macanderson

macanderson/stella

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

1 stars 1 forks 1 watchers Rust Apache License 2.0
agent-coding agent-memory agent-swarm agent-teams ai-coding evals graph knowledge-graph multiagent ontology
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13 Open Issues Need Help Last updated: Jul 23, 2026

Open Issues Need Help

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Verification §1 (Phase 4): mutation-check the witness — apply trivial mutations and downgrade a tautological witness that stays green 6 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §2 (Phase 1): confirmation run on flip — re-run the tracked command to guard against flaky-test false flips 6 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §4 (Phase 4): judge verdict calibration telemetry — persist JudgePass verdicts alongside later ground truth to measure false-positive rate 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §5 (Phase 3): candidate score refinement within DeterministicPass — prefer mutation-survived → no-new-diagnostics → smaller diff 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §2 (Phase 3): failure-fingerprint matching — a pass that "fixes" a different failure than observed is NoEvidence 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §4 (Phase 3): early distress guidance for repeated identical failures — trigger immediately on a repeated fingerprint 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §3 (Phase 1): regression veto — a diagnostics delta (new errors/warnings) blocks fast-submit even when the flip holds 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §4 (Phase 2): structured judge evidence — carry the oracle trace, diagnostics delta, and tamper-check result into the judge 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §6 (Phase 2): verdict provenance in PipelineOutcome — attach the full ladder input snapshot so replay can answer "why?" 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Verification §2 (Phase 1): typed timeout/infra outcomes in TestRunner — an infra failure must not satisfy the oracle's Failing precondition 7 days ago
enhancement help wanted P2 area:pipeline
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
Epic: verification pipeline roadmap — track the ROADMAP.md proposals through four phases 7 days ago
enhancement help wanted area:pipeline roadmap
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
run_deck event loop has zero automated coverage (no pty/pyte harness) 8 days ago
enhancement help wanted P2 area:tui
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology
docs/brand: dedupe identical logo SVGs and redundant legacy/aurora archive copies 14 days ago
good first issue area:docs
macanderson/stella
1

Agent fleet coding app made by the inventor of the Open Context Protocol (Mac Anderson) supported by Oxagen Inc. 100% OSS

Rust
#agent-coding#agent-memory#agent-swarm#agent-teams#ai-coding#evals#graph#knowledge-graph#multiagent#ontology