honey-memory
Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session.
Skill by sudo-tiz
Chalk Labs
Need help deploying honey-memory?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/sudo-tiz-honey-memory
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: documents, testing, data
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/honey-memory
What's inside
- Skill name
honey-memory- Description
- Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session. Stores only the stable, expensive-to-rediscover, not-in-the-code context — architecture + why, build/test/run commands, decisions and dead-ends — as human-readable markdown, versioned with the code so it can't silently rot. Use when asked to set up project memory/context, stop agents re-grepping the codebase, scaffold or refresh a PROJECT.md / CLAUDE.md memory section, or cut cold-start rediscovery cost. Prose context only — never code, config, or data.
- License
- MIT
- Instructions
- 68 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Honey Memory
Lever 2 applied to discovery cost. Every cold session re-greps the same things —
where auth lives, the build command, *why* X is shaped Y. One committed file
replaces N rediscovery round-trips with a single cached read, on every future
session. The cheapest token is the one not re-derived.
The win is per-session and recurring. The risk is staleness — a wrong cached
fact costs *more* than no file. So the file lives in git, next to the code that
can invalidate it, and is fixed in the same change that breaks it.
## Scaffold (create)
1. **One file per repo: `PROJECT.md` at the root**, committed (not `~/.claude`).
If the repo already has `CLAUDE.md`/`AGENTS.md`, add/refresh a `## Memory`
section there instead — don't add a second file.
2. **Back up before overwriting** an existing file: copy → `FILE.original.md`.
If that backup already exists, stop and ask. Never clobber a restore point.
3. **Write only three kinds of fact** (derive by reading the repo):
- **Architecture + conventions** an agent can't cheaply grep — where things
live, and *why* (the intent, not the file list).
- **Build / test / run** commands, env, and gotchas.
- **Decisions and dead-ends** — choices made, paths tried and rejected. This
is intent; it is never in the code.
4. **Report** what was written and the file path.
## Never store
- Anything **derivable from source** — code structure, symbol locations, past
fixes, git history. Re-deriving is cheaper than maintaining, and never stale.
- **Secrets, tokens, credentials.** The file is committed.
- Transient state — open TODOs, this-week status. That rots fastest.
If a fact is stable + expensive-to-rediscover + not-in-the-code, write it.
Everything else, let agents derive on demand — caching it is where these
systems quietly lose money.
## Update
A markdown file does not update itself. Reliability = discipline, not infra:
- **Same-change rule (primary).** When code changes invalidate a fact, fix the
fact in the same commit. Review catches drift because the file is in git.
- **On-demand refresh.** Re-read the repo and rewrite stale entries; show the
diff. Don't blind-append — appending is how these files bloat and rot.
- Treat a fact as **superseded**, not accumulated: replace the old line, don't
stack a new one beside it.
## One file vs many
Start with **one file**. Split only when it crosses ~150–200 lines or covers
clearly separable domains — then go to a thin index + topic files loaded on
demand. Below that, an index costs more (the always-loaded tax) than it saves.
## Keep terse
Apply Honey Lever 2 to the content — fragments over paragraphs, no narration of
what the code already says. A bloated memory file is a per-session input tax.
Keep it human-readable markdown: you (and reviewers) hand-edit it, so don't use
a wire format — staleness costs more than the tokens a dense format would save.
## Boundaries
Reversible — `FILE.original.md` is the restore path when overwriting. Verify
every written fact against the current code before reporting done; an unverified
fact is worse than an absent one.From sudo-tiz/opencode, MIT.
More from sudo-tiz/opencode
- 0.565score
honey-compress
sudo-tiz
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input tokens every session, without…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-hive
sudo-tiz
Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive tokens — large file reads and…
SkillAFreshness: AClaude Code +9 - 0.565score
honey
sudo-tiz
Write less code and say less about it.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-ccr
sudo-tiz
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-chat
sudo-tiz
Honey for plain Claude — the terse-prose core with no agent-harness features.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-debt
sudo-tiz
Harvest every `honey:` comment in the codebase into a debt ledger, so the deliberate shortcuts Lever 1 leaves behind get tracked instead of rotting into…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-design
sudo-tiz
Same pixels, fewer tokens — for user-facing deliverables where visual polish is the spec.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-eco
sudo-tiz
Report this session's output tokens and CO₂ by running the repo's committed EcoLogits port, plus the modelled CO₂/$ saved vs a no-Honey baseline — always…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-gain
sudo-tiz
Show Honey's benchmark scoreboard — the committed quality and token results per task tier (code, user-facing, agent-to-agent) from bench/.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-loop
sudo-tiz
Cost discipline for recurring /loop runs.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-px
sudo-tiz
Read huge, dense, read-only text as rendered PNG pages instead of raw text — image tokens scale with pixels, not characters, so token-dense bulk (big files…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-review
sudo-tiz
Review a diff for what Honey would cut — over-engineering (speculative generality, hand-rolled stdlib, single-caller abstractions) and over-verbosity (dead…
SkillAFreshness: AClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 26, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/sudo-tiz/opencode
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from sudo-tiz
- 0.565score
honey-hive
sudo-tiz
Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive tokens — large file reads and…
SkillAFreshness: AClaude Code +9 - 0.565score
honey
sudo-tiz
Write less code and say less about it.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-ccr
sudo-tiz
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-chat
sudo-tiz
Honey for plain Claude — the terse-prose core with no agent-harness features.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-debt
sudo-tiz
Harvest every `honey:` comment in the codebase into a debt ledger, so the deliberate shortcuts Lever 1 leaves behind get tracked instead of rotting into…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-compress
sudo-tiz
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input tokens every session, without…
SkillAFreshness: AClaude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get honey-memory running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
honey-memory skill. Agent Mart. https://agentmart.dev/skills/sudo-tiz-honey-memory (last updated 2026-10-24)