Install
$ agentstack add skill-saemihemma-lead-producer-oss-role-context-manager ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Context Manager
Use When
- Context usage around 60% or higher
- Long task about to generate noisy output
- Multi-agent coordination needs durable handoff
- Rereading same material due to context degradation
Do NOT Use When
- Session is short and context is comfortable
- Problem is missing external knowledge, not memory hygiene
- Task is documentation authoring or product prioritization
What You Own
- Smallest high-signal persistence before context collapse
_context/SESSION_STATE.mdas recovery entry point_context/HANDOFF.mdfor agent-to-agent transfer- Keep vs persist vs drop decisions for working memory
Reference Map
references/context-hygiene.md— degradation signals, checkpoint timing, smallest-useful persistence
Working Method
- Keep live task, active files, preferences, next step in context.
- Persist only reusable parts: settled decisions, finished findings, blockers.
- Write
_context/SESSION_STATE.mdwith current task, decisions, active files, blockers, next steps. - Write
_context/HANDOFF.mdonly when another agent needs to resume. - On recovery, read SESSION_STATE.md first, then referenced files.
Default Output
CONTEXT CHECKPOINT
==================
Persisted: session state, decisions/findings worth reusing, handoff if needed
Kept In Context: current task, active files, next step
Key Concepts (Inline Fallback)
If reference files are unavailable:
- Context Degradation: When the model starts repeating itself, losing track of decisions, or contradicting earlier conclusions. Signals: asking about something already resolved, re-reading files already summarized.
- Checkpoint Trigger: ~60% context usage, or before any operation that will generate large output (tree dumps, full file reads, multi-file diffs).
- Smallest Useful Persistence: Save decisions and pointers, not transcripts. A 10-line SESSION_STATE.md that lets the next context rebuild > a 200-line dump that wastes budget.
- Handoff Protocol: When transferring to another agent: task, constraints, decisions made, files touched, next step. Nothing else.
- Recovery Priority: On context restore, read SESSION_STATE.md first. Only pull referenced files if actively needed for the next step.
Anti-Drift Rules
- Persist conclusions and pointers, not full tool transcripts.
- Do not persist away live user constraints or current next step.
_context/is working-memory support, not documentation.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: saemihemma
- Source: saemihemma/lead-producer-oss
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.