Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mwillbanks/ast-mcp --skill ast-mcpgit clone --depth 1 https://github.com/mwillbanks/ast-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp)<a href="https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp"><img src="https://agentmods.dev/badge/skills/mwillbanks/ast-mcp/ast-mcp/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp"><img src="https://agentmods.dev/badge/skills/mwillbanks/ast-mcp/ast-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00060 | $0.02814 |
| Opus 5 | $0.00030 | $0.01407 |
| Sonnet 5 | $0.00012 | $0.00563 |
| Haiku 4.5 | $0.00006 | $0.00281 |
Grade A, and why
ast-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AST MCP
Treat ast-mcp as the only code-intelligence and filesystem boundary. Do not call direct editors, apply_patch, shell mutation utilities, or interpreter write scripts.
Start with availability
- Confirm that
file_hash,file_read,file_write,file_patch, and the direct intelligence tools are callable. - If any are unavailable, stop mutation and follow installation.md. Run
scripts/check-install.tsto diagnose the configured host when Bun and this skill directory are available. - After installation, ask the host to reconnect or restart MCP servers, then list tools again. Never fall back to another writer.
Explore before editing
- Start unfamiliar work with
digest, usemapfor one file's shape, and useshowfor exact symbols. When a file workflow is uncertain, callfile_capabilitiesonce for all relevant paths;file_read,run, andfile_patchenforce that same result. - Use
searchwhen names are unknown andfind_relatedfor code similar to a known location. - Use
contextfor a symbol plus nearby calls; useimpactbefore changing a public or shared symbol. - Use
deps,reverse_deps,graph, orcyclesfor module relationships. - Use
callers,callees, ortracefor execution flow; useimplementsfor type hierarchies. - Use
surfacefor exported API shape,indexfor search-index maintenance, andsqueezeonly for repetitive logs or text. file_readaccepts an agent-selectedmode:astreturns a source map/requested symbols or RFC 6901-selected structured-document values,textreturns a bounded zero-based end-exclusive slice, andautoprefers AST when supported. Usesymbolsfor source andselectorsfor JSON, JSONC, TOML, or YAML. Text mode remains available for AST-capable files when exact source text is necessary. Batch multiple files in one call.- Use ast-mcp intelligence as the primary repository search route. Never invoke
ast-grepdirectly and never usesedfor repository reads or edits.rgis permitted only as a discouraged fallback for exact literals, identifiers, non-AST formats, or discovery unavailable through ast-mcp; external transcript analysis, Git metadata, validation, and live-runtime reproduction are exceptions.
What ships with it
22 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 227 B
- evals/batch.evals.json 12 KB
- evals/evals.json 54 KB
- evals/file-hash.evals.json 1.7 KB
- evals/measure.ts 1.2 KB runs code
- evals/results.md 4.7 KB
- evals/score.test.ts 6.5 KB runs code
- evals/score.ts 15 KB runs code
- evals/semantic.test.ts 13 KB runs code
- evals/semantic.ts 20 KB runs code
- evals/shell-policy.ts 7.1 KB runs code
- evals/source.test.ts 1.6 KB runs code
- evals/source.ts 4.6 KB runs code
- evals/trigger-queries.json 1.0 KB
- evals/validate.ts 3.0 KB runs code
- references/installation.md 4.0 KB
- references/managed-hook.ts 116 B runs code
- references/patch-state-machine.md 5.1 KB
- references/tool-catalog.md 7.9 KB
- scripts/binary-resolution.ts 3.0 KB runs code
- scripts/check-install.ts 18 KB runs code
- scripts/managed-hook.ts 1.6 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 143 lines · 60 tokens per session scan A 1d83c76a1568
ast-mcp is a skill published in the GitHub repository mwillbanks/ast-mcp (0 stars, last pushed 3d ago), licensed MIT. It adds 60 tokens to every session and 2,814 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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