invoke this skill.If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.5 or newer). This installs into $GOPATH/bin (default $HOME/go/bin), so add that directory to $PATH instead:
go install github.com/mvanhorn/printing-press-library/library/health/catapult-openfield-connect/cmd/catapult-openfield-connect-pp-cli@latestIf --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.
catapult-openfield-connect-pp-cli syncs your OpenField data into a local SQLite store and unlocks computations the API cannot do alone: 28-day ACWR dashboards, personal velocity bests, session diffs, and positional benchmarks — all scriptable, pipeable, and agent-native. What used to require a custom R script now takes one command.
Use this CLI for any Catapult OpenField data task: pulling session stats, checking squad ACWR, comparing matches, generating load reports, or giving an agent access to athlete GPS data without manual OpenField exports. It is the only CLI surface for OpenField; the alternative is the catapultR R package or the web UI.
Do not use this CLI for:
These capabilities aren't available in any other tool for this API.
acwr — Instant acute:chronic workload ratios for any athlete or the full squad, color-coded into safe (0.8-1.3), caution, and danger (>1.5) zones.
Reach for this when asked who is at injury risk or for the morning workload check.
catapult-openfield-connect-pp-cli acwr --squad --metric total_player_load --flag-risk --agentreport — One-command weekly summary — total Player Load, session count, ACWR, max velocity vs PB, monotony, strain, and risk flags — exportable as markdown or CSV.
Reach for this when a coach briefing or weekly load summary is requested.
catapult-openfield-connect-pp-cli report --week --squad --format markdown --export ./week_load.mdpb — Compares recent session values against each athlete's all-time or rolling personal best, with readiness % and 3-session trend arrows.
Use before deciding who trains at full intensity today.
catapult-openfield-connect-pp-cli pb --metric max_vel --vs-peak --agentbenchmark — Ranks any athlete against positional peers for a metric: percentile rank, squad median, and position median with outlier flags.
Use after match debriefs to answer how an athlete compares to peers.
catapult-openfield-connect-pp-cli benchmark --metric total_distance --percentile --agentdiff — Side-by-side comparison of two sessions (by ID, date, or last/prev) showing absolute and percentage change per metric and per athlete.
Use to diagnose travel fatigue and fixture congestion between consecutive matches.
catapult-openfield-connect-pp-cli diff last prev --squad --metrics total_player_load,max_vel --agentrtp — Tracks an injured athlete's load progression session-by-session as a percentage of squad average or a pre-injury baseline window.
Use when managing return-to-play decisions to give medical staff quantitative progression data.
catapult-openfield-connect-pp-cli rtp --athlete top --target-metric total_player_load --vs-squad --threshold 85 --agentheatmap — Renders an athlete-by-period intensity matrix for a session — ANSI heatmap on a terminal, JSON matrix for agents — surfacing where fatigue compounded.
Use after matches to diagnose second-half performance drops.
catapult-openfield-connect-pp-cli heatmap --activity last --metric total_player_load --jsonactivities — Training sessions and matches
catapult-openfield-connect-pp-cli activities annotations — Annotations on an activitycatapult-openfield-connect-pp-cli activities athletes — Athletes who participated in an activitycatapult-openfield-connect-pp-cli activities devices — Devices used in an activitycatapult-openfield-connect-pp-cli activities get — Get one activity; use --embed all for tag/athlete detailcatapult-openfield-connect-pp-cli activities list — List activities (sessions and matches) with venue and timingcatapult-openfield-connect-pp-cli activities periods — Periods (halves, quarters, drills) within an activityannotations — Annotation metadata
catapult-openfield-connect-pp-cli annotations — List annotation categoriesathletes — Athletes registered in the OpenField account
catapult-openfield-connect-pp-cli athletes annotations — Annotations recorded against an athletecatapult-openfield-connect-pp-cli athletes bands — Velocity/acceleration band thresholds configured for an athletecatapult-openfield-connect-pp-cli athletes list — List all athletes with physical attributes, jersey numbers, and positionscustomer — Account info and settings
catapult-openfield-connect-pp-cli customer get — Customer account infocatapult-openfield-connect-pp-cli customer settings — User settings including velocity and distance unitsparameters — The 200+ metric catalog (Player Load, banded velocity, heart rate...)
catapult-openfield-connect-pp-cli parameters — List every parameter (metric) available in OpenField, with slugs used by stats queriesperiods — Periods across activities
catapult-openfield-connect-pp-cli periods annotations — Annotations on a periodcatapult-openfield-connect-pp-cli periods athletes — Athletes in a periodsensor — Raw 10Hz sensor data, IMA events, and velocity/acceleration efforts
catapult-openfield-connect-pp-cli sensor data — 10Hz sensor stream for one athlete in one activity (large; requires sensor-read-only scope)catapult-openfield-connect-pp-cli sensor efforts — Generation-2 velocity or acceleration efforts for one athlete in one activitycatapult-openfield-connect-pp-cli sensor events — IMA events (jumps, dives, sport-specific movements) for one athlete in one activitystats — The stats query engine — computed metrics with grouping and filters
catapult-openfield-connect-pp-cli stats — Query computed statistics.teams — Teams in the account
catapult-openfield-connect-pp-cli teams — List teamsvenues — Venues
catapult-openfield-connect-pp-cli venues get — Get one venuecatapult-openfield-connect-pp-cli venues list — List venuesThis printed CLI owns bounded freshness only for registered store-backed read command paths. In --data-source auto mode, those paths check sync_state and may run a bounded refresh before reading local data. --data-source local never refreshes. --data-source live reads the API and does not mutate the local store. Set CATAPULT_OPENFIELD_CONNECT_NO_AUTO_REFRESH=1 to skip the freshness hook without changing source selection.
Covered paths:
catapult-openfield-connect-pp-cli activitiescatapult-openfield-connect-pp-cli activities listcatapult-openfield-connect-pp-cli annotationscatapult-openfield-connect-pp-cli athletescatapult-openfield-connect-pp-cli athletes listcatapult-openfield-connect-pp-cli parameterscatapult-openfield-connect-pp-cli sensorcatapult-openfield-connect-pp-cli teamscatapult-openfield-connect-pp-cli venuescatapult-openfield-connect-pp-cli venues listcatapult-openfield-connect-pp-cli customercatapult-openfield-connect-pp-cli customer getcatapult-openfield-connect-pp-cli customer settingsWhen JSON output uses the generated provenance envelope, freshness metadata appears at meta.freshness. Treat it as current-cache freshness for the covered command path, not a guarantee of complete historical backfill or API-specific enrichment.
When you know what you want to do but not which command does it, ask the CLI directly:
catapult-openfield-connect-pp-cli which "<capability in your own words>"which resolves a natural-language capability query to the best matching command from this CLI's curated feature index. Exit code 0 means at least one match; exit code 2 means no confident match — fall back to --help or use a narrower query.
catapult-openfield-connect-pp-cli acwr --squad --flag-risk --agent --select athlete_name,acwr,risk_zoneRun before every training session to see who is in the caution or danger zone.
catapult-openfield-connect-pp-cli stats --parameters total_player_load,total_distance,max_vel --group-by athlete --jsonThe primary data pull after every session.
catapult-openfield-connect-pp-cli diff last prev --squad --metrics total_player_load,max_vel --agent --select athlete_name,metric,delta_pctPercentage change per athlete per metric between matches; --select keeps agent context tight.
catapult-openfield-connect-pp-cli search "velocity" --type parameters --limit 10Discover exact slugs before building a stats query.
catapult-openfield-connect-pp-cli report --week --squad --format markdown --export ./week12_load.mdPaste directly into the coach briefing doc.
OpenField Connect accepts a long-lived API token (create one in OpenField under API Tokens) sent as a Bearer header. Set CATAPULT_TOKEN in your environment or run auth set-token. Regional hosts differ: this CLI defaults to the Americas host (us.catapultsports.com); override base_url in config for APAC/EMEA tenants.
Run catapult-openfield-connect-pp-cli doctor to verify setup.
Add --agent to any command. Expands to: --json --compact --no-input --no-color --yes.
Pipeable — JSON on stdout, errors on stderr
Filterable — --select keeps a subset of fields. Dotted paths descend into nested structures; arrays traverse element-wise. Critical for keeping context small on verbose APIs:
catapult-openfield-connect-pp-cli activities list --agent --select id,name,statusPreviewable — --dry-run shows the request without sending
Offline-friendly — sync/search commands can use the local SQLite store when available
Non-interactive — never prompts, every input is a flag
Read-only — do not use this CLI for create, update, delete, publish, comment, upvote, invite, order, send, or other mutating requests
Commands that read from the local store or the API wrap output in a provenance envelope:
{
"meta": {"source": "live" | "local", "synced_at": "...", "reason": "..."},
"results": <data>
}Parse .results for data and .meta.source to know whether it's live or local. A human-readable N results (live) summary is printed to stderr only when stdout is a terminal AND no machine-format flag (--json, --csv, --compact, --quiet, --plain, --select) is set — piped/agent consumers and explicit-format runs get pure JSON on stdout.
Agents should treat the CLI's path resolver as part of the runtime contract:
Use --home <dir> for one invocation, or set CATAPULT_OPENFIELD_CONNECT_HOME=<dir> to relocate all four path kinds under one root.
Use per-kind env vars only when a specific kind must diverge: CATAPULT_OPENFIELD_CONNECT_CONFIG_DIR, CATAPULT_OPENFIELD_CONNECT_DATA_DIR, CATAPULT_OPENFIELD_CONNECT_STATE_DIR, CATAPULT_OPENFIELD_CONNECT_CACHE_DIR.
Resolution order is per-kind env var, --home, CATAPULT_OPENFIELD_CONNECT_HOME, XDG (XDG_CONFIG_HOME, XDG_DATA_HOME, XDG_STATE_HOME, XDG_CACHE_HOME), then platform defaults.
config contains settings like config.toml and profiles. data contains credentials.toml, data.db, cookies, and auth sidecars. state contains persisted queries, jobs, and teach.log. cache contains regenerable HTTP/cache files.
Stored secrets live in credentials.toml under the data dir. Existing legacy config.toml secrets are read for compatibility and leave config.toml on the first auth write.
Run catapult-openfield-connect-pp-cli doctor --fail-on warn to surface path and credential-location warnings. agent-context exposes a schema v4 paths block for agents that need the resolved dirs.
For MCP, pass relocation through the MCP host config. The MCP binary does not inherit CLI flags:
{
"mcpServers": {
"catapult-openfield-connect": {
"command": "catapult-openfield-connect-pp-mcp",
"env": {
"CATAPULT_OPENFIELD_CONNECT_HOME": "/srv/catapult-openfield-connect"
}
}
}
}Fleet precedence: an inherited per-kind env var overrides an explicit --home for that kind. Use CATAPULT_OPENFIELD_CONNECT_HOME or per-kind vars as durable fleet levers, and use --home only for a single invocation. Relocation is not reversible by unsetting env vars; move files manually before clearing CATAPULT_OPENFIELD_CONNECT_HOME, or doctor will not find credentials left under the former root.
This CLI ships a self-capturing learning loop. The CLI does its own bookkeeping: every invocation is journaled locally, a failed flag followed by a corrected retry auto-derives a flag_alias candidate, and a teach on a query family without a playbook auto-synthesizes a playbook_candidate from the session's journal. Your job is judgment only: recall first, act on surfaced candidates, teach the final answer, playbook amend when you observe a correction. You never record failures by hand.
recall before any discoveryBefore list/search/drill commands on a new user question, run:
catapult-openfield-connect-pp-cli recall "<user's question>" --agentThe response envelope:
{
"query": "...",
"normalized": "<normalized form>",
"query_entities": ["..."],
"found": true | false,
"match_score": 0.0,
"results": [
{ "resource_id": "...", "resource_type": "...", "venue": "...",
"confidence": 2, "entity_match": "exact|partial|unknown",
"source": "taught|preseed|pattern", "warnings": ["..."] }
],
"mismatches": [ /* only when --debug-mismatches */ ],
"warnings": [ /* top-level */ ],
"candidates": [
{ "id": 12, "class": "flag_alias | playbook_candidate",
"summary": "...", "sightings": 3, "last_seen": "...",
"rationale": "...",
"next_action": ["<trial command>", "catapult-openfield-connect-pp-cli learnings confirm 12"] }
],
"playbook": {
"query_family": "...",
"playbook": {
"steps": [ { "cmd": "<command with {slot} substitution>", "purpose": "..." } ],
"entity_slots": ["$ENTITY"],
"expected_tool_calls": 3
},
"slots_resolved": { "$ENTITY": { "token": "<live token>", "canonical": "<canonical>" } },
"notes": "<workarounds + gotchas for this query family>"
},
"notes": "<duplicate surface for non-playbook callers>"
}Empty-store short-circuit: if the store has no learnings, playbooks, or candidates yet (recall finds nothing and learnings list and learnings candidates are both empty), skip recall for the rest of this session instead of taxing every query; resume recall-first once something has been taught.
Read candidates, playbook, notes, results[0], and warnings in that order:
if Candidates present (warnings include "candidates_present"):
-> candidates are try-then-confirm, never facts. Follow each candidate's
two-step next_action verbatim: run the trial command first, then run
`learnings confirm <id>` only after the trial verified the behavior.
Reject a wrong candidate with `learnings reject <id>`.
-> NEVER re-teach something recall surfaced as a candidate; confirm or
reject that candidate instead of teaching a duplicate.
-> candidates ride alongside playbooks and resource hits, not instead of
them; continue with the branches below after acting on them.
if Playbook present:
-> READ Playbook.notes verbatim FIRST (workarounds + gotchas the CLI surface doesn't expose)
-> replay Playbook.steps in order, substituting Playbook.slots_resolved entries
for the entity slot tokens. If a step's slot is unresolved, fall back to
discovery for that step only.
-> the Playbook's expected_tool_calls is a budget; if you find yourself running
materially more, record the divergence via `catapult-openfield-connect-pp-cli playbook amend`
at end-of-session.
elif Notes present (no Playbook):
-> read Notes verbatim before any discovery step; they carry known gotchas
for this query family even when no structured choreography exists yet.
elif Found AND Results[0].EntityMatch == "exact" AND Results[0].Confidence >= 2:
-> skip discovery; fetch live data for Results[*].ResourceID in parallel
elif Found AND Results[0].EntityMatch == "partial":
-> candidate hint, NOT a hit; read the resource title to validate before trusting
elif (any row in Mismatches[] when --debug-mismatches was passed):
-> treat as cold start; the stored learning is for a different entity
(different canonical resolved from query_entities)
else: // Found == false, no playbook, no notes
-> cold start; run discovery normally; teach the answer afterward (Step 4).
If the family has no playbook yet, that teach auto-synthesizes a
playbook candidate from this session's journal - you do not need to
record one by hand.Playbook and Notes are orthogonal to the per-resource path. A recall response can carry both a Playbook AND a Results[] hit - use both: the Playbook tells you which choreography to run; the resource hits short-circuit specific steps. Default to skipping mismatches; pass --debug-mismatches only when investigating cold-start surprises.
Candidate judgment details: learnings confirm <id> prints the candidate's full payload before materializing it - check that the printed payload matches the behavior you verified. learnings reject <id> tombstones the derivation signature so the same candidate does not resurface. The envelope carries only the few candidates worth acting on now; catapult-openfield-connect-pp-cli learnings candidates lists the full open set.
Graceful degradation: if learnings confirm is an unknown command, you are driving an older binary - ignore the candidates guidance and follow the rest of the protocol.
warningslow_confidence: row exists at confidence<2. Treat as a hint, not a skip-discovery hit.resource_not_in_store: the local store doesn't have the resource the learning points at. The match validator couldn't classify entities — direct-fetch and re-evaluate.cross_alias_match (per-result): the row was taught under a different alias and matched the live query's canonical via entity_lookups (e.g., a "USA" teach satisfying a "United States" recall). Trust the resource_id.similar_shape_different_entity:<canonical> (top-level): a structurally matching row exists but its canonical entity differs from the live query's. Treated as cold start; the warning carries the conflicting canonical as a hint, but the row is NOT promoted into Results.ambiguous_alias (top-level): a single query entity resolved to multiple canonicals (e.g., "Cards" → Arizona Cardinals + St. Louis Cardinals). Surface the ambiguity from context before committing to a resource.candidates_present (top-level): the envelope carries a candidates section. Handle it via the candidates branch in Step 2 before anything else.lookup_refresh_available (top-level): an entity in the query has no lookup row yet, but synced data could provide one. Run catapult-openfield-connect-pp-cli sync to refresh entity lookups.no_learnings_for_query_family: the table had no rows above the Jaccard floor. Pure cold start.teach & after finalizing your response - alwaysTeaching is unconditional. After resolving a query the store could not answer, background-teach the final resource mapping - no call-count threshold, no judging whether it was "worth" learning. The teach is the anchor of the loop: it triggers playbook synthesis for a family without a playbook, and same-referent phrasings fold into one family so near-duplicate teaches do not fragment the store. Fire it after assembling your user-facing response but BEFORE emitting it, with a shell & so the call returns immediately:
catapult-openfield-connect-pp-cli teach --query "<user's question>" --resource-type <type> --resource <id1> --resource <id2>
# (append shell `&` to background it)Silent on success. Errors only land in teach.log under the resolved state dir. Teach the most specific resource - if the user asked a broad question and you walked through parent records to find the specific answer, teach the leaf id, not the parent. The CLI uses seeded entity_lookups for cross-alias resolution at recall time, so a teach under one alias (e.g., "Niners") satisfies future queries under another alias (e.g., "49ers", "San Francisco") automatically.
PII rule: teach the structural question with identifiers stripped - never include names, emails, phone numbers, account ids, or other personal identifiers in taught queries or notes. The CLI scans teach queries for obvious email/phone shapes and warns, but does not block; strip before teaching rather than relying on the warning.
You do not need to decide whether a session "deserves" a playbook: a teach on a family without one auto-synthesizes a playbook_candidate from the session's journal, and the next session judges it via confirm/reject. Attach explicit playbook flags only when you already hold choreography worth recording verbatim - workarounds the CLI didn't surface (silently-dropped flags, undocumented params, pagination tricks, payload gotchas). Prefer the integrated one-call form - record the resource learning and the playbook in the same teach invocation:
# Common case: record both the resource learning AND the playbook in one call.
catapult-openfield-connect-pp-cli teach \
--query "<user's question>" \
--resource <id> \
--playbook-file ~/playbooks/<shape>.json \
--playbook-notes-file ~/playbooks/<shape>-notes.md
# (append shell `&` to background it)
# Alternate: playbook-only (no resource to record alongside).
catapult-openfield-connect-pp-cli teach-playbook \
--query "<user's question>" \
--playbook-file ~/playbooks/<shape>.json \
--notes-file ~/playbooks/<shape>-notes.mdPlaybook files are JSON with steps, entity_slots, expected_tool_calls. Notes files are markdown carrying the gotchas verbatim. File-free callers (MCP-only agents) pass the same content inline: --playbook-json and --playbook-notes on the integrated teach form, --playbook-json and --notes on teach-playbook. On the integrated teach form, the playbook flags are optional - omit them entirely for a resource-only teach. On the standalone teach-playbook form, at least one of the playbook and notes flags must be set; both empty is rejected. Playbooks are keyed on the structural query family (entities stripped) so a recipe taught from one entity-shaped query applies to every other query of the same shape, with slots_resolved binding the live query's canonical at recall time.
When you DO find a playbook on a future recall, treat it as ground truth: replay the steps with slots_resolved substitutions, skip the discovery that the choreography already documents, and read notes before any step.
playbook amend & when your debug response identifies a correctionIf your debug-protocol response identifies a concrete correction the notes or playbook should know — a workaround, an undocumented endpoint shape, a stale field name, observed schema drift, an empty-payload fallback — fire playbook amend BEFORE emitting your user-facing response. Same fire-and-forget posture as teach.
catapult-openfield-connect-pp-cli playbook amend \
--query "<exact recall query string>" \
--add-note "<your concrete correction>"
# (append shell `&` to background it)What counts as worth amending: a behavior you OBSERVED this session that future-you would benefit from knowing. Examples worth amending:
{meta, results}, payload nested two levels deeper than the docs claim).What does NOT belong in notes:
The amend command appends to the family's existing notes with a timestamped marker ([amend YYYY-MM-DDTHH:MMZ]: <text>). Multiple amends accumulate; the audit trail is visible. If no playbook exists yet for the family, amend creates a notes-only one (so cold-start corrections still land).
playbook amend notes are designed to potentially flow upstream as shared knowledge in future versions of the Printing Press. Keep them clean of user-identifying content so the upstream-contribution path stays open without retroactive scrubbing:
If a correction is only meaningful with user-specific context, it belongs in a personal note, not in the playbook amend.
catapult-openfield-connect-pp-cli learnings stats reports recall hit rate, teach-to-reuse, playbook resolution rate, and candidate confirm/reject counts from the local learn_events table. Rates are null until they have a denominator; everything stays on this machine. Use it to check whether the loop is earning its keep for this CLI.
--no-learn on a single command short-circuits both recall and the teach write path. Use for deterministic agent flows or tests that must not be affected by accumulated learnings.CATAPULT_OPENFIELD_CONNECT_NO_LEARN=true in the environment globally disables the pipeline.When you (or the agent) notice something off about this CLI, record it:
catapult-openfield-connect-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
catapult-openfield-connect-pp-cli feedback --stdin < notes.txt
catapult-openfield-connect-pp-cli feedback list --json --limit 10Entries are stored locally as feedback.jsonl under the resolved data dir. They are never POSTed unless CATAPULT_OPENFIELD_CONNECT_FEEDBACK_ENDPOINT is set AND either --send is passed or CATAPULT_OPENFIELD_CONNECT_FEEDBACK_AUTO_SEND=true. Default behavior is local-only.
Write what surprised you, not a bug report. Short, specific, one line: that is the part that compounds.
Every command accepts --deliver <sink>. The output goes to the named sink in addition to (or instead of) stdout, so agents can route command results without hand-piping. Three sinks are supported:
| Sink | Effect |
|---|---|
stdout | Default; write to stdout only |
file:<path> | Atomically write output to <path> (tmp + rename) |
webhook:<url> | POST the output body to the URL (application/json or application/x-ndjson when --compact) |
Unknown schemes are refused with a structured error naming the supported set. Webhook failures return non-zero and log the URL + HTTP status on stderr.
A profile is a saved set of flag values, reused across invocations. Use it when a scheduled or recurring agent reuses the same saved flags while providing different input each run.
catapult-openfield-connect-pp-cli profile save briefing --json
catapult-openfield-connect-pp-cli --profile briefing activities list
catapult-openfield-connect-pp-cli profile list --json
catapult-openfield-connect-pp-cli profile show briefing
catapult-openfield-connect-pp-cli profile delete briefing --yesExplicit flags always win over profile values; profile values win over defaults. agent-context lists all available profiles under available_profiles so introspecting agents discover them at runtime.
| Code | Meaning |
|---|---|
| 0 | Success |
| 2 | Usage error (wrong arguments) |
| 3 | Resource not found |
| 4 | Authentication required |
| 5 | API error (upstream issue) |
| 7 | Rate limited (wait and retry) |
| 10 | Config error |
Parse $ARGUMENTS:
help, or --help → show catapult-openfield-connect-pp-cli --help outputinstall → ends with mcp → MCP installation; otherwise → see Prerequisites above--agent)go install github.com/mvanhorn/printing-press-library/library/health/catapult-openfield-connect/cmd/catapult-openfield-connect-pp-mcp@latestclaude mcp add catapult-openfield-connect-pp-mcp -- catapult-openfield-connect-pp-mcpclaude mcp listwhich catapult-openfield-connect-pp-cli
If not found, offer to install (see Prerequisites at the top of this skill).--agent flag:catapult-openfield-connect-pp-cli acwr --squad --flag-risk --agentcatapult-openfield-connect-pp-cli activities --help.© mvanhorn, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in cli-skills/pp-catapult-openfield-connect of mvanhorn/printing-press-library.
Open the folder on GitHubat commit d9a1696
Pp Catapult Openfield Connect next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pp Catapult Openfield Connect this skillmvanhorn/printing-press-library | 2.1k | — | ~8.2k | Automated safety check: Notes | Apache-2.0 | |
| Iptvnator Sqlite DB Worker4gray/iptvnator | 7.3k | — | ~824 | Automated safety check: Pass | MIT | |
| Restore Legacy Sessionszai-org/ZCode | 7.7k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Analyze Nsys Profilemlc-ai/pith-train | 355 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Reactive Sqlite UIfastrepl/anarlog | 9.5k | — | ~699 | Automated safety check: Pass | MIT | |
| Composer Forensicsdxos/dxos | 526 | — | ~3.1k | Automated safety check: Pass | Custom licence |
4gray/iptvnator
A skill your agent uses when changing Electron SQLite IPC, database-worker operations, request-scoped progress or cancellation, worker packaging, or runtime verification of non-EPG database work.
zai-org/ZCode
A skill your agent uses when ZCode needs to inspect, plan, or execute restoration of old ACP-era ZCode sessions from ~/.zcode/v2/sessions into the new ZCode task/session stores.
mlc-ai/pith-train
Query a captured PithTrain Nsight Systems profile to measure compute/communication overlap, locate exposed comm by DualPipeV stage, and inspect per-rank stream behavior.
fastrepl/anarlog
Build SQLite-backed reactive UI in apps/desktop using stable patterns for reads, selection, forms, writes, and loading states.
dxos/dxos
Forensically inspect and repair Composer browser profiles — offline (Chrome OPFS / SQLite extract) or live via /recovery.html debug port.
fastrepl/anarlog
Design or review schemas for crates/cloudsync using SQLite Sync constraints, not generic SQLite advice.
mvanhorn/printing-press-library
Desktop automation through the real Rust agent-desktop CLI, published in Printing Press through a small bridge.
mvanhorn/printing-press-library
Search, browse, and download Google Fonts from the terminal via the gfonts CLI.
mvanhorn/printing-press-library
The free, offline Trigger phrases: search 1688 for, find a factory on 1688 for, wholesale price on 1688 for, who is the cheapest supplier on 1688 for, compare 1688 suppliers for, use 1688, run 1688.
mvanhorn/printing-press-library
Inspect known Activity Japan plan IDs or URLs, compare dated prices and sessions, check language-sitemap coverage, and hand off to canonical booking pages.
mvanhorn/printing-press-library
Every Admin By Request portal action, plus a local SQLite mirror of audit, events, inventory and requests for ad-hoc...
mvanhorn/printing-press-library
macOS screen capture, window recording, GIF conversion, and agent evidence bundles from the terminal.
Works with
Categories
Every Catapult GPS metric — ACWR, velocity benchmarks, load reports — from one command, with a local SQLite mirror for offline analysis. Pp Catapult Openfield Connect is an agent skill from mvanhorn/printing-press-library. Every Catapult GPS metric — ACWR, velocity benchmarks, load reports — from one command, with a local SQLite mirror for offline analysis.
Pp Catapult Openfield Connect fits situations like: phrases: check ACWR for the squad; what is the player load from todays session; compare the last two matches; who is at injury risk.
Run `npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a claude-code`. Or copy the skill folder (cli-skills/pp-catapult-openfield-connect in mvanhorn/printing-press-library) into .claude/skills/pp-catapult-openfield-connect in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a codex`. Or copy the skill folder (cli-skills/pp-catapult-openfield-connect in mvanhorn/printing-press-library) into .agents/skills/pp-catapult-openfield-connect in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mvanhorn/printing-press-library --skill pp-catapult-openfield-connect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pp-catapult-openfield-connect, .gemini/skills/pp-catapult-openfield-connect, .github/skills/pp-catapult-openfield-connect and .opencode/skills/pp-catapult-openfield-connect in your project.
Going by SKILL.md and its folder, Pp Catapult Openfield Connect needs the command-line tools its instructions call (go, claude and npx) and credentials named CATAPULT_TOKEN. Our summary lists: Node.js. Its frontmatter pre-approves these tools: Read, Bash.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Pp Catapult Openfield Connect is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 8.2k tokens (SKILL.md is roughly 33k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Pp Catapult Openfield Connect: Iptvnator Sqlite DB Worker (4gray/iptvnator, 7.3k stars), Restore Legacy Sessions (zai-org/ZCode, 7.7k stars), Analyze Nsys Profile (mlc-ai/pith-train, 355 stars) and Reactive Sqlite UI (fastrepl/anarlog, 9.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mvanhorn (a GitHub user) maintains it in mvanhorn/printing-press-library, which has 2,056 GitHub stars. The repository holds 506 skills in this directory. The repository was last updated on October 9, 2026.
Source: mvanhorn/printing-press-library on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.