| name | glyph |
| description | Audit, compile, compare, and verify coding-agent instruction files with Glyph. Use for AGENTS.md, CLAUDE.md, Copilot instructions, Cursor rules, README, CONTRIBUTING, or docs when the user wants to reduce instruction tokens, inspect operational semantics, find unmapped directives, generate a separate .glp artifact, check freshness, or review semantic changes. |
Glyph
Use Glyph as a conservative, deterministic Instructions-as-Code toolchain. The objective is to make coding-agent guidance measurable and reviewable without silently changing source files or inventing policy.
Operating rules
Never rewrite, delete, or replace the source instruction file unless the user explicitly requests it. Compile to a separate .glp artifact.
Inspect before compiling. Surface unmapped, preserved, ambiguous, high-risk, and conflicting directives instead of hiding them.
Do not claim lossless arbitrary Markdown compression, universal Markdown understanding, or identical model behavior. Treat metrics as evidence for the exact file and command that produced them.
Do not add an LLM interpretation step to Glyph's deterministic workflow.
Locate the source
Prefer the file named by the user. Otherwise inspect the repository for supported files in this order:
AGENTS.mdCLAUDE.md.github/copilot-instructions.md.cursorrules.cursor/rules/*.mdc- relevant
README.md, CONTRIBUTING.md, or Markdown below docs/
When several files are relevant, explain the proposed scope before compiling them.
Resolve the executable
Use glyph when it is already available.
If it is not available, do not install software silently. Explain the available project install command from the repository documentation. Until Glyph is published on PyPI, the immutable release install is:
python -m pip install "glyph-instructions @ git+https://github.com/francescogabrieli/glyph.git@v0.2.0"
After PyPI publication, prefer the documented uvx glyph-instructions or pipx workflow.
Trust-first workflow
For a source such as AGENTS.md, follow this sequence.
1. Inspect
glyph inspect AGENTS.md --show-unmapped
Summarize what Glyph recognized and call out anything unmapped, preserved, ambiguous, high-risk, or conflicting. Do not present structured coverage as retained coverage.
2. Compile separately
Choose an output next to the source unless the user specifies another path:
glyph compile AGENTS.md -o AGENTS.glp --report glyph-report.md
For CLAUDE.md, use CLAUDE.glp. Never overwrite the Markdown input.
3. Measure
glyph stats AGENTS.md AGENTS.glp
Report token reduction, structured coverage, retained coverage, safety retention, preserved directives, and dropped candidates separately when available.
4. Verify
glyph verify AGENTS.md AGENTS.glp
A successful verification means the artifact is fresh and consistent with the source under Glyph's supported semantics. It does not prove identical behavior from an agent runtime.
5. Review changes
When a previous manifest exists, compare it before accepting a replacement:
glyph diff previous.AGENTS.glp AGENTS.glp
Explain added, removed, and changed semantic units in plain language. Treat removals of safety, approval, testing, or reporting requirements as high attention.
Strict adoption
Do not begin with strict gates on an unreviewed repository. Establish and audit a baseline first. Only then suggest thresholds such as:
glyph check AGENTS.md AGENTS.glp \
--min-structured-coverage 80 \
--min-retained-coverage 100 \
--max-high-risk-preserved 0 \
--min-reduction 20
Thresholds are repository policy, not universal defaults.
Repository-specific meaning
When glyph inspect --show-unmapped identifies a stable repository convention, suggest the deterministic custom-rule workflow rather than modifying the shared parser:
glyph rules suggest AGENTS.md --format yaml
glyph compile AGENTS.md -o AGENTS.glp --rules glyph.rules.yml
Require human review of suggested rules before relying on them.
Final response
State exactly which files were inspected or created, which commands ran, whether verification passed, and what remains unmapped or preserved. Mention skipped checks and their reason. Keep the source and generated artifact clearly distinguished.
Read references/commands.md for command selection and references/trust-model.md for interpretation boundaries.
