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Merge reviewed context accounting with aggregate registry binding
Source-PR: https://github.com/affaan-m/ECC/pull/2819
Source-Head: f4d06f7211
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{"coverage":{"skills":292,"withTriggers":32},"generatedAt":"2026-09-24T23:51:22.784Z","id":"skill-triggers@1","model":{"effort":null,"id":"hand-seeded","source":"manual-curation-pending-regeneration"},"registryDigest":"564dd9225a252bbeed2cf4c474500779681353cbaccfb8df4e0838840e04da5a","schemaVersion":1,"triggers":{"skill:api-connector-builder":["add api integration","new provider connector","match existing integration pattern"],"skill:api-design":["rest endpoint design","pagination api","status codes","api versioning","rate limiting api","resource naming","filtering api","api error responses","offset pagination","limit query parameter","pagination defaults"],"skill:backend-patterns":["express api","node backend architecture","nextjs api routes","server side patterns","data access layer","static file server","url path handling","file server"],"skill:browser-qa":["deployed feature test","visual regression screenshots","core web vitals check","axe accessibility audit","ship do not ship","staging verification"],"skill:canary-watch":["post deploy monitoring","smoke test url","production url check","console errors production","sse stream check","after deploy verification"],"skill:code-tour":["onboarding walkthrough","explain subsystem","architecture tour","pr walkthrough","rca tour"],"skill:coding-standards":["code review standards","naming conventions","readability review","immutability conventions","fix naming typo","export naming","consistent exports"],"skill:content-hash-cache-pattern":["cache file processing","content addressed cache","sha256 hash cache"],"skill:database-migrations":["zero downtime migration","schema change production","add column large table","backfill data","expand contract","concurrent index","migration rollback","prisma migration","django migration"],"skill:deployment-patterns":["ci cd setup","dockerize app","health checks","rollback strategy","production readiness","deploy pipeline","containerize application"],"skill:design-system":["design tokens","visual consistency audit","css custom properties","ui audit","design system bootstrap"],"skill:django-patterns":["django orm","drf api","django rest framework","django caching","django signals","django middleware"],"skill:django-security":["django authentication","csrf protection","sql injection prevention","xss prevention","django deployment security","role based access control","authorization middleware","permissions checks"],"skill:docker-patterns":["dockerfile review","docker compose setup","container security","multi service orchestration"],"skill:error-handling":["error types","retry logic","circuit breaker","user facing errors","exception handling patterns","typed errors","error boundaries","go error handling","custom error class","error codes","config validation"],"skill:evm-token-decimals":["token decimals","wei conversion","erc20 balance off","bridge token precision"],"skill:frontend-a11y":["aria attributes","screen reader support","focus management","semantic html","form labeling","keyboard navigation react","a11y lint errors"],"skill:git-workflow":["merge vs rebase","commit conventions","resolve merge conflict","branching strategy","clean up commits","pull request cleanup","git history tidy"],"skill:hexagonal-architecture":["ports and adapters","dependency injection boundaries","decouple domain from io"],"skill:kubernetes-patterns":["kubernetes manifests","kubectl debugging","pod probes","k8s rbac","autoscaling config","configmap secrets"],"skill:orch-fix-defect":["fix a bug","broken behavior","regression fix","reproduce bug","defect repair"],"skill:postgres-patterns":["slow postgres query","query optimization","index design","rls policies","supabase schema","postgres indexing","database performance","schema design postgres","postgres driver","node postgres","query planner"],"skill:python-patterns":["pythonic code","pep 8","type hints python","python code review","idiomatic python"],"skill:python-testing":["pytest fixtures","mocking python","parametrized tests","coverage python","tdd python"],"skill:redis-patterns":["cache aside pattern","distributed lock","redis rate limiting","cache invalidation"],"skill:regex-vs-llm-structured-text":["parse invoice","extract receipt data","text extraction pipeline","parse form fields","cheap document parser","extract table data","parse log lines","parse access logs","common log format","log line parsing"],"skill:rust-patterns":["rust ownership","borrow checker","rust error handling","traits rust","rust concurrency","idiomatic rust"],"skill:search-first":["find existing library","npm package research","before writing custom code","evaluate existing tools","add dependency research"],"skill:security-review":["security audit","authentication review","sanitize user input","secrets handling","payment security checklist","prevent injection attacks","secure api endpoints","authn authz review","vulnerability checklist","input validation security","parameterized queries","sql injection"],"skill:securityLine truncated
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{"coverage":{"skills":292,"withTriggers":32},"generatedAt":"2026-09-24T23:51:22.784Z","id":"skill-triggers@1","model":{"effort":null,"id":"hand-seeded","source":"manual-curation-pending-regeneration"},"registryDigest":"9370c5cc7031b75cd62abb0fddb0f8577d0bb7e495c632605f65d4420a544e05","schemaVersion":1,"triggers":{"skill:api-connector-builder":["add api integration","new provider connector","match existing integration pattern"],"skill:api-design":["rest endpoint design","pagination api","status codes","api versioning","rate limiting api","resource naming","filtering api","api error responses","offset pagination","limit query parameter","pagination defaults"],"skill:backend-patterns":["express api","node backend architecture","nextjs api routes","server side patterns","data access layer","static file server","url path handling","file server"],"skill:browser-qa":["deployed feature test","visual regression screenshots","core web vitals check","axe accessibility audit","ship do not ship","staging verification"],"skill:canary-watch":["post deploy monitoring","smoke test url","production url check","console errors production","sse stream check","after deploy verification"],"skill:code-tour":["onboarding walkthrough","explain subsystem","architecture tour","pr walkthrough","rca tour"],"skill:coding-standards":["code review standards","naming conventions","readability review","immutability conventions","fix naming typo","export naming","consistent exports"],"skill:content-hash-cache-pattern":["cache file processing","content addressed cache","sha256 hash cache"],"skill:database-migrations":["zero downtime migration","schema change production","add column large table","backfill data","expand contract","concurrent index","migration rollback","prisma migration","django migration"],"skill:deployment-patterns":["ci cd setup","dockerize app","health checks","rollback strategy","production readiness","deploy pipeline","containerize application"],"skill:design-system":["design tokens","visual consistency audit","css custom properties","ui audit","design system bootstrap"],"skill:django-patterns":["django orm","drf api","django rest framework","django caching","django signals","django middleware"],"skill:django-security":["django authentication","csrf protection","sql injection prevention","xss prevention","django deployment security","role based access control","authorization middleware","permissions checks"],"skill:docker-patterns":["dockerfile review","docker compose setup","container security","multi service orchestration"],"skill:error-handling":["error types","retry logic","circuit breaker","user facing errors","exception handling patterns","typed errors","error boundaries","go error handling","custom error class","error codes","config validation"],"skill:evm-token-decimals":["token decimals","wei conversion","erc20 balance off","bridge token precision"],"skill:frontend-a11y":["aria attributes","screen reader support","focus management","semantic html","form labeling","keyboard navigation react","a11y lint errors"],"skill:git-workflow":["merge vs rebase","commit conventions","resolve merge conflict","branching strategy","clean up commits","pull request cleanup","git history tidy"],"skill:hexagonal-architecture":["ports and adapters","dependency injection boundaries","decouple domain from io"],"skill:kubernetes-patterns":["kubernetes manifests","kubectl debugging","pod probes","k8s rbac","autoscaling config","configmap secrets"],"skill:orch-fix-defect":["fix a bug","broken behavior","regression fix","reproduce bug","defect repair"],"skill:postgres-patterns":["slow postgres query","query optimization","index design","rls policies","supabase schema","postgres indexing","database performance","schema design postgres","postgres driver","node postgres","query planner"],"skill:python-patterns":["pythonic code","pep 8","type hints python","python code review","idiomatic python"],"skill:python-testing":["pytest fixtures","mocking python","parametrized tests","coverage python","tdd python"],"skill:redis-patterns":["cache aside pattern","distributed lock","redis rate limiting","cache invalidation"],"skill:regex-vs-llm-structured-text":["parse invoice","extract receipt data","text extraction pipeline","parse form fields","cheap document parser","extract table data","parse log lines","parse access logs","common log format","log line parsing"],"skill:rust-patterns":["rust ownership","borrow checker","rust error handling","traits rust","rust concurrency","idiomatic rust"],"skill:search-first":["find existing library","npm package research","before writing custom code","evaluate existing tools","add dependency research"],"skill:security-review":["security audit","authentication review","sanitize user input","secrets handling","payment security checklist","prevent injection attacks","secure api endpoints","authn authz review","vulnerability checklist","input validation security","parameterized queries","sql injection"],"skill:securityLine truncated
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@@ -43,6 +43,56 @@ Scan all component directories and estimate token consumption:
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- Estimate schema overhead at ~500 tokens per tool
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- Flag: servers with >20 tools, servers that wrap simple CLI commands (`gh`, `git`, `npm`, `supabase`, `vercel`)
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**Persisted-record bytes** (optional)
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For a local file diagnostic, explicitly select a stable, regular JSONL file or a snapshot you
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intend to inspect. Replace the example path below; this does not find or reconnect a session.
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The snippet prints aggregate byte counts only. It reads one line at a time, so memory use depends
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on the largest record; avoid very large records and actively growing files.
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```sh
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python3 - "/path/to/selected-session.jsonl" <<'EOF'
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import json
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import sys
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total = attachment = other = unclassified = 0
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try:
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with open(sys.argv[1], "rb") as source:
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for raw in source:
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size = len(raw)
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total += size
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try:
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record = json.loads(raw.decode("utf-8"))
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except (UnicodeDecodeError, json.JSONDecodeError):
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unclassified += size
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continue
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record_type = record.get("type") if isinstance(record, dict) else None
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if not isinstance(record_type, str):
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unclassified += size
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elif record_type == "attachment":
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attachment += size
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else:
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other += size
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except OSError:
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print("Cannot read selected JSONL file.", file=sys.stderr)
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raise SystemExit(1)
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pct = attachment * 100.0 / total if total else 0.0
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print(f"persisted {total}B | attachment records {attachment}B ({pct:.1f}%) | "
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f"other records {other}B | unclassified {unclassified}B")
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EOF
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```
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The three categories add up to the original file bytes, including line endings and blank lines.
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`attachment` is an exact record-type filter, not a guarantee about a harness's current internal
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schema. Other records have a different string `type`; malformed JSON, invalid UTF-8, nonobject
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values, missing or non-string types, and blank lines are unclassified. Neither category means
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"conversation," and the percentage is only a share of persisted bytes.
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These counts do not establish active context, remaining room, token usage, billing, or what a
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reconnect loads. For current harness-reported context and usage, use the version-appropriate
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[`/context` and `/usage` commands (`/cost` is an alias)](https://code.claude.com/docs/en/commands).
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**CLAUDE.md** (project + user-level)
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- Count tokens per file in the CLAUDE.md chain
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- Flag: combined total >300 lines
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