memfor
Theme
Motion
git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
claude "hi"
git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
codex "hi"

This installs agentware, the open-source engine behind memfor. No tagged release yet. These commands pin commit 3c25cdd.

Apache-2.0. No memfor account. Needs macOS or Linux (Windows via WSL), git, Python 3, bash, jq, and Claude Code or Codex.

Send setup steps to my computer Join the Teams waitlist

Run 42c8822 Own gold set (private corpus), recorded 25 June 2026, 05:30:54 UTC.

  • dirty tree · not cited
  • determinism ok
  • private corpus · not reproducible
Benchmark metrics
Metric Value Definition
Recall@5 0.6518 Mean over questions of |evidence ∩ top-k| / |evidence|.
nDCG@5 0.5579 With binary relevance.
MRR 0.5521 Mean of 1/rank of the first evidence session.
Precision@5 0.1393 Mean over questions of |evidence ∩ top-k| / k. It can't reach 1 when a question has fewer than k evidence sessions, so it is shown on receipts only.
Conditions
Queries 56
k 5
Strategy tag
Gold path benchmarks/recall-gold.json
Tests ran 256
Tests failed 0
Environment Hardware, OS and Python version: not recorded for this run.
Ledger row 65
Raw row
{"ablation": null, "checks": {"determinism_ok": true, "index_validate_ok": true, "test_pass_rate": 1.0, "tests_failed": 0, "tests_ran": 256}, "commit": "42c8822", "committed": "2026-06-25T05:07:37Z", "dirty": true, "gold_path": "benchmarks/recall-gold.json", "metrics": {"context_tokens_mean": 1279.0892857142858, "latency_ms_mean": 0.008976911236199417, "latency_ms_p50": 0.008146002073772252, "mrr": 0.5520833333333334, "ndcg_at_k": 0.5578981476702677, "precision_at_k": 0.1392857142857143, "recall_at_k": 0.6517857142857143}, "mode": "eval", "num_queries": 56, "reliability": 86.07, "run": "2026-06-25T05:30:54Z", "schema": "agentware-bench/v1", "strategy": "tag", "subject": "feat(acr): authority confidence reranked items for better search with time bias", "top_k": 5}
reliability is an internal composite health score (0–100), not a benchmark metric.
Esc