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decentralizeallengineering

Small, tested, Apache-2.0 tools from running a fleet of Claude Code agents and local LLMs on our own hardware every day. Mostly standard-library Python. Each repo stands alone, has CI, and has a v0.1.0 release.

Agent cost and usage

Measure Claude Code usage and spend fewer tokens for the same work.

repo what it does
pacekeeper Claude Code usage pacing: 5h and 7d meters from the status line, %/hour targets, budgets, spend by project, and a wind-down hook.
turnthrift Fewer turns, shorter replies: burst runs many reads in one call; hooks nudge batching and brevity in Claude Code.
leanagents Route Claude Code subagents to small-prompt agent types and cheaper models automatically.
autocontext Let an agent pick its own context window and autocompact threshold from measured cost and re-reads.
hushwire Cut cross-session agent messages: status-only gate, digests, message stats.
escalator Cheap-first patch pipeline: a local model drafts, a gate checks, a reviewer reviews, a stronger model fixes on red.
qsum Extractive digests of long files through a local OpenAI-compatible endpoint.
codeindex Fast local code index for agents to find symbols and files without an LLM.

Session orchestration

Run, schedule and hand over many long-running Claude Code sessions.

repo what it does
supra-orchestrator Run a fleet of Claude Code agent sessions from one orchestrator: order ledger, cadence, escalation.
fleetwarden Guardrail hooks and a session launcher for running many Claude Code sessions: cadence, agent routing, protected dirs, rm and wait guards, intent injection.
tickwise Adaptive tick intervals for long-running agent sessions: slow down when nothing changes, speed up on change.
diplomat One idle agent session per machine: watch, triage alarms, relieve load, CPU efficiency.
opsledger Turn a big multi-part order into deduped, deconflicted asks with evidence-backed status and a percent-complete ledger.
oldest-asks Find what a person asked their agents for that was never delivered, oldest first, with at most 5 Haiku workers.
landbot Local merge queue for AI-agent branches: batch, gate, bisect, land. No CI service needed.
billet Billet turnover for long-running Claude Code sessions: performance-based degradation check, verified turnover brief, clean successor.

Agent quality

Keep agents on your stated intent, verify that work is done, and get stuck agents moving.

repo what it does
intentpin Pin the person's own words into every Claude Code session start and compaction, newest wins.
anti-lobotomy Audit a Claude Code setup for silent context loss: compactions, truncated reads, silent model rewrites, rule bloat and alarm noise.
donegate Claude Code Stop hook: no 'done' without a test run after the last edit; replies kept short.
zoomout Step back when an agent is stuck: how top practitioners would approach it, then continue, pivot or simplify.
freshlook Escalate a project to a fresh, independent auditor that sees only code and intent; ranks complexity to remove.
breakthroughs 3-10 cheap agents brainstorm anything that could work on a project; one stronger agent scores reliability.

Homelab and GPU

Run local LLM servers on your own hardware without cooking it.

repo what it does
llm-rig Run local LLM servers in libvirt VMs with GPU passthrough: bring up, provision, status, benchmark.
vmlease Lease-based libvirt VM orchestration for agent fleets: agents lease, a reaper reclaims, no hand virsh.
gpu-handoff Hand a passthrough GPU between a libvirt VM and the Linux host at runtime, no reboot: precheck, dry-run, rollback.
modelstage Staged rollout of local LLM model files (GGUF) across machines: sha-verified, health-gated switch, automatic rollback.
gsched GPU airtime scheduler with leases, plus a queue wrapper that books GPU time.
jobq One door for heavy jobs across nodes, each run in its own cgroup slice with limits and a queue.
rigwatch Homelab GPU and VM safety: temperature guards, VM and GPU leases, RAM guard, heavy-job enforcer, and a boot check for LLM containers that started without CUDA.
nascare NAS care on Linux: heat policy, spin-down, SMART and pool health, ZFS error-growth alerts.
corsair-fans Temperature-driven fan control for a Corsair Commander Core on Linux, using the liquidctl CLI.

Office files

Reliable PDF, Word and Excel operations for LLM tool layers, plus grading and test data.

repo what it does
pdfops Python library of PDF operations for LLM agents: extract text and tables, merge, split and fill forms, with JSON schemas for tool calls.
docxops Word .docx operations for LLM agents in Python, including a real table of contents, with JSON-schema tool definitions.
xlsxops Excel .xlsx operations for LLM agents in Python (openpyxl), with JSON-schema tool definitions and safe saves.
officecheck Deterministic grader for .docx, .xlsx, .pptx and .pdf outputs: a JSON spec goes in, pass or fail per check comes out, no model judge.
fakepii-docs Synthetic test corpus generator for PII masking: fake personal data in docx, xlsx, pptx, pdf and csv, with ground truth and a leak scorer.

Contributions: see each repo's CONTRIBUTING.md. License: Apache-2.0.

Popular repositories Loading

  1. landbot landbot Public

    Local merge queue for AI-agent branches: batch, gate, bisect, land. No CI service needed.

    Python

  2. fleetwarden fleetwarden Public

    Guardrail hooks and a session launcher for running many Claude Code sessions: cadence, agent routing, protected dirs, rm and wait guards, intent injection.

    Python

  3. codeindex codeindex Public

    Fast local code index for agents to find symbols and files without an LLM.

    Python

  4. qsum qsum Public

    Extractive digests of long files through a local OpenAI-compatible endpoint.

    Python

  5. opsledger opsledger Public

    Turn a big multi-part order into deduped, deconflicted asks with evidence-backed status and a percent-complete ledger.

    Python

  6. anti-lobotomy anti-lobotomy Public

    Audit a Claude Code setup for silent context loss: compactions, truncated reads, silent model rewrites, rule bloat and alarm noise.

    Python